Python_in_Google_Colab_Applied_Text_Mining.html

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

<title>Python_in_Google_Colab_Applied_Text_Mining</title>

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


<style type="text/css">
    /*!
*
* Twitter Bootstrap
*
*/
/*!
 * Bootstrap v3.3.7 (http://getbootstrap.com)
 * Copyright 2011-2016 Twitter, Inc.
 * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
 */
/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
  font-family: sans-serif;
  -ms-text-size-adjust: 100%;
  -webkit-text-size-adjust: 100%;
}
body {
  margin: 0;
}
article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
  display: block;
}
audio,
canvas,
progress,
video {
  display: inline-block;
  vertical-align: baseline;
}
audio:not([controls]) {
  display: none;
  height: 0;
}
[hidden],
template {
  display: none;
}
a {
  background-color: transparent;
}
a:active,
a:hover {
  outline: 0;
}
abbr[title] {
  border-bottom: 1px dotted;
}
b,
strong {
  font-weight: bold;
}
dfn {
  font-style: italic;
}
h1 {
  font-size: 2em;
  margin: 0.67em 0;
}
mark {
  background: #ff0;
  color: #000;
}
small {
  font-size: 80%;
}
sub,
sup {
  font-size: 75%;
  line-height: 0;
  position: relative;
  vertical-align: baseline;
}
sup {
  top: -0.5em;
}
sub {
  bottom: -0.25em;
}
img {
  border: 0;
}
svg:not(:root) {
  overflow: hidden;
}
figure {
  margin: 1em 40px;
}
hr {
  box-sizing: content-box;
  height: 0;
}
pre {
  overflow: auto;
}
code,
kbd,
pre,
samp {
  font-family: monospace, monospace;
  font-size: 1em;
}
button,
input,
optgroup,
select,
textarea {
  color: inherit;
  font: inherit;
  margin: 0;
}
button {
  overflow: visible;
}
button,
select {
  text-transform: none;
}
button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
  -webkit-appearance: button;
  cursor: pointer;
}
button[disabled],
html input[disabled] {
  cursor: default;
}
button::-moz-focus-inner,
input::-moz-focus-inner {
  border: 0;
  padding: 0;
}
input {
  line-height: normal;
}
input[type="checkbox"],
input[type="radio"] {
  box-sizing: border-box;
  padding: 0;
}
input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: textfield;
  box-sizing: content-box;
}
input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
  -webkit-appearance: none;
}
fieldset {
  border: 1px solid #c0c0c0;
  margin: 0 2px;
  padding: 0.35em 0.625em 0.75em;
}
legend {
  border: 0;
  padding: 0;
}
textarea {
  overflow: auto;
}
optgroup {
  font-weight: bold;
}
table {
  border-collapse: collapse;
  border-spacing: 0;
}
td,
th {
  padding: 0;
}
/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
@media print {
  *,
  *:before,
  *:after {
    background: transparent !important;
    box-shadow: none !important;
    text-shadow: none !important;
  }
  a,
  a:visited {
    text-decoration: underline;
  }
  a[href]:after {
    content: " (" attr(href) ")";
  }
  abbr[title]:after {
    content: " (" attr(title) ")";
  }
  a[href^="#"]:after,
  a[href^="javascript:"]:after {
    content: "";
  }
  pre,
  blockquote {
    border: 1px solid #999;
    page-break-inside: avoid;
  }
  thead {
    display: table-header-group;
  }
  tr,
  img {
    page-break-inside: avoid;
  }
  img {
    max-width: 100% !important;
  }
  p,
  h2,
  h3 {
    orphans: 3;
    widows: 3;
  }
  h2,
  h3 {
    page-break-after: avoid;
  }
  .navbar {
    display: none;
  }
  .btn > .caret,
  .dropup > .btn > .caret {
    border-top-color: #000 !important;
  }
  .label {
