slide_deck_template.slides.html

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<title>slide_deck_template slides</title>

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        displayAlign: 'center',
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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 {
  box-sizing: content-box;
  height: 0;
}
pre {
  overflow: auto;
}
code,
kbd,
pre,
samp {
  font-family: monospace, monospace;
  font-size: 1em;
}
button,
input,
optgroup,
select,
textarea {
  color: inherit;
  font: inherit;
  margin: 0;
}
button {
  overflow: visible;
}
button,
select {
  text-transform: none;
}
button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
  -webkit-appearance: button;
  cursor: pointer;
}
button[disabled],
html input[disabled] {
  cursor: default;
}
button::-moz-focus-inner,
input::-moz-focus-inner {
  border: 0;
  padding: 0;
}
input {
  line-height: normal;
}
input[type="checkbox"],
input[type="radio"] {
  box-sizing: border-box;
  padding: 0;
}
input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: textfield;
  box-sizing: content-box;
}
input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
  -webkit-appearance: none;
}
fieldset {
  border: 1px solid #c0c0c0;
  margin: 0 2px;
  padding: 0.35em 0.625em 0.75em;
}
legend {
  border: 0;
  padding: 0;
}
textarea {
  overflow: auto;
}
optgroup {
  font-weight: bold;
}
table {
  border-collapse: collapse;
  border-spacing: 0;
}
td,
th {
  padding: 0;
}
/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
@media print {
  *,
  *:before,
  *:after {
    background: transparent !important;
    box-shadow: none !important;
    text-shadow: none !important;
  }
  a,
  a:visited {
    text-decoration: underline;
  }
  a[href]:after {
    content: " (" attr(href) ")";
  }
  abbr[title]:after {
    content: " (" attr(title) ")";
  }
  a[href^="#"]:after,
  a[href^="javascript:"]:after {
    content: "";
  }
  pre,
  blockquote {
    border: 1px solid #999;
    page-break-inside: avoid;
  }
  thead {
    display: table-header-group;
  }
  tr,
  img {
    page-break-inside: avoid;
  }
  img {
    max-width: 100% !important;
  }
  p,
  h2,
  h3 {
    orphans: 3;
    widows: 3;
  }
  h2,
  h3 {
    page-break-after: avoid;
  }
  .navbar {
    display: none;
  }
  .btn > .caret,
  .dropup > .btn > .caret {
    border-top-color: #000 !important;
  }
  .label {
    border: 1px solid #000;
  }
  .table {
    border-collapse: collapse !important;
  }
  .table td,
  .table th {
    background-color: #fff !important;
  }
  .table-bordered th,
  .table-bordered td {
    border: 1px solid #ddd !important;
  }
}
@font-face {
  font-family: 'Glyphicons Halflings';
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
}
.glyphicon {
  position: relative;
  top: 1px;
  display: inline-block;
  font-family: 'Glyphicons Halflings';
  font-style: normal;
  font-weight: normal;
  line-height: 1;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
.glyphicon-asterisk:before {
  content: "\002a";
}
.glyphicon-plus:before {
  content: "\002b";
}
.glyphicon-euro:before,
.glyphicon-eur:before {
  content: "\20ac";
}
.glyphicon-minus:before {
  content: "\2212";
}
.glyphicon-cloud:before {
  content: "\2601";
}
.glyphicon-envelope:before {
  content: "\2709";
}
.glyphicon-pencil:before {
  content: "\270f";
}
.glyphicon-glass:before {
  content: "\e001";
}
.glyphicon-music:before {
  content: "\e002";
}
.glyphicon-search:before {
  content: "\e003";
}
.glyphicon-heart:before {
  content: "\e005";
}
.glyphicon-star:before {
  content: "\e006";
}
.glyphicon-star-empty:before {
  content: "\e007";
}
.glyphicon-user:before {
  content: "\e008";
}
.glyphicon-film:before {
  content: "\e009";
}
.glyphicon-th-large:before {
  content: "\e010";
}
.glyphicon-th:before {
  content: "\e011";
}
.glyphicon-th-list:before {
  content: "\e012";
}
.glyphicon-ok:before {
  content: "\e013";
}
.glyphicon-remove:before {
  content: "\e014";
}
.glyphicon-zoom-in:before {
  content: "\e015";
}
.glyphicon-zoom-out:before {
  content: "\e016";
}
.glyphicon-off:before {
  content: "\e017";
}
.glyphicon-signal:before {
  content: "\e018";
}
.glyphicon-cog:before {
  content: "\e019";
}
.glyphicon-trash:before {
  content: "\e020";
}
.glyphicon-home:before {
  content: "\e021";
}
.glyphicon-file:before {
  content: "\e022";
}
.glyphicon-time:before {
  content: "\e023";
}
.glyphicon-road:before {
  content: "\e024";
}
.glyphicon-download-alt:before {
  content: "\e025";
}
.glyphicon-download:before {
  content: "\e026";
}
.glyphicon-upload:before {
  content: "\e027";
}
.glyphicon-inbox:before {
  content: "\e028";
}
.glyphicon-play-circle:before {
  content: "\e029";
}
.glyphicon-repeat:before {
  content: "\e030";
}
.glyphicon-refresh:before {
  content: "\e031";
}
.glyphicon-list-alt:before {
  content: "\e032";
}
.glyphicon-lock:before {
  content: "\e033";
}
.glyphicon-flag:before {
  content: "\e034";
}
.glyphicon-headphones:before {
  content: "\e035";
}
.glyphicon-volume-off:before {
  content: "\e036";
}
.glyphicon-volume-down:before {
  content: "\e037";
}
.glyphicon-volume-up:before {
  content: "\e038";
}
.glyphicon-qrcode:before {
  content: "\e039";
}
.glyphicon-barcode:before {
  content: "\e040";
}
.glyphicon-tag:before {
  content: "\e041";
}
.glyphicon-tags:before {
  content: "\e042";
}
.glyphicon-book:before {
  content: "\e043";
}
.glyphicon-bookmark:before {
  content: "\e044";
}
.glyphicon-print:before {
  content: "\e045";
}
.glyphicon-camera:before {
  content: "\e046";
}
.glyphicon-font:before {
  content: "\e047";
}
.glyphicon-bold:before {
  content: "\e048";
}
.glyphicon-italic:before {
  content: "\e049";
}
.glyphicon-text-height:before {
  content: "\e050";
}
.glyphicon-text-width:before {
  content: "\e051";
}
.glyphicon-align-left:before {
  content: "\e052";
}
.glyphicon-align-center:before {
  content: "\e053";
}
.glyphicon-align-right:before {
  content: "\e054";
}
.glyphicon-align-justify:before {
  content: "\e055";
}
.glyphicon-list:before {
  content: "\e056";
}
.glyphicon-indent-left:before {
  content: "\e057";
}
.glyphicon-indent-right:before {
  content: "\e058";
}
.glyphicon-facetime-video:before {
  content: "\e059";
}
.glyphicon-picture:before {
  content: "\e060";
}
.glyphicon-map-marker:before {
  content: "\e062";
}
.glyphicon-adjust:before {
  content: "\e063";
}
.glyphicon-tint:before {
  content: "\e064";
}
.glyphicon-edit:before {
  content: "\e065";
}
.glyphicon-share:before {
  content: "\e066";
}
.glyphicon-check:before {
  content: "\e067";
}
.glyphicon-move:before {
  content: "\e068";
}
.glyphicon-step-backward:before {
  content: "\e069";
}
.glyphicon-fast-backward:before {
  content: "\e070";
}
.glyphicon-backward:before {
  content: "\e071";
}
.glyphicon-play:before {
  content: "\e072";
}
.glyphicon-pause:before {
  content: "\e073";
}
.glyphicon-stop:before {
  content: "\e074";
}
.glyphicon-forward:before {
  content: "\e075";
}
.glyphicon-fast-forward:before {
  content: "\e076";
}
.glyphicon-step-forward:before {
  content: "\e077";
}
.glyphicon-eject:before {
  content: "\e078";
}
.glyphicon-chevron-left:before {
  content: "\e079";
}
.glyphicon-chevron-right:before {
  content: "\e080";
}
.glyphicon-plus-sign:before {
  content: "\e081";
}
.glyphicon-minus-sign:before {
  content: "\e082";
}
.glyphicon-remove-sign:before {
  content: "\e083";
}
.glyphicon-ok-sign:before {
  content: "\e084";
}
.glyphicon-question-sign:before {
  content: "\e085";
}
.glyphicon-info-sign:before {
  content: "\e086";
}
.glyphicon-screenshot:before {
  content: "\e087";
}
.glyphicon-remove-circle:before {
  content: "\e088";
}
.glyphicon-ok-circle:before {