    border: 1px solid #000;
  }
  .table {
    border-collapse: collapse !important;
  }
  .table td,
  .table th {
    background-color: #fff !important;
  }
  .table-bordered th,
  .table-bordered td {
    border: 1px solid #ddd !important;
  }
}
@font-face {
  font-family: 'Glyphicons Halflings';
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
}
.glyphicon {
  position: relative;
  top: 1px;
  display: inline-block;
  font-family: 'Glyphicons Halflings';
  font-style: normal;
  font-weight: normal;
  line-height: 1;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
.glyphicon-asterisk:before {
  content: "\002a";
}
.glyphicon-plus:before {
  content: "\002b";
}
.glyphicon-euro:before,
.glyphicon-eur:before {
  content: "\20ac";
}
.glyphicon-minus:before {
  content: "\2212";
}
.glyphicon-cloud:before {
  content: "\2601";
}
.glyphicon-envelope:before {
  content: "\2709";
}
.glyphicon-pencil:before {
  content: "\270f";
}
.glyphicon-glass:before {
  content: "\e001";
}
.glyphicon-music:before {
  content: "\e002";
}
.glyphicon-search:before {
  content: "\e003";
}
.glyphicon-heart:before {
  content: "\e005";
}
.glyphicon-star:before {
  content: "\e006";
}
.glyphicon-star-empty:before {
  content: "\e007";
}
.glyphicon-user:before {
  content: "\e008";
}
.glyphicon-film:before {
  content: "\e009";
}
.glyphicon-th-large:before {
  content: "\e010";
}
.glyphicon-th:before {
  content: "\e011";
}
.glyphicon-th-list:before {
  content: "\e012";
}
.glyphicon-ok:before {
  content: "\e013";
}
.glyphicon-remove:before {
  content: "\e014";
}
.glyphicon-zoom-in:before {
  content: "\e015";
}
.glyphicon-zoom-out:before {
  content: "\e016";
}
.glyphicon-off:before {
  content: "\e017";
}
.glyphicon-signal:before {
  content: "\e018";
}
.glyphicon-cog:before {
  content: "\e019";
}
.glyphicon-trash:before {
  content: "\e020";
}
.glyphicon-home:before {
  content: "\e021";
}
.glyphicon-file:before {
  content: "\e022";
}
.glyphicon-time:before {
  content: "\e023";
}
.glyphicon-road:before {
  content: "\e024";
}
.glyphicon-download-alt:before {
  content: "\e025";
}
.glyphicon-download:before {
  content: "\e026";
}
.glyphicon-upload:before {
  content: "\e027";
}
.glyphicon-inbox:before {
  content: "\e028";
}
.glyphicon-play-circle:before {
  content: "\e029";
}
.glyphicon-repeat:before {
  content: "\e030";
}
.glyphicon-refresh:before {
  content: "\e031";
}
.glyphicon-list-alt:before {
  content: "\e032";
}
.glyphicon-lock:before {
  content: "\e033";
}
.glyphicon-flag:before {
  content: "\e034";
}
.glyphicon-headphones:before {
  content: "\e035";
}
.glyphicon-volume-off:before {
  content: "\e036";
}
.glyphicon-volume-down:before {
  content: "\e037";
}
.glyphicon-volume-up:before {
  content: "\e038";
}
.glyphicon-qrcode:before {
  content: "\e039";
}
.glyphicon-barcode:before {
  content: "\e040";
}
.glyphicon-tag:before {
  content: "\e041";
}
.glyphicon-tags:before {
  content: "\e042";
}
.glyphicon-book:before {
  content: "\e043";
}
.glyphicon-bookmark:before {
  content: "\e044";
}
.glyphicon-print:before {
  content: "\e045";
}
.glyphicon-camera:before {
  content: "\e046";
}
.glyphicon-font:before {
  content: "\e047";
}
.glyphicon-bold:before {
  content: "\e048";
}
.glyphicon-italic:before {
  content: "\e049";
}
.glyphicon-text-height:before {
  content: "\e050";
}
.glyphicon-text-width:before {
  content: "\e051";
}
.glyphicon-align-left:before {
  content: "\e052";
}
.glyphicon-align-center:before {
  content: "\e053";
}
.glyphicon-align-right:before {
  content: "\e054";
}
.glyphicon-align-justify:before {
  content: "\e055";
}
.glyphicon-list:before {
  content: "\e056";
}
.glyphicon-indent-left:before {
  content: "\e057";
}
.glyphicon-indent-right:before {
  content: "\e058";
}
.glyphicon-facetime-video:before {
  content: "\e059";
}
.glyphicon-picture:before {
  content: "\e060";
}
.glyphicon-map-marker:before {
  content: "\e062";
}
.glyphicon-adjust:before {
  content: "\e063";
}
.glyphicon-tint:before {
  content: "\e064";
}
.glyphicon-edit:before {
  content: "\e065";
}
.glyphicon-share:before {
  content: "\e066";
}
.glyphicon-check:before {
  content: "\e067";
}
.glyphicon-move:before {
  content: "\e068";
}
.glyphicon-step-backward:before {
  content: "\e069";
}
.glyphicon-fast-backward:before {
  content: "\e070";
}
.glyphicon-backward:before {
  content: "\e071";
}
.glyphicon-play:before {
  content: "\e072";
}
.glyphicon-pause:before {
  content: "\e073";
}
.glyphicon-stop:before {
  content: "\e074";
}
.glyphicon-forward:before {
  content: "\e075";
}
.glyphicon-fast-forward:before {
  content: "\e076";
}
.glyphicon-step-forward:before {
  content: "\e077";
}
.glyphicon-eject:before {
  content: "\e078";
}
.glyphicon-chevron-left:before {
  content: "\e079";
}
.glyphicon-chevron-right:before {
  content: "\e080";
}
.glyphicon-plus-sign:before {
  content: "\e081";
}
.glyphicon-minus-sign:before {
  content: "\e082";
}
.glyphicon-remove-sign:before {
  content: "\e083";
}
.glyphicon-ok-sign:before {
  content: "\e084";
}
.glyphicon-question-sign:before {
  content: "\e085";
}
.glyphicon-info-sign:before {
  content: "\e086";
}
.glyphicon-screenshot:before {
  content: "\e087";
}
.glyphicon-remove-circle:before {
  content: "\e088";
}
.glyphicon-ok-circle:before {
  content: "\e089";
}
.glyphicon-ban-circle:before {
  content: "\e090";
}
.glyphicon-arrow-left:before {
  content: "\e091";
}
.glyphicon-arrow-right:before {
  content: "\e092";
}
.glyphicon-arrow-up:before {
  content: "\e093";
}
.glyphicon-arrow-down:before {
  content: "\e094";
}
.glyphicon-share-alt:before {
  content: "\e095";
}
.glyphicon-resize-full:before {
  content: "\e096";
}
.glyphicon-resize-small:before {
  content: "\e097";
}
.glyphicon-exclamation-sign:before {
  content: "\e101";
}
.glyphicon-gift:before {
  content: "\e102";
}
.glyphicon-leaf:before {
  content: "\e103";
}
.glyphicon-fire:before {
  content: "\e104";
}
.glyphicon-eye-open:before {
  content: "\e105";
}
.glyphicon-eye-close:before {
  content: "\e106";
}
.glyphicon-warning-sign:before {
  content: "\e107";
}
.glyphicon-plane:before {
  content: "\e108";
}
.glyphicon-calendar:before {
  content: "\e109";
}
.glyphicon-random:before {
  content: "\e110";
}
.glyphicon-comment:before {
  content: "\e111";
}
.glyphicon-magnet:before {
  content: "\e112";
}
.glyphicon-chevron-up:before {
  content: "\e113";
}
.glyphicon-chevron-down:before {
  content: "\e114";
}
.glyphicon-retweet:before {
  content: "\e115";
}
.glyphicon-shopping-cart:before {
  content: "\e116";
}
.glyphicon-folder-close:before {
  content: "\e117";
}
.glyphicon-folder-open:before {
  content: "\e118";
}
.glyphicon-resize-vertical:before {
  content: "\e119";
}
.glyphicon-resize-horizontal:before {
  content: "\e120";
}
.glyphicon-hdd:before {
  content: "\e121";
}
.glyphicon-bullhorn:before {
  content: "\e122";
}
.glyphicon-bell:before {
  content: "\e123";
}
.glyphicon-certificate:before {
  content: "\e124";
}