  content: "\e089";
}
.glyphicon-ban-circle:before {
  content: "\e090";
}
.glyphicon-arrow-left:before {
  content: "\e091";
}
.glyphicon-arrow-right:before {
  content: "\e092";
}
.glyphicon-arrow-up:before {
  content: "\e093";
}
.glyphicon-arrow-down:before {
  content: "\e094";
}
.glyphicon-share-alt:before {
  content: "\e095";
}
.glyphicon-resize-full:before {
  content: "\e096";
}
.glyphicon-resize-small:before {
  content: "\e097";
}
.glyphicon-exclamation-sign:before {
  content: "\e101";
}
.glyphicon-gift:before {
  content: "\e102";
}
.glyphicon-leaf:before {
  content: "\e103";
}
.glyphicon-fire:before {
  content: "\e104";
}
.glyphicon-eye-open:before {
  content: "\e105";
}
.glyphicon-eye-close:before {
  content: "\e106";
}
.glyphicon-warning-sign:before {
  content: "\e107";
}
.glyphicon-plane:before {
  content: "\e108";
}
.glyphicon-calendar:before {
  content: "\e109";
}
.glyphicon-random:before {
  content: "\e110";
}
.glyphicon-comment:before {
  content: "\e111";
}
.glyphicon-magnet:before {
  content: "\e112";
}
.glyphicon-chevron-up:before {
  content: "\e113";
}
.glyphicon-chevron-down:before {
  content: "\e114";
}
.glyphicon-retweet:before {
  content: "\e115";
}
.glyphicon-shopping-cart:before {
  content: "\e116";
}
.glyphicon-folder-close:before {
  content: "\e117";
}
.glyphicon-folder-open:before {
  content: "\e118";
}
.glyphicon-resize-vertical:before {
  content: "\e119";
}
.glyphicon-resize-horizontal:before {
  content: "\e120";
}
.glyphicon-hdd:before {
  content: "\e121";
}
.glyphicon-bullhorn:before {
  content: "\e122";
}
.glyphicon-bell:before {
  content: "\e123";
}
.glyphicon-certificate:before {
  content: "\e124";
}
.glyphicon-thumbs-up:before {
  content: "\e125";
}
.glyphicon-thumbs-down:before {
  content: "\e126";
}
.glyphicon-hand-right:before {
  content: "\e127";
}
.glyphicon-hand-left:before {
  content: "\e128";
}
.glyphicon-hand-up:before {
  content: "\e129";
}
.glyphicon-hand-down:before {
  content: "\e130";
}
.glyphicon-circle-arrow-right:before {
  content: "\e131";
}
.glyphicon-circle-arrow-left:before {
  content: "\e132";
}
.glyphicon-circle-arrow-up:before {
  content: "\e133";
}
.glyphicon-circle-arrow-down:before {
  content: "\e134";
}
.glyphicon-globe:before {
  content: "\e135";
}
.glyphicon-wrench:before {
  content: "\e136";
}
.glyphicon-tasks:before {
  content: "\e137";
}
.glyphicon-filter:before {
  content: "\e138";
}
.glyphicon-briefcase:before {
  content: "\e139";
}
.glyphicon-fullscreen:before {
  content: "\e140";
}
.glyphicon-dashboard:before {
  content: "\e141";
}
.glyphicon-paperclip:before {
  content: "\e142";
}
.glyphicon-heart-empty:before {
  content: "\e143";
}
.glyphicon-link:before {
  content: "\e144";
}
.glyphicon-phone:before {
  content: "\e145";
}
.glyphicon-pushpin:before {
  content: "\e146";
}
.glyphicon-usd:before {
  content: "\e148";
}
.glyphicon-gbp:before {
  content: "\e149";
}
.glyphicon-sort:before {
  content: "\e150";
}
.glyphicon-sort-by-alphabet:before {
  content: "\e151";
}
.glyphicon-sort-by-alphabet-alt:before {
  content: "\e152";
}
.glyphicon-sort-by-order:before {
  content: "\e153";
}
.glyphicon-sort-by-order-alt:before {
  content: "\e154";
}
.glyphicon-sort-by-attributes:before {
  content: "\e155";
}
.glyphicon-sort-by-attributes-alt:before {
  content: "\e156";
}
.glyphicon-unchecked:before {
  content: "\e157";
}
.glyphicon-expand:before {
  content: "\e158";
}
.glyphicon-collapse-down:before {
  content: "\e159";
}
.glyphicon-collapse-up:before {
  content: "\e160";
}
.glyphicon-log-in:before {
  content: "\e161";
}
.glyphicon-flash:before {
  content: "\e162";
}
.glyphicon-log-out:before {
  content: "\e163";
}
.glyphicon-new-window:before {
  content: "\e164";
}
.glyphicon-record:before {
  content: "\e165";
}
.glyphicon-save:before {
  content: "\e166";
}
.glyphicon-open:before {
  content: "\e167";
}
.glyphicon-saved:before {
  content: "\e168";
}
.glyphicon-import:before {
  content: "\e169";
}
.glyphicon-export:before {
  content: "\e170";
}
.glyphicon-send:before {
  content: "\e171";
}
.glyphicon-floppy-disk:before {
  content: "\e172";
}
.glyphicon-floppy-saved:before {
  content: "\e173";
}
.glyphicon-floppy-remove:before {
  content: "\e174";
}
.glyphicon-floppy-save:before {
  content: "\e175";
}
.glyphicon-floppy-open:before {
  content: "\e176";
}
.glyphicon-credit-card:before {
  content: "\e177";
}
.glyphicon-transfer:before {
  content: "\e178";
}
.glyphicon-cutlery:before {
  content: "\e179";
}
.glyphicon-header:before {
  content: "\e180";
}
.glyphicon-compressed:before {
  content: "\e181";
}
.glyphicon-earphone:before {
  content: "\e182";
}
.glyphicon-phone-alt:before {
  content: "\e183";
}
.glyphicon-tower:before {
  content: "\e184";
}
.glyphicon-stats:before {
  content: "\e185";
}
.glyphicon-sd-video:before {
  content: "\e186";
}
.glyphicon-hd-video:before {
  content: "\e187";
}
.glyphicon-subtitles:before {
  content: "\e188";
}
.glyphicon-sound-stereo:before {
  content: "\e189";
}
.glyphicon-sound-dolby:before {
  content: "\e190";
}
.glyphicon-sound-5-1:before {
  content: "\e191";
}
.glyphicon-sound-6-1:before {
  content: "\e192";
}
.glyphicon-sound-7-1:before {
  content: "\e193";
}
.glyphicon-copyright-mark:before {
  content: "\e194";
}
.glyphicon-registration-mark:before {
  content: "\e195";
}
.glyphicon-cloud-download:before {
  content: "\e197";
}
.glyphicon-cloud-upload:before {
  content: "\e198";
}
.glyphicon-tree-conifer:before {
  content: "\e199";
}
.glyphicon-tree-deciduous:before {
  content: "\e200";
}
.glyphicon-cd:before {
  content: "\e201";
}
.glyphicon-save-file:before {
  content: "\e202";
}
.glyphicon-open-file:before {
  content: "\e203";
}
.glyphicon-level-up:before {
  content: "\e204";
}
.glyphicon-copy:before {
  content: "\e205";
}
.glyphicon-paste:before {
  content: "\e206";
}
.glyphicon-alert:before {
  content: "\e209";
}
.glyphicon-equalizer:before {
  content: "\e210";
}
.glyphicon-king:before {
  content: "\e211";
}
.glyphicon-queen:before {
  content: "\e212";
}
.glyphicon-pawn:before {
  content: "\e213";
}
.glyphicon-bishop:before {
  content: "\e214";
}
.glyphicon-knight:before {
  content: "\e215";
}
.glyphicon-baby-formula:before {
  content: "\e216";
}
.glyphicon-tent:before {
  content: "\26fa";
}
.glyphicon-blackboard:before {
  content: "\e218";
}
.glyphicon-bed:before {
  content: "\e219";
}
.glyphicon-apple:before {
  content: "\f8ff";
}
.glyphicon-erase:before {
  content: "\e221";
}
.glyphicon-hourglass:before {
  content: "\231b";
}
.glyphicon-lamp:before {
  content: "\e223";
}
.glyphicon-duplicate:before {
  content: "\e224";
}
.glyphicon-piggy-bank:before {
  content: "\e225";
}
.glyphicon-scissors:before {
  content: "\e226";
}
.glyphicon-bitcoin:before {
  content: "\e227";
}
.glyphicon-btc:before {
  content: "\e227";
}
.glyphicon-xbt:before {
  content: "\e227";
}
.glyphicon-yen:before {
  content: "\00a5";
}
.glyphicon-jpy:before {
  content: "\00a5";
}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
.glyphicon-scale:before {
  content: "\e230";
}
.glyphicon-ice-lolly:before {
  content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
  content: "\e232";
}
.glyphicon-education:before {
  content: "\e233";
}
.glyphicon-option-horizontal:before {
  content: "\e234";
}
.glyphicon-option-vertical:before {
  content: "\e235";
}
.glyphicon-menu-hamburger:before {
  content: "\e236";
}
.glyphicon-modal-window:before {
  content: "\e237";
}
.glyphicon-oil:before {
  content: "\e238";
}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
  content: "\e240";
}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

    Firefox 28.0+
    Chrome 29.0+
    Internet Explorer 11+ 
    Opera 17.0+

Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
.hbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.vbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
.vbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
  /* Old browsers */
  -webkit-box-direction: reverse;
  -moz-box-direction: reverse;
  box-direction: reverse;
  /* Modern browsers */
  flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
  /* Old browsers */
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
  /* Old browsers */
  -webkit-box-flex: 2;
  -moz-box-flex: 2;
  box-flex: 2;
  /* Modern browsers */
  flex: 2;
}
.box-group1 {
  /*  Deprecated */
  -webkit-box-flex-group: 1;
  -moz-box-flex-group: 1;
  box-flex-group: 1;
}
.box-group2 {
  /* Deprecated */
  -webkit-box-flex-group: 2;
  -moz-box-flex-group: 2;
  box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
  /* Old browsers */
  -webkit-box-pack: start;
  -moz-box-pack: start;
  box-pack: start;
  /* Modern browsers */
  justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
  /* Old browsers */
  -webkit-box-pack: center;
  -moz-box-pack: center;
  box-pack: center;
  /* Modern browsers */
  justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
  /* Old browsers */
  -webkit-box-pack: baseline;
  -moz-box-pack: baseline;
  box-pack: baseline;
  /* Modern browsers */
  justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
  /* Old browsers */
  -webkit-box-pack: stretch;
  -moz-box-pack: stretch;
  box-pack: stretch;
  /* Modern browsers */
  justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
  /* Old browsers */
  -webkit-box-align: start;
  -moz-box-align: start;
  box-align: start;
  /* Modern browsers */
  align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
  /* Old browsers */
  -webkit-box-align: end;
  -moz-box-align: end;
  box-align: end;
  /* Modern browsers */
  align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
  /* Old browsers */
  -webkit-box-align: center;
  -moz-box-align: center;
  box-align: center;
  /* Modern browsers */
  align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
  /* Old browsers */
  -webkit-box-align: baseline;
  -moz-box-align: baseline;
  box-align: baseline;
  /* Modern browsers */
  align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
  /* Old browsers */
  -webkit-box-align: stretch;
  -moz-box-align: stretch;
  box-align: stretch;
  /* Modern browsers */
  align-items: stretch;
}
div.error {
  margin: 2em;
  text-align: center;
}
div.error > h1 {
  font-size: 500%;
  line-height: normal;
}
div.error > p {
  font-size: 200%;
  line-height: normal;
}
div.traceback-wrapper {
  text-align: left;
  max-width: 800px;
  margin: auto;
}
div.traceback-wrapper pre.traceback {
  max-height: 600px;
  overflow: auto;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
body {
  background-color: #fff;
  /* This makes sure that the body covers the entire window and needs to
       be in a different element than the display: box in wrapper below */
  position: absolute;
  left: 0px;
  right: 0px;
  top: 0px;
  bottom: 0px;
  overflow: visible;
}
body > #header {
  /* Initially hidden to prevent FLOUC */
  display: none;
  background-color: #fff;
  /* Display over codemirror */
  position: relative;
  z-index: 100;
}
body > #header #header-container {
  display: flex;
  flex-direction: row;
  justify-content: space-between;
  padding: 5px;
  padding-bottom: 5px;
  padding-top: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
body > #header .header-bar {
  width: 100%;
  height: 1px;
  background: #e7e7e7;
  margin-bottom: -1px;
}
@media print {
  body > #header {
    display: none !important;
  }
}
#header-spacer {
  width: 100%;
  visibility: hidden;
}
@media print {
  #header-spacer {
    display: none;
  }
}
#ipython_notebook {
  padding-left: 0px;
  padding-top: 1px;
  padding-bottom: 1px;
}
[dir="rtl"] #ipython_notebook {
  margin-right: 10px;
  margin-left: 0;
}
[dir="rtl"] #ipython_notebook.pull-left {
  float: right !important;
  float: right;
}
.flex-spacer {
  flex: 1;
}
#noscript {
  width: auto;
  padding-top: 16px;
  padding-bottom: 16px;
  text-align: center;
  font-size: 22px;
  color: red;
  font-weight: bold;
}
#ipython_notebook img {
  height: 28px;
}
#site {
  width: 100%;
  display: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  overflow: auto;
}
@media print {
  #site {
    height: auto !important;
  }
}
/* Smaller buttons */
.ui-button .ui-button-text {
  padding: 0.2em 0.8em;
  font-size: 77%;
}
input.ui-button {
  padding: 0.3em 0.9em;
}
span#kernel_logo_widget {
  margin: 0 10px;
}
span#login_widget {
  float: right;
}
[dir="rtl"] span#login_widget {
  float: left;
}
span#login_widget > .button,
#logout {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
  color: #fff;
  background-color: #333;
}
.nav-header {
  text-transform: none;
}
#header > span {
  margin-top: 10px;
}
.modal_stretch .modal-dialog {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
  max-height: calc(100vh - 200px);
  overflow: auto;
  flex: 1;
}
.modal-header {
  cursor: move;
}
@media (min-width: 768px) {
  .modal .modal-dialog {
    width: 700px;
  }
}
@media (min-width: 768px) {
  select.form-control {
    margin-left: 12px;
    margin-right: 12px;
  }
}
/*!
*
* IPython auth
*
*/
.center-nav {
  display: inline-block;
  margin-bottom: -4px;
}
[dir="rtl"] .center-nav form.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] .center-nav .navbar-text {
  float: right;
}
[dir="rtl"] .navbar-inner {
  text-align: right;
}
[dir="rtl"] div.text-left {
  text-align: right;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
  background-color: none;
  display: inline;
}
.alternate_upload.form {
  padding: 0;
  margin: 0;
}
.alternate_upload input.fileinput {
  position: absolute;
  display: block;
  width: 100%;
  height: 100%;
  overflow: hidden;
  cursor: pointer;
  opacity: 0;
  z-index: 2;
}
.alternate_upload .btn-xs > input.fileinput {
  margin: -1px -5px;
}
.alternate_upload .btn-upload {
  position: relative;
  height: 22px;
}
::-webkit-file-upload-button {
  cursor: pointer;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
ul#tabs {
  margin-bottom: 4px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
[dir="rtl"] ul#tabs.nav-tabs > li {
  float: right;
}
[dir="rtl"] ul#tabs.nav.nav-tabs {
  padding-right: 0;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
  text-decoration: none;
}
ul.breadcrumb i.icon-home {
  font-size: 16px;
  margin-right: 4px;
}
ul.breadcrumb span {
  color: #5e5e5e;
}
.list_toolbar {
  padding: 4px 0 4px 0;
  vertical-align: middle;
}
.list_toolbar .tree-buttons {
  padding-top: 1px;
}
[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .list_toolbar .col-sm-4,
[dir="rtl"] .list_toolbar .col-sm-8 {
  float: right;
}
.dynamic-buttons {
  padding-top: 3px;
  display: inline-block;
}
.list_toolbar [class*="span"] {
  min-height: 24px;
}
.list_header {
  font-weight: bold;
  background-color: #EEE;
}
.list_placeholder {
  font-weight: bold;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
}
.list_container {
  margin-top: 4px;
  margin-bottom: 20px;
  border: 1px solid #ddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #ddd;
}
.list_item a {
  text-decoration: none;
}
.list_item:hover {
  background-color: #fafafa;
}
.list_header > div,
.list_item > div {
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
.list_header > div input,
.list_item > div input {
  margin-right: 7px;
  margin-left: 14px;
  vertical-align: text-bottom;
  line-height: 22px;
  position: relative;
  top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
  margin-left: -1px;
  vertical-align: baseline;
  line-height: 22px;
}
[dir="rtl"] .list_item > div input {
  margin-right: 0;
}
.new-file input[type=checkbox] {
  visibility: hidden;
}
.item_name {
  line-height: 22px;
  height: 24px;
}
.item_icon {
  font-size: 14px;
  color: #5e5e5e;
  margin-right: 7px;
  margin-left: 7px;
  line-height: 22px;
  vertical-align: baseline;
}
.item_modified {
  margin-right: 7px;
  margin-left: 7px;
}
[dir="rtl"] .item_modified.pull-right {
  float: left !important;
  float: left;
}
.item_buttons {
  line-height: 1em;
  margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
  float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
  margin-left: 5px;
}
.item_buttons .btn {
  min-width: 13ex;
}
.item_buttons .running-indicator {
  padding-top: 4px;
  color: #5cb85c;
}
.item_buttons .kernel-name {
  padding-top: 4px;
  color: #5bc0de;
  margin-right: 7px;
  float: left;
}
[dir="rtl"] .item_buttons.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .item_buttons .kernel-name {
  margin-left: 7px;
  float: right;
}
.toolbar_info {
  height: 24px;
  line-height: 24px;
}
.list_item input:not([type=checkbox]) {
  padding-top: 3px;
  padding-bottom: 3px;
  height: 22px;
  line-height: 14px;
  margin: 0px;
}
.highlight_text {
  color: blue;
}
#project_name {
  display: inline-block;
  padding-left: 7px;
  margin-left: -2px;
}
#project_name > .breadcrumb {
  padding: 0px;
  margin-bottom: 0px;
  background-color: transparent;
  font-weight: bold;
}
.sort_button {
  display: inline-block;
  padding-left: 7px;
}
[dir="rtl"] .sort_button.pull-right {
  float: left !important;
  float: left;
}
#tree-selector {
  padding-right: 0px;
}
#button-select-all {
  min-width: 50px;
}
[dir="rtl"] #button-select-all.btn {
  float: right ;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
  margin-top: 2px;
  height: 16px;
}
[dir="rtl"] #select-all.pull-left {
  float: right !important;
  float: right;
}
.menu_icon {
  margin-right: 2px;
}
.tab-content .row {
  margin-left: 0px;
  margin-right: 0px;
}
.folder_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f114";
}
.folder_icon:before.fa-pull-left {
  margin-right: .3em;
}
.folder_icon:before.fa-pull-right {
  margin-left: .3em;
}
.folder_icon:before.pull-left {
  margin-right: .3em;
}
.folder_icon:before.pull-right {
  margin-left: .3em;
}
.notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
}
.notebook_icon:before.fa-pull-left {