.glyphicon-thumbs-up:before {
  content: "\e125";
}
.glyphicon-thumbs-down:before {
  content: "\e126";
}
.glyphicon-hand-right:before {
  content: "\e127";
}
.glyphicon-hand-left:before {
  content: "\e128";
}
.glyphicon-hand-up:before {
  content: "\e129";
}
.glyphicon-hand-down:before {
  content: "\e130";
}
.glyphicon-circle-arrow-right:before {
  content: "\e131";
}
.glyphicon-circle-arrow-left:before {
  content: "\e132";
}
.glyphicon-circle-arrow-up:before {
  content: "\e133";
}
.glyphicon-circle-arrow-down:before {
  content: "\e134";
}
.glyphicon-globe:before {
  content: "\e135";
}
.glyphicon-wrench:before {
  content: "\e136";
}
.glyphicon-tasks:before {
  content: "\e137";
}
.glyphicon-filter:before {
  content: "\e138";
}
.glyphicon-briefcase:before {
  content: "\e139";
}
.glyphicon-fullscreen:before {
  content: "\e140";
}
.glyphicon-dashboard:before {
  content: "\e141";
}
.glyphicon-paperclip:before {
  content: "\e142";
}
.glyphicon-heart-empty:before {
  content: "\e143";
}
.glyphicon-link:before {
  content: "\e144";
}
.glyphicon-phone:before {
  content: "\e145";
}
.glyphicon-pushpin:before {
  content: "\e146";
}
.glyphicon-usd:before {
  content: "\e148";
}
.glyphicon-gbp:before {
  content: "\e149";
}
.glyphicon-sort:before {
  content: "\e150";
}
.glyphicon-sort-by-alphabet:before {
  content: "\e151";
}
.glyphicon-sort-by-alphabet-alt:before {
  content: "\e152";
}
.glyphicon-sort-by-order:before {
  content: "\e153";
}
.glyphicon-sort-by-order-alt:before {
  content: "\e154";
}
.glyphicon-sort-by-attributes:before {
  content: "\e155";
}
.glyphicon-sort-by-attributes-alt:before {
  content: "\e156";
}
.glyphicon-unchecked:before {
  content: "\e157";
}
.glyphicon-expand:before {
  content: "\e158";
}
.glyphicon-collapse-down:before {
  content: "\e159";
}
.glyphicon-collapse-up:before {
  content: "\e160";
}
.glyphicon-log-in:before {
  content: "\e161";
}
.glyphicon-flash:before {
  content: "\e162";
}
.glyphicon-log-out:before {
  content: "\e163";
}
.glyphicon-new-window:before {
  content: "\e164";
}
.glyphicon-record:before {
  content: "\e165";
}
.glyphicon-save:before {
  content: "\e166";
}
.glyphicon-open:before {
  content: "\e167";
}
.glyphicon-saved:before {
  content: "\e168";
}
.glyphicon-import:before {
  content: "\e169";
}
.glyphicon-export:before {
  content: "\e170";
}
.glyphicon-send:before {
  content: "\e171";
}
.glyphicon-floppy-disk:before {
  content: "\e172";
}
.glyphicon-floppy-saved:before {
  content: "\e173";
}
.glyphicon-floppy-remove:before {
  content: "\e174";
}
.glyphicon-floppy-save:before {
  content: "\e175";
}
.glyphicon-floppy-open:before {
  content: "\e176";
}
.glyphicon-credit-card:before {
  content: "\e177";
}
.glyphicon-transfer:before {
  content: "\e178";
}
.glyphicon-cutlery:before {
  content: "\e179";
}
.glyphicon-header:before {
  content: "\e180";
}
.glyphicon-compressed:before {
  content: "\e181";
}
.glyphicon-earphone:before {
  content: "\e182";
}
.glyphicon-phone-alt:before {
  content: "\e183";
}
.glyphicon-tower:before {
  content: "\e184";
}
.glyphicon-stats:before {
  content: "\e185";
}
.glyphicon-sd-video:before {
  content: "\e186";
}
.glyphicon-hd-video:before {
  content: "\e187";
}
.glyphicon-subtitles:before {
  content: "\e188";
}
.glyphicon-sound-stereo:before {
  content: "\e189";
}
.glyphicon-sound-dolby:before {
  content: "\e190";
}
.glyphicon-sound-5-1:before {
  content: "\e191";
}
.glyphicon-sound-6-1:before {
  content: "\e192";