  margin-right: .3em;
}
.notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.notebook_icon:before.pull-left {
  margin-right: .3em;
}
.notebook_icon:before.pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
  color: #5cb85c;
}
.running_notebook_icon:before.fa-pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before.pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
  margin-left: .3em;
}
.file_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f016";
  position: relative;
  top: -2px;
}
.file_icon:before.fa-pull-left {
  margin-right: .3em;
}
.file_icon:before.fa-pull-right {
  margin-left: .3em;
}
.file_icon:before.pull-left {
  margin-right: .3em;
}
.file_icon:before.pull-right {
  margin-left: .3em;
}
#notebook_toolbar .pull-right {
  padding-top: 0px;
  margin-right: -1px;
}
ul#new-menu {
  left: auto;
  right: 0;
}
#new-menu .dropdown-header {
  font-size: 10px;
  border-bottom: 1px solid #e5e5e5;
  padding: 0 0 3px;
  margin: -3px 20px 0;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.move-button {
  display: none;
}
.download-button {
  display: none;
}
.shutdown-button {
  display: none;
}
.dynamic-instructions {
  display: inline-block;
  padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
  padding: 0px 5px;
}
.selected-keymap i.fa:before {
  content: "\f00c";
}
#mode-menu {
  overflow: auto;
  max-height: 20em;
}
.edit_app #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
  /* Use a negative 1 bottom margin, so the border overlaps the border of the
    header */
  margin-bottom: -1px;
}
.dirty-indicator {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator.pull-left {
  margin-right: .3em;
}
.dirty-indicator.pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-dirty.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty.pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-clean.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f00c";
}
.dirty-indicator-clean:before.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
  margin-left: .3em;
}
#filename {
  font-size: 16pt;
  display: table;
  padding: 0px 5px;
}
#current-mode {
  padding-left: 5px;
  padding-right: 5px;
}
#texteditor-backdrop {
  padding-top: 20px;
  padding-bottom: 20px;
}
@media not print {
  #texteditor-backdrop {
    background-color: #EEE;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #fff;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
.CodeMirror-dialog {
  background-color: #fff;
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI escape sequences */
/* The color values are a mix of
   http://www.xcolors.net/dl/baskerville-ivorylight and
   http://www.xcolors.net/dl/euphrasia */
.ansi-black-fg {
  color: #3E424D;
}
.ansi-black-bg {
  background-color: #3E424D;
}
.ansi-black-intense-fg {
  color: #282C36;
}
.ansi-black-intense-bg {
  background-color: #282C36;
}
.ansi-red-fg {
  color: #E75C58;
}
.ansi-red-bg {
  background-color: #E75C58;
}
.ansi-red-intense-fg {
  color: #B22B31;
}
.ansi-red-intense-bg {
  background-color: #B22B31;
}
.ansi-green-fg {
  color: #00A250;
}
.ansi-green-bg {
  background-color: #00A250;
}
.ansi-green-intense-fg {
  color: #007427;
}
.ansi-green-intense-bg {
  background-color: #007427;
}
.ansi-yellow-fg {
  color: #DDB62B;
}
.ansi-yellow-bg {
  background-color: #DDB62B;
}
.ansi-yellow-intense-fg {
  color: #B27D12;
}
.ansi-yellow-intense-bg {
  background-color: #B27D12;
}
.ansi-blue-fg {
  color: #208FFB;
}
.ansi-blue-bg {
  background-color: #208FFB;
}
.ansi-blue-intense-fg {
  color: #0065CA;
}
.ansi-blue-intense-bg {
  background-color: #0065CA;
}
.ansi-magenta-fg {
  color: #D160C4;
}
.ansi-magenta-bg {
  background-color: #D160C4;
}
.ansi-magenta-intense-fg {
  color: #A03196;
}
.ansi-magenta-intense-bg {
  background-color: #A03196;
}
.ansi-cyan-fg {
  color: #60C6C8;
}
.ansi-cyan-bg {
  background-color: #60C6C8;
}
.ansi-cyan-intense-fg {
  color: #258F8F;
}
.ansi-cyan-intense-bg {
  background-color: #258F8F;
}
.ansi-white-fg {
  color: #C5C1B4;
}
.ansi-white-bg {
  background-color: #C5C1B4;
}
.ansi-white-intense-fg {
  color: #A1A6B2;
}
.ansi-white-intense-bg {
  background-color: #A1A6B2;
}
.ansi-default-inverse-fg {
  color: #FFFFFF;
}
.ansi-default-inverse-bg {
  background-color: #000000;
}
.ansi-bold {
  font-weight: bold;
}
.ansi-underline {
  text-decoration: underline;
}
/* The following styles are deprecated an will be removed in a future version */
.ansibold {
  font-weight: bold;
}
.ansi-inverse {
  outline: 0.5px dotted;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
  color: black;
}
.ansired {
  color: darkred;
}
.ansigreen {
  color: darkgreen;
}
.ansiyellow {
  color: #c4a000;
}
.ansiblue {
  color: darkblue;
}
.ansipurple {
  color: darkviolet;
}
.ansicyan {
  color: steelblue;
}
.ansigray {
  color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
  background-color: black;
}
.ansibgred {
  background-color: red;
}
.ansibggreen {
  background-color: green;
}
.ansibgyellow {
  background-color: yellow;
}
.ansibgblue {
  background-color: blue;
}
.ansibgpurple {
  background-color: magenta;
}
.ansibgcyan {
  background-color: cyan;
}
.ansibggray {
  background-color: gray;
}
div.cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  border-radius: 2px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  border-width: 1px;
  border-style: solid;
  border-color: transparent;
  width: 100%;
  padding: 5px;
  /* This acts as a spacer between cells, that is outside the border */
  margin: 0px;
  outline: none;
  position: relative;
  overflow: visible;
}
div.cell:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: transparent;
}
div.cell.jupyter-soft-selected {
  border-left-color: #E3F2FD;
  border-left-width: 1px;
  padding-left: 5px;
  border-right-color: #E3F2FD;
  border-right-width: 1px;
  background: #E3F2FD;
}
@media print {
  div.cell.jupyter-soft-selected {
    border-color: transparent;
  }
}
div.cell.selected,
div.cell.selected.jupyter-soft-selected {
  border-color: #ababab;
}
div.cell.selected:before,
div.cell.selected.jupyter-soft-selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #42A5F5;
}
@media print {
  div.cell.selected,
  div.cell.selected.jupyter-soft-selected {
    border-color: transparent;
  }
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
}
.edit_mode div.cell.selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #66BB6A;
}
@media print {
  .edit_mode div.cell.selected {
    border-color: transparent;
  }
}
.prompt {
  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
  min-width: 14ex;
  /* This padding is tuned to match the padding on the CodeMirror editor. */
  padding: 0.4em;
  margin: 0px;
  font-family: monospace;
  text-align: right;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
  /* Don't highlight prompt number selection */
  -webkit-touch-callout: none;
  -webkit-user-select: none;
  -khtml-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
  /* Use default cursor */
  cursor: default;
}
@media (max-width: 540px) {
  .prompt {
    text-align: left;
  }
}
div.inner_cell {
  min-width: 0;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
  border: 1px solid #cfcfcf;
  border-radius: 2px;
  background: #f7f7f7;
  line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
   is no content in the output_subarea and the prompt. The main purpose of this is
   to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
  padding-top: 0;
  padding-bottom: 0;
}
div.unrecognized_cell {
  padding: 5px 5px 5px 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.unrecognized_cell .inner_cell {
  border-radius: 2px;
  padding: 5px;
  font-weight: bold;
  color: red;
  border: 1px solid #cfcfcf;
  background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
  color: inherit;
  text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
  color: inherit;
  text-decoration: none;
}
@media (max-width: 540px) {
  div.unrecognized_cell > div.prompt {
    display: none;
  }
}
div.code_cell {
  /* avoid page breaking on code cells when printing */
}
@media print {
  div.code_cell {
    page-break-inside: avoid;
  }
}
/* any special styling for code cells that are currently running goes here */
div.input {
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.input {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
  color: #303F9F;
  border-top: 1px solid transparent;
}
div.input_area > div.highlight {
  margin: 0.4em;
  border: none;
  padding: 0px;
  background-color: transparent;
}
div.input_area > div.highlight > pre {
  margin: 0px;
  border: none;
  padding: 0px;
  background-color: transparent;
}
/* The following gets added to the <head> if it is detected that the user has a
 * monospace font with inconsistent normal/bold/italic height.  See
 * notebookmain.js.  Such fonts will have keywords vertically offset with
 * respect to the rest of the text.  The user should select a better font.
 * See: https://github.com/ipython/ipython/issues/1503
 *
 * .CodeMirror span {
 *      vertical-align: bottom;
 * }
 */
.CodeMirror {
  line-height: 1.21429em;
  /* Changed from 1em to our global default */
  font-size: 14px;
  height: auto;
  /* Changed to auto to autogrow */
  background: none;
  /* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
  overflow-y: hidden;
  overflow-x: auto;
}
.CodeMirror-lines {
  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
  /* we have set a different line-height and want this to scale with that. */
  /* Note that this should set vertical padding only, since CodeMirror assumes
       that horizontal padding will be set on CodeMirror pre */
  padding: 0.4em 0;
}
.CodeMirror-linenumber {
  padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.CodeMirror pre {
  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
    use .CodeMirror-lines for vertical */
  padding: 0 0.4em;
  border: 0;
  border-radius: 0;
}
.CodeMirror-cursor {
  border-left: 1.4px solid black;
}
@media screen and (min-width: 2138px) and (max-width: 4319px) {
  .CodeMirror-cursor {
    border-left: 2px solid black;
  }
}
@media screen and (min-width: 4320px) {
  .CodeMirror-cursor {
    border-left: 4px solid black;
  }
}
/*

Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
Adapted from GitHub theme

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
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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="Factors-That-Influence-Child-Mortality-Rate">Factors That Influence Child Mortality Rate<a class="anchor-link" href="#Factors-That-Influence-Child-Mortality-Rate">&#182;</a></h1><h2 id="by-Ezra-Samuel">by Ezra Samuel<a class="anchor-link" href="#by-Ezra-Samuel">&#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 rate of child mortality is a lot higher in some regions than others. For this investigation my intention was to assess factors that influences child mortality rate. The main focus was on: life expectancy, adolescent fertility, sanitation, immunization, income class, and region.</p>
<h2 id="Dataset-Overview">Dataset Overview<a class="anchor-link" href="#Dataset-Overview">&#182;</a></h2><p>Five pieces of data were gathered online and merged to form a final data. After some wranging, the final data consisted of 2987 rows. The data was originally gathered from 167 countries between 2000 and 2017. The attributes included the parameters named above as well as others like country name, year, and employment rate. During the exploration phase, one data point was removed due to an apparent error.</p>

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<h2 id="Child-Mortality-Rate-Distribution">Child Mortality Rate Distribution<a class="anchor-link" href="#Child-Mortality-Rate-Distribution">&#182;</a></h2><p>Child mortality rate ranges from about 1 to a bit less than 300 for every 1000 live births. This is a very wide range between the lower and upper limits. Plotting this values on a logarithmic scale produces a multimodal shape of child mortality rate.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># histogram plot on a log scale</span>
<span class="n">log_data</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">final_data</span><span class="p">[</span><span class="s1">&#39;child_mortality&#39;</span><span class="p">])</span>
<span class="n">log_binsize</span> <span class="o">=</span> <span class="mf">0.02</span>
<span class="n">bins</span> <span class="o">=</span> <span class="mi">10</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="mf">0.2</span><span class="p">,</span> <span class="n">log_data</span><span class="o">.</span><span class="n">max</span><span class="p">()</span><span class="o">+</span><span class="n">log_binsize</span><span class="p">,</span> <span class="n">log_binsize</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="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">final_data</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;child_mortality&#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">xscale</span><span class="p">(</span><span class="s1">&#39;log&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">30</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">300</span><span class="p">],</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">30</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">300</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;Child mortality (per 1,000 live births)&#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;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;Child Mortality Rate Distribution&#39;</span><span class="p">);</span>
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<h2 id="Adolescent-Fertility-Rate-Distribution">Adolescent Fertility Rate Distribution<a class="anchor-link" href="#Adolescent-Fertility-Rate-Distribution">&#182;</a></h2><p>One of the numeric variables assessed was adolescent fertility rate. Interestingly, the range of values is similar to child mortality rate. Unlike child mortality though, its distribution is unimodal.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># distribution of adolescent fertility.</span>

<span class="n">log_binsize</span> <span class="o">=</span> <span class="mf">0.02</span>
<span class="n">log_data</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">final_data</span><span class="p">[</span><span class="s1">&#39;adolescent_fertility&#39;</span><span class="p">])</span>
<span class="n">bins</span> <span class="o">=</span> <span class="mi">10</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="mf">0.1</span><span class="p">,</span> <span class="n">log_data</span><span class="o">.</span><span class="n">max</span><span class="p">()</span><span class="o">+</span><span class="n">log_binsize</span><span class="p">,</span> <span class="n">log_binsize</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="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">final_data</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;adolescent_fertility&#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">xscale</span><span class="p">(</span><span class="s1">&#39;log&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">30</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">300</span><span class="p">],</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">30</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">300</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;Adolescent fertility (per 1,000 women)&#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;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;Adolescent Fertility Distribution&#39;</span><span class="p">);</span>
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<h2 id="Income-Category-Plot">Income Category Plot<a class="anchor-link" href="#Income-Category-Plot">&#182;</a></h2><p>The highest data comes from Upper middle income countries and the least from Low income economies.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># bar plot of income_group</span>