}
.glyphicon-sound-7-1:before {
  content: "\e193";
}
.glyphicon-copyright-mark:before {
  content: "\e194";
}
.glyphicon-registration-mark:before {
  content: "\e195";
}
.glyphicon-cloud-download:before {
  content: "\e197";
}
.glyphicon-cloud-upload:before {
  content: "\e198";
}
.glyphicon-tree-conifer:before {
  content: "\e199";
}
.glyphicon-tree-deciduous:before {
  content: "\e200";
}
.glyphicon-cd:before {
  content: "\e201";
}
.glyphicon-save-file:before {
  content: "\e202";
}
.glyphicon-open-file:before {
  content: "\e203";
}
.glyphicon-level-up:before {
  content: "\e204";
}
.glyphicon-copy:before {
  content: "\e205";
}
.glyphicon-paste:before {
  content: "\e206";
}
.glyphicon-alert:before {
  content: "\e209";
}
.glyphicon-equalizer:before {
  content: "\e210";
}
.glyphicon-king:before {
  content: "\e211";
}
.glyphicon-queen:before {
  content: "\e212";
}
.glyphicon-pawn:before {
  content: "\e213";
}
.glyphicon-bishop:before {
  content: "\e214";
}
.glyphicon-knight:before {
  content: "\e215";
}
.glyphicon-baby-formula:before {
  content: "\e216";
}
.glyphicon-tent:before {
  content: "\26fa";
}
.glyphicon-blackboard:before {
  content: "\e218";
}
.glyphicon-bed:before {
  content: "\e219";
}
.glyphicon-apple:before {
  content: "\f8ff";
}
.glyphicon-erase:before {
  content: "\e221";
}
.glyphicon-hourglass:before {
  content: "\231b";
}
.glyphicon-lamp:before {
  content: "\e223";
}
.glyphicon-duplicate:before {
  content: "\e224";
}
.glyphicon-piggy-bank:before {
  content: "\e225";
}
.glyphicon-scissors:before {
  content: "\e226";
}
.glyphicon-bitcoin:before {
  content: "\e227";
}
.glyphicon-btc:before {
  content: "\e227";
}
.glyphicon-xbt:before {
  content: "\e227";
}
.glyphicon-yen:before {
  content: "\00a5";
}
.glyphicon-jpy:before {
  content: "\00a5";
}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
.glyphicon-scale:before {
  content: "\e230";
}
.glyphicon-ice-lolly:before {
  content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
  content: "\e232";
}
.glyphicon-education:before {
  content: "\e233";
}
.glyphicon-option-horizontal:before {
  content: "\e234";
}
.glyphicon-option-vertical:before {
  content: "\e235";
}
.glyphicon-menu-hamburger:before {
  content: "\e236";
}
.glyphicon-modal-window:before {
  content: "\e237";
}
.glyphicon-oil:before {
  content: "\e238";
}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
  content: "\e240";
}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

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


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

div#notebook {
  overflow: visible;
  border-top: none;
}@media print {
  div.cell {
    display: block;
    page-break-inside: avoid;
  } 
  div.output_wrapper { 
    display: block;
    page-break-inside: avoid; 
  }
  div.output { 
    display: block;
    page-break-inside: avoid; 
  }
}
</style>

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

<!-- Loading mathjax macro -->
<!-- Load mathjax -->
    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
    <!-- MathJax configuration -->
    <script type="text/x-mathjax-config">
    MathJax.Hub.Config({
        tex2jax: {
            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
            processEscapes: true,
            processEnvironments: true
        },
        // Center justify equations in code and markdown cells. Elsewhere
        // we use CSS to left justify single line equations in code cells.