<span class="n">default_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">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">10</span><span class="p">,</span> <span class="mi">5</span><span class="p">])</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">final_data</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;income_group&#39;</span><span class="p">,</span> 
             <span class="n">color</span> <span class="o">=</span> <span class="n">default_color</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;Classification based on Income Category of a Country&#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;Income Category&#39;</span><span class="p">);</span>
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3lk3yVoCZ194K5LfZ62kEmSJPXMQCZJktQzA5kkSVLPDGSSJEk9M5BJkiT1zEAmSZLUMwOZJElSzwxkkiRJPTOQSZIk9cxAJkmS1DMDmSRJUs8MZJIkST0zkEmSJPXMQCZJktQzA5kkSVLPDGSSJEk9M5BJkiT1zEAmSZLUs6EGsiT/nOTiJBclOSrJqkkeneSMJJclOTrJym3cVdrzy9vwOcOsTZIkaaoYWiBLshGwDzC3lPJXwIrAzsDHgYNKKZsBtwB7tEn2AG4ppTwOOKiNJ0mStNwb9inLGcAjkswAVgOuB54PHNuGHwHs2Lp3aM9pw7dLkiHXJ0mS1LuhBbJSym+ATwLXUIPYbcDZwK2llHvaaAuAjVr3RsC1bdp72vjrDc43yZ5J5ieZv3DhwmGVL0mStMwM85TlOtRWr0cDGwKrA9uPMmoZmWScYQ/0KOWQUsrcUsrcWbNmLa1yJUmSejPMU5YvAK4spSwspfwZ+BawNTCzncIEmA1c17oXABsDtOFrAzcPsT5JkqQpYZiB7BpgyySrtWvBtgMuAU4EXtnG2Q34Tus+vj2nDT+hlPKgFjJJkqTlzTCvITuDenH+OcCFbVmHAO8G9ktyOfUasUPbJIcC67X++wHvGVZtkiRJU8mMiUdZcqWUfwP+baD3FcAWo4x7F7DTMOuRJEmaivylfkmSpJ4ZyCRJknpmIJMkSeqZgUySJKlnBjJJkqSeGcgkSZJ6ZiCTJEnqmYFMkiSpZwYySZKknhnIJEmSemYgkyRJ6pmBTJIkqWcGMkmSpJ4ZyCRJknpmIJMkSeqZgUySJKlnBjJJkqSeGcgkSZJ6ZiCTJEnqmYFMkiSpZwYySZKknhnIJEmSemYgkyRJ6pmBTJIkqWcGMkmSpJ4ZyCRJknpmIJMkSeqZgUySJKlnBjJJkqSeGcgkSZJ6ZiCTJEnq2Yy+C5Cmume+88i+S9ASOvvAXfsuQZImxRYySZKknhnIJEmSemYgkyRJ6pmBTJIkqWcGMkmSpJ4ZyCRJknpmIJMkSeqZgUySJKlnBjJJkqSeGcgkSZJ6ZiCTJEnqmYFMkiSpZwYySZKkng01kCWZmeTYJL9McmmSrZKsm+QnSS5rf9dp4ybJZ5NcnuSCJM8YZm2SJElTxbBbyD4D/LCU8pfAU4FLgfcA80opmwHz2nOA7YHN2mNP4OAh1yZJkjQlDC2QJVkLeC5wKEAp5U+llFuBHYAj2mhHADu27h2AI0t1OjAzyQbDqk+SJGmqGGYL2WOAhcBhSc5N8uUkqwOPKqVcD9D+PrKNvxFwbWf6Ba2fJEnScm2YgWwG8Azg4FLK04E7eeD05GgySr/yoJGSPZPMTzJ/4cKFS6dSSZKkHg0zkC0AFpRSzmjPj6UGtN+NnIpsf2/ojL9xZ/rZwHWDMy2lHFJKmVtKmTtr1qyhFS9JkrSsDC2QlVJ+C1yb5Amt13bAJcDxwG6t327Ad1r38cCu7duWWwK3jZzalCRJWp7NGPL89wa+mmRl4ArgddQQeEySPYBrgJ3auD8A/h64HPhDG1eSJGm5N9RAVko5D5g7yqDtRhm3AG8dZj2SJElTkb/UL0mS1DMDmSRJUs8MZJIkST0zkEmSJPXMQCZJktQzA5kkSVLPDGSSJEk9M5BJkiT1zEAmSZLUMwOZJElSzwxkkiRJPZtUIEsybzL9JEmStPjGvbl4klWB1YD1k6wDpA1aC9hwyLVJkiRNC+MGMuBNwL7U8HU2DwSy3wP/OcS6JEmSpo1xA1kp5TPAZ5LsXUr53DKqSZIkaVqZqIUMgFLK55JsDczpTlNKOXJIdUmSJE0bkwpkSb4CPBY4D7i39S6AgUySJOkhmlQgA+YCm5dSyjCLkSRJmo4m+ztkFwF/McxCJEmSpqvJtpCtD1yS5Ezg7pGepZSXDaUqSZKkaWSygWz/YRYhSZI0nU32W5Y/G3YhkiRJ09Vkv2V5O/VblQArAysBd5ZS1hpWYZIkSdPFZFvI1uw+T7IjsMVQKpIkSZpmJnsN2SJKKd9O8p6lXcyy8sx3+vNpD2dnH7hr3yVIkrRUTfaU5T90nq5A/V0yf5NMkiRpKZhsC9lLO933AFcBOyz1aiRJkqahyV5D9rphFyJJkjRdTeqX+pPMTnJckhuS/C7JN5PMHnZxkiRJ08Fkb510GHA8sCGwEfDd1k+SJEkP0WQD2axSymGllHva43Bg1hDrkiRJmjYmG8huTPLaJCu2x2uBm4ZZmCRJ0nQx2UD2euBVwG+B64FXAl7oL0mStBRM9mcvPgTsVkq5BSDJusAnqUFNkiRJD8FkW8ieMhLGAEopNwNPH05JkiRJ08tkA9kKSdYZedJayJbotkuSJEla1GRD1X8ApyY5lnrLpFcBHx5aVZIkSdPIZH+p/8gk84HnAwH+oZRyyVArkyRJmiYmfdqxBTBDmCRJ0lI22WvIJEmSNCQGMkmSpJ4ZyCRJknpmIJMkSeqZgUySJKlnBjJJkqSeGcgkSZJ6NvRAlmTFJOcm+V57/ugkZyS5LMnRSVZu/Vdpzy9vw+cMuzZJkqSpYFm0kL0duLTz/OPAQaWUzYBbgD1a/z2AW0opjwMOauNJkiQt94YayJLMBl4MfLk9D/X2S8e2UY4AdmzdO7TntOHbtfElSZKWa8NuIfs08C7gvvZ8PeDWUso97fkCYKPWvRFwLUAbflsbX5Ikabk2tECW5CXADaWUs7u9Rxm1TGJYd757JpmfZP7ChQuXQqWSJEn9GmYL2bOBlyW5Cvg69VTlp4GZSUZuaj4buK51LwA2BmjD1wZuHpxpKeWQUsrcUsrcWbNmDbF8SZKkZWNogayU8t5SyuxSyhxgZ+CEUsprgBOBV7bRdgO+07qPb89pw08opTyohUySJGl508fvkL0b2C/J5dRrxA5t/Q8F1mv99wPe00NtkiRJy9yMiUd56EopJwEnte4rgC1GGecuYKdlUY8kSdJU4i/1S5Ik9cxAJkmS1DMDmSRJUs8MZJIkST0zkEmSJPXMQCZJktQzA5kkSVLPDGSSJEk9M5BJkiT1zEAmSZLUMwOZJElSzwxkkiRJPTOQSZIk9cxAJkmS1DMDmSRJUs8MZJIkST0zkEmSJPXMQCZJktQzA5kkSVLPDGSSJEk9M5BJkiT1zEAmSZLUMwOZJElSzwxkkiRJPTOQSZIk9cxAJkmS1DMDmSRJUs8MZJIkST0zkEmSJPXMQCZJktQzA5kkSVLPDGSSJEk9M5BJkiT1zEAmSZLUMwOZJElSzwxkkiRJPTOQSZIk9cxAJkmS1DMDmSRJUs8MZJIkST0zkEmSJPXMQCZJktQzA5kkSVLPDGSSJEk9M5BJkiT1bGiBLMnGSU5McmmSi5O8vfVfN8lPklzW/q7T+ifJZ5NcnuSCJM8YVm2SJElTyTBbyO4B3lFKeSKwJfDWJJsD7wHmlVI2A+a15wDbA5u1x57AwUOsTZIkacoYWiArpVxfSjmndd8OXApsBOwAHNFGOwLYsXXvABxZqtOBmUk2GFZ9kiRJU8UyuYYsyRzg6cAZwKNKKddDDW3AI9toGwHXdiZb0PpJkiQt14YeyJKsAXwT2LeU8vvxRh2lXxllfnsmmZ9k/sKFC5dWmZIkSb0ZaiBLshI1jH21lPKt1vt3I6ci298bWv8FwMadyWcD1w3Os5RySCllbill7qxZs4ZXvCRJ0jIyzG9ZBjgUuLSU8qnOoOOB3Vr3bsB3Ov13bd+23BK4beTUpiRJ0vJsxhDn/WxgF+DCJOe1fu8DPgYck2QP4BpgpzbsB8DfA5cDfwBeN8TaJEmSpoyhBbJSys8Z/bowgO1GGb8Abx1WPZIkSVOVv9QvSZLUMwOZJElSzwxkkiRJPTOQSZIk9cxAJkmS1DMDmSRJUs8MZJIkST0zkEmSJPXMQCZJktQzA5kkSVLPDGSSJEk9M5BJkiT1zEAmSZLUMwOZJElSzwxkkiRJPTOQSZIk9cxAJkmS1DMDmSRJUs8MZJIkST0zkEmSJPXMQCZJktQzA5kkSVLPDGSSJEk9M5BJkiT1zEAmSZLUMwOZJElSzwxkkiRJPTOQSZIk9cxAJkmS1DMDmSRJUs8MZJIkST0zkEmSJPXMQCZJktQzA5kkSVLPDGSSJEk9M5BJkiT1zEAmSZLUMwOZJElSzwxkkiRJPTOQSZIk9cxAJkmS1DMDmSRJUs8MZJIkST0zkEmSJPXMQCZJktQzA5kkSVLPplQgS/KiJL9KcnmS9/RdjyRJ0rIwZQJZkhWB/wS2BzYHXp1k836rkiRJGr4pE8iALYDLSylXlFL+BHwd2KHnmiRJkoZuKgWyjYBrO88XtH6SJEnLtZRS+q4BgCQ7AX9XSnlDe74LsEUpZe+B8fYE9mxPnwD8apkW+vCwPnBj30XoYcFjRYvD40WT5bEyuk1LKbNGGzBjWVcyjgXAxp3ns4HrBkcqpRwCHLKsino4SjK/lDK37zo09XmsaHF4vGiyPFYW31Q6ZXkWsFmSRydZGdgZOL7nmiRJkoZuyrSQlVLuSfI24EfAisB/l1Iu7rksSZKkoZsygQyglPID4Ad917Ec8JSuJstjRYvD40WT5bGymKbMRf2SJEnT1VS6hkySJGlaMpANWZI7hjTfuUk+O4x5a2zD2p9LW5KXjXX7sbHWIcnhSV7Zuk9KMulvSCX5YJIXLFm1y58kc5JcNNBv/yT/0ldNY0myYZJjxxg26nGQZPckn2/di7Ve4x2bWvoGX+8D+26vJLtOMP39408w3pe9u85DM6WuIdPklVLmA/P7rkPDlWRGKeWexZ2ulHI8y/BbyqWUDyyrZWl0SUK9DOW+xZmulHId8MrhVDXq8pbpsamxlVK+uBTn9YalNa/pyhayHiTZNMm8JBe0v5skWTHJFalmJrkvyXPb+KckedzAPLZN8r3WvX+S/27/zV6RZJ/OeLu25Zyf5CtjLb/1PzzJwUlObPN5XpvvpUkO78zzhUlOS3JOkm8kWWMZbLYpa0n3Z5LV2/Y9K8m5SXZow3dv2/W7wI8HljUnyS/bf6MXJflqkhck+UWSy5Js0ZnHyH/Bj27766wkH+rMK0k+n+SSJN8HHjnG+k24v7No69pVSQ5o41+Y5C9b/zWSHNb6XZDkFa3/q1u/i5J8vDPPO5J8PMnZSX6aZIvOMf6yNs6KSQ5s63ZBkjct+Z5cdtp6fDrJqW29R/bb/km+kuSEtj/f2JnmnZ31PKD1m9Nen18AzmHR33Ic2RcfaftvfpJnJPlRkl8n2aszj4ta9yOSfL0t42jgEZ15vS7J/yX5GfDsMdbrsUl+2PbZKSP7fmCc7rF5eJLPtu1wxcgx1Ia9qx0X5yf5WOv3tCSnt/qOS7JOZ3selOTktj3+Osm32jb89848X5vkzCTnJflS6j2Up610WjfbNrugHSsHZtEW3g3bfr0sySfGmNf9ranttfvhtu9OT/Ko1v9Rbb+d3x5bt/77tdfBRUn2bf0m+1436vvow1IpxccQH8Ado/T7LrBb63498O3W/UPgScBLqL/L9q/AKsCVo8xjW+B7rXt/4NQ27vrATcBKbV6/AtZv4607wfIPp95DNNT7iP4eeDI1uJ8NPK3N/2Rg9TbNu4EP9L2dH477E/gI8NrWPRP4P2B1YHfqDyWvO8qy5gD3DOyX/+7ss5Fl7w58vnUfD+zaut86sg7APwA/of7MzIbArcAr27CTgLmT3d/t2BmZ9ipg79b9FuDLrfvjwKc706zTlnsNMIvaYn8CsGMbXoDtW/dx1HC6EvBU4LzWf0/g/a17FWqr8aOnwHEyB7hooN/+wL90tu9/te7njozbxjmfGoTWp95ObkPghdRvraXt9++16eYA9wFbjlHHVcCbW/dBwAXAmm173zBYK7Af9SeHAJ7SjrW5wAad/bQy8IvO8dVdr3nAZq37WcAJo9S0e2faw4FvtHXanHo/Y4Dtqe9pq7XnI+9dFwDPa90fHDme2vb8eOt+O/VHxTdox8QCYD3gidTX6kptvC/QXhfL8wO4Fziv87hmjH13EbB16/5Y55jYHbgCWBtYFbga2HiU5ZwEzG3dBXhp6/4ED7xGjwb2bd0rtnk+E7iQ+t63BnAx8HQm/1436vto39t9SR6esuzHVtQPQ4CvUA9YgFOob7KPBj4KvBH4GQ62qu4AAAk5SURBVPXDfCLfL6XcDdyd5AbgUcDzgWNLKTcClFJunmD5AN8tpZQkFwK/K6VcCJDkYuoLZDb1jfMXSaC+OZ826TVfPi3p/nwh8LI8cP3NqsAmrfsnnf016MqB/TKvs8/mjDL+s4FXdOobaYV6LnBUKeVe4LokJ4wy7ZYs2f7+Vvt7Ng9smxdQf/AZgFLKLamthieVUha29flqq+vbwJ+ooRbqG/bdpZQ/D6znC4GndFpW1gY2A66cRI3DNNbX17v9jwIopZycZK0kM1v/75RS/gj8McmJwBbANtR1PbeNswZ1Pa8Bri6lnD5OLSOnBy8E1iil3A7cnuSuzjJHPBf4bKvrgiQXtP7PYtH9dDTw+O6EqS2nWwPfaMcK1EA0kW+Xepr1kpGWFOqxclgp5Q+tlpuTrA3MLKX8rI1zBDXMjbaeF5dSrm91XUFtOdyG+uF/VqvvEcANk6jv4e6PpZSnjTxJsjs1ZNPpNxNYs5Ryauv1Neo/kiPmlVJua+NeAmzKoveeHvQn6j8NUN8D/rZ1Px/YFaC979yWZBvguFLKnW3+3wKeQ92fk3mvG+t99NJx6puSDGRTw8ib9CnAXtT/iD8AvJPaEnbyJOZxd6f7Xuq+DWN/MIy2/O587huY531tnvdSw8KrJzHf6Wqy+zPAK0opi9yPNcmzgDvHmf/gfunus7Fe05MJCKMJS7a/R2oaORZH5jW4vDC2P5f2by+d9Syl3JekO8+9Syk/Wsz6hu0magtg17osGhQHt0UZp3+Aj5ZSvtQdkGQO4x8rMPFretCSHisrALd2P/wnqVtTOn8X9zeZJlrPAEeUUt67mPOdDsZ7HcLony/j6b52Jxp/vGVP5r1u1PfRhyOvIevHqTzQUvAa4Oet+wzqf5j3lVLuojYvv4n6wb4k5gGvSrIeQJJ1J1j+ZJwOPDvtmrYkqyV5/ATTLO+WdH/+CNg77d/1JE8fUn2/GKhvxMnAzqnXYW0A/M0o0y7N/f1j4G0jT9r1P2cAz0uyfrue59XUVsTJ+hHw5iQrtXk+PsnqS1jfUlNKuQO4Psl2cP9r70Us+lr7xzZsG+C2kRYIYIckq7bX7bbUFtUfAa9vrVAk2SjJqNf8PUQn046RJH9FPW0JdT9tm2S9tq13GpywlPJ74MokO7Xpk+SpS1jHj6nru1qb17pt+9yS5DltnF1YvGNlHvDKke2WZN0kmy5hfcuVUsot1FbTLVuvnccb/yGYB7wZ7r/+cy3qMbdje29ZHXg5i/eZt6zeR4fOQDZ8qyVZ0HnsB+wDvK6dDtiFes0D7ZTjtdQPQagH5ZrUJvjFVuqtpz4M/CzJ+cCn2qBRlz/JeS6kXlNwVJv+dOBBF+4ux5bm/vwQ9ZqoC1IvoP0Qw/F24K1JzqKe0htxHHBZq+dgRvlwW8r7+9+BddoFuucDf9NOK70XOJF67dQ5pZTvLMY8vwxcApzTtuGXmDot/7sC709yHvXauANKKb/uDL8lyanAF4E9Ov3PBL5P3dYfKqVcV0r5MfU00mntdM2x1GNpaTsYWKPt63e1Wmj7aX/q6eqfUr9AMJrXAHu0/Xsx9VqfxVZK+SH1lNX8tv1GTkftBhzY6nsa9Tqyyc7zEuD9wI/b9D+hXmemag/gkCSnUVudbptg/CXxduBv2jF8NvCkUso51GsJz6QG/y+XUs4dexYPsqzeR4fOX+qXpGUsyUnUi6nnD/Tfn/qli0/2UZemryRrtJZdUn8nboNSyqT/WddDN1X+k5QkSf15cZL3UnPB1dSWcS1DtpBJkiT1zGvIJEmSemYgkyRJ6pmBTJIkqWcGMknLVJI7+q5hPEm2T73v46Wp99Ib9xuPqfeV3XpZ1Sdp+WQgk6Sm/Rjq56n3xnsi8FfU+/iNZ1vqDwAPs64k8f1aWo75ApfUi9aydFKSY1tL1Fc7v7b910lOTXJ+kjOTrNl+vf6wJBcmOTfJ37Rxd0/y7STfTXJlkrcl2a+Nc/rIHSqSPDbJD5OcneSUJKP9wO27gA+XUn4JUEq5p5TyhTb9S5Oc0eb70ySPSr110V7APyc5L8lzksxK8s0kZ7XHs9v0s5L8JMk5Sb6U5Ook67dh+7UfzL0oyb6t35zWSvcF6g+x/r8kB3W23xuTfApJy4e+727uw4eP6fWg/vAp1Jal26g3rF+B+ivw21BvYH4F8NdtvLWov430DuoNp6HeLeAa6o2Edwcup/5y/aw2z73aeAcB+7buecBmrftZwAmj1HYO8NQx6l6HB34q6A3Af7Tu/ak/8joy3teAbVr3JsClrfvzwHtb94uo92pcn3rD6wuB1ak3Db8YeDr15sn3AVu2aVYHfg2s1J6fCjy57/3pw4ePpfPwh2El9enMUsoCgHaLnDnUQHV9KeUsuP8eiSP3fPxc6/fLJFcDI/fVPLGUcjv1fny3Ad9t/S8EnpJ6D8itgW+0RjiAVRaz1tnA0an3/VyZRW8U3vUCYPPOctZKsiY1bL681f/DJLe04dsAx5VS7mzr+S3gOdRbB11dSjm9TXNnkhOAlyS5lBrMlui2apKmHgOZpD7d3em+l/qeFGrr0aCM0m+0+dzXeX5fm+cKwK2llKdNUM/F1Bar80cZ9jngU6WU45NsS20ZG80KwFallD8uUnwnoQ0Yb73uHHj+ZeB9wC+Bw8aZTtLDjNeQSZpqfglsmOSvAdr1YzOAk6k3rybJ46mnA381mRm2VrYrk+zUpk+Sp44y6oHA+9r8SbJC6g3kod6Y/Tete7fONLez6I2+fwy8beRJkpEQ+HPgVa3fC6mnQGnrtWOS1ZKsTm1FO2WM9TgD2Bj4J+CoidZb0sOHgUzSlFJK+RPwj8DnkpwP/IR6rdgXgBWTXAgcDexeSrl77Dk9yGuAPdo8LwZ2GGXZFwD7Ake104IXARu0wftTT3meAtzYmey7wMtHLuoH9gHmJrkgySXUi/4BDgBemOQcYHvgeuD2Uso5wOHAmcAZwJdLKeeOsx7HAL8opdwyzjiSHma8l6UkLQNJVgHuLaXck2Qr4OBJnEIdbT7fAw4qpcxb6kVK6o3XkEnSsrEJcEz7PbE/AW9cnImTzKS2op1vGJOWP7aQSZIk9cxryCRJknpmIJMkSeqZgUySJKlnBjJJkqSeGcgkSZJ6ZiCTJEnq2f8HKaP+WfnoLAwAAAAASUVORK5CYII=
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<h2 id="A-Comparison-of-Child-Mortality-with-Some-Numerical-Variables">A Comparison of Child Mortality with Some Numerical Variables<a class="anchor-link" href="#A-Comparison-of-Child-Mortality-with-Some-Numerical-Variables">&#182;</a></h2><p>The plot of child mortality rate with adolescent fertility shows a possitive relationship. As adolescent fertility rate increases, child mortality rate increases. The reverse is the case for life efficiency.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Plot of child mortality and some numeric variables </span>
<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">nrows</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</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="n">data</span> <span class="o">=</span> <span class="n">final_data</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;adolescent_fertility&#39;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s1">&#39;child_mortality&#39;</span><span class="p">,</span> <span class="n">x_jitter</span> <span class="o">=</span> <span class="mf">0.2</span><span class="p">,</span>
          <span class="n">y_jitter</span> <span class="o">=</span> <span class="mf">0.2</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="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]);</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Relationship Between Child Mortality Rate and Adolescent Fertility&#39;</span><span class="p">);</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Adolescent Fertility (per 1000 women)&#39;</span><span class="p">);</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Child mortality rate (per 1000 live births)&#39;</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="n">data</span> <span class="o">=</span> <span class="n">final_data</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;life_expectancy&#39;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s1">&#39;child_mortality&#39;</span><span class="p">,</span> <span class="n">x_jitter</span> <span class="o">=</span> <span class="mf">0.2</span><span class="p">,</span>
          <span class="n">y_jitter</span> <span class="o">=</span> <span class="mf">0.2</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="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]);</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Relationship Between Child Mortality Rate and Life Expectancy&#39;</span><span class="p">);</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Life Expectancy (year)&#39;</span><span class="p">);</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Child mortality rate (per 1000 live births)&#39;</span><span class="p">);</span>
</pre></div>

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<h2 id="A-Comparison-of-Child-Mortality-with-Categorical-Variables">A Comparison of Child Mortality with Categorical Variables<a class="anchor-link" href="#A-Comparison-of-Child-Mortality-with-Categorical-Variables">&#182;</a></h2><p>A box plot of child mortality rate and the categorical variables reveals an interesting trend. It shows that high mortality rate is associated with low income group and the South Asia and Sub-Saharan African regions. Adolescent fertility rate has a similar trend. Life expectancy, sanitation, and immunization are in the reverse order.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># box plot of child mortality with region</span>

<span class="n">list1</span> <span class="o">=</span> <span class="n">final_data</span><span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>  

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">list1</span><span class="p">)):</span>
    <span class="n">var</span> <span class="o">=</span> <span class="n">sample</span><span class="p">(</span><span class="n">list1</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span>
    <span class="n">data_sample</span> <span class="o">=</span> <span class="n">final_data</span><span class="p">[</span><span class="n">final_data</span><span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isin</span><span class="p">([</span><span class="s1">&#39;</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">var</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="s1">&#39;</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">var</span><span class="p">[</span><span class="mi">1</span><span class="p">]),</span> <span class="s1">&#39;</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">var</span><span class="p">[</span><span class="mi">2</span><span class="p">])])]</span>
    <span class="k">break</span>
<span class="n">data_sample</span> <span class="o">=</span> <span class="n">data_sample</span>

<span class="k">def</span> <span class="nf">boxgrid</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
    <span class="n">default_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">sb</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">default_color</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">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">10</span><span class="p">,</span> <span class="mi">8</span><span class="p">]);</span>
<span class="n">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">data_sample</span><span class="p">,</span> <span class="n">y_vars</span> <span class="o">=</span> <span class="s1">&#39;child_mortality&#39;</span><span class="p">,</span>
                <span class="n">x_vars</span> <span class="o">=</span> <span class="s1">&#39;region&#39;</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">3</span><span class="p">,</span> <span class="n">aspect</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">map</span><span class="p">(</span><span class="n">boxgrid</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;Child mortality rate (per 1000 live births)&#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;Relationship Between Child Mortality Rate and Region&#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;Region&#39;</span><span class="p">);</span>
</pre></div>

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<pre>&lt;Figure size 720x576 with 0 Axes&gt;</pre>
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<div class="prompt input_prompt">In&nbsp;[10]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># box plot of child mortality with income group</span>

<span class="k">def</span> <span class="nf">boxgrid</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
    <span class="n">default_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">sb</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">default_color</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">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">10</span><span class="p">,</span> <span class="mi">8</span><span class="p">]);</span>
<span class="n">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">data_sample</span><span class="p">,</span> <span class="n">y_vars</span> <span class="o">=</span> <span class="s1">&#39;child_mortality&#39;</span><span class="p">,</span>
                <span class="n">x_vars</span> <span class="o">=</span> <span class="s1">&#39;income_group&#39;</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">3</span><span class="p">,</span> <span class="n">aspect</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">map</span><span class="p">(</span><span class="n">boxgrid</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;Child mortality rate (per 1000 live births)&#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;Relationship Between Child Mortality Rate and Income Class&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Income Category&#39;</span><span class="p">);</span>
</pre></div>

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<pre>&lt;Figure size 720x576 with 0 Axes&gt;</pre>
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<h2 id="Comparing-Child-Mortality-Rate,-Adolescent-Fertilty-Rate,-and-Life-Expectancy.">Comparing Child Mortality Rate, Adolescent Fertilty Rate, and Life Expectancy.<a class="anchor-link" href="#Comparing-Child-Mortality-Rate,-Adolescent-Fertilty-Rate,-and-Life-Expectancy.">&#182;</a></h2><p>The scatterplot shows low life expectancy at the top right of the plot (associated with high child mortality and adolecent fertility rates). High life expectancy is concentrated below 100 of adolescent fertility and below 30 of child mortality rates.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># scatter plot of numerical variables</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">6</span><span class="p">])</span>

<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">data_sample</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;adolescent_fertility&#39;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s1">&#39;child_mortality&#39;</span><span class="p">,</span>
           <span class="n">c</span> <span class="o">=</span> <span class="s1">&#39;life_expectancy&#39;</span><span class="p">,</span> <span class="n">cmap</span> <span class="o">=</span> <span class="s1">&#39;viridis_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;Life expectancy (years)&#39;</span><span class="p">);</span>

<span class="n">ticks</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">30</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">300</span><span class="p">];</span>
<span class="n">labels</span> <span class="o">=</span> <span class="n">ticks</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xscale</span><span class="p">(</span><span class="s1">&#39;log&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">yscale</span><span class="p">(</span><span class="s1">&#39;log&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">ticks</span><span class="p">,</span> <span class="n">ticks</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">ticks</span><span class="p">,</span> <span class="n">ticks</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">2</span><span class="p">,</span> <span class="mi">300</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">2</span><span class="p">,</span> <span class="mi">300</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;Adolescent fertility (per 1000 women)&#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;Child mortality (per 1000 live births)&#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;Relationship Between Child Mortality, Adolescent Fertility and Life Expectancy&#39;</span><span class="p">);</span>
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<h2 id="Conclusion">Conclusion<a class="anchor-link" href="#Conclusion">&#182;</a></h2><p>What can we conclude from the analysis and plots? Certainly, life expectancy and adolescent fertility rate have strong relationships with child mortality rate. For life expectancy, it is a negative relationship while adolescent fertility rate has a negative relationship.</p>
<p>High child mortality rate is also associated with low income economies, and low rate with high income economies. Certain regions like North America and Europe &amp; Central Asia has lower child mortality rates than the Sub-Saharan Africa Region.</p>

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