        displayAlign: 'center',
        "HTML-CSS": {
            styles: {'.MathJax_Display': {"margin": 0}},
            linebreaks: { automatic: true }
        }
    });
    </script>
    <!-- End of mathjax configuration --></head>
<body>
  <div tabindex="-1" id="notebook" class="border-box-sizing">
    <div class="container" id="notebook-container">

<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Python-in-Google-Colab">Python in Google Colab<a class="anchor-link" href="#Python-in-Google-Colab">&#182;</a></h1><h4 id="Ayoub-Bagheri">Ayoub Bagheri<a class="anchor-link" href="#Ayoub-Bagheri">&#182;</a></h4><p><img src="img/uu_logo.png" alt="logo" align="right" title="UU" width="50" height="20" /></p>
<h4 id="Applied-Text-Mining---Utrecht-Summer-School">Applied Text Mining - Utrecht Summer School<a class="anchor-link" href="#Applied-Text-Mining---Utrecht-Summer-School">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Python is a general-purpose interpreted, interactive, object-oriented, and high-level programming language. It is a powerful environment for scientific computing.</p>
<p>We expect that many of you will have some experience with Python; for the rest of you, this section will serve as a quick crash course both on the Python programming language and on the use of Python for scientific computing.</p>
<p>This section is mainly from the <a href="https://colab.research.google.com/github/cs231n/cs231n.github.io/blob/master/python-colab.ipynb#scrollTo=dzNng6vCL9eP">CS231n Python Tutorial With Google Colab</a></p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Google-Colab">Google Colab<a class="anchor-link" href="#Google-Colab">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Create-your-first-Colab-Notebook">Create your first Colab Notebook<a class="anchor-link" href="#Create-your-first-Colab-Notebook">&#182;</a></h3><p>From your Google Drive or directly from the <a href="https://research.google.com/colaboratory/">Colab website</a> you can create a new notebook.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Create-a-Folder">Create a Folder<a class="anchor-link" href="#Create-a-Folder">&#182;</a></h3><p>You can also create a folder for your notebooks in your <a href="https://drive.google.com/">Google Drive</a>. This is not necessary, but here you can add all your notebooks and data files related to the Applied Text Mining course. You can do that by going to your Google Drive and clicking on "New" and then creating a Folder. You may also need to mount your drive to be able to see the folders on the left panel.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">google.colab</span> <span class="kn">import</span> <span class="n">drive</span>
<span class="n">drive</span><span class="o">.</span><span class="n">mount</span><span class="p">(</span><span class="s1">&#39;/content/drive&#39;</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(&#34;/content/drive&#34;, force_remount=True).
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Set-up-GPU-or-TPU">Set up GPU or TPU<a class="anchor-link" href="#Set-up-GPU-or-TPU">&#182;</a></h3><p>In your new notebook, you can simply go to the "Runtime" dropdown menu, and select "Change runtime type", then select GPU or TPU in the "Hardware accelerator" drop-down menu.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Python-Version">Python Version<a class="anchor-link" href="#Python-Version">&#182;</a></h2><p>We will use Google Colab in the Applied Text Mining course. You can check your Python version in a new cell by running <code>python --version</code>.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[1]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="o">!</span>python --version
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Python 3.7.11
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Basics-of-Python">Basics of Python<a class="anchor-link" href="#Basics-of-Python">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Python is a high-level, dynamically typed multiparadigm programming language. Python code is often said to be almost like pseudocode, since it allows you to express very powerful ideas in very few lines of code while being very readable.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Basic-data-types">Basic data types<a class="anchor-link" href="#Basic-data-types">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h4 id="Numbers">Numbers<a class="anchor-link" href="#Numbers">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Integers and floats work as you would expect from other languages:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[2]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span> <span class="o">=</span> <span class="mi">3</span>
<span class="nb">print</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>3 &lt;class &#39;int&#39;&gt;
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[3]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">x</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>   <span class="c1"># Addition</span>
<span class="nb">print</span><span class="p">(</span><span class="n">x</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span>   <span class="c1"># Subtraction</span>
<span class="nb">print</span><span class="p">(</span><span class="n">x</span> <span class="o">*</span> <span class="mi">2</span><span class="p">)</span>   <span class="c1"># Multiplication</span>
<span class="nb">print</span><span class="p">(</span><span class="n">x</span> <span class="o">**</span> <span class="mi">2</span><span class="p">)</span>  <span class="c1"># Exponentiation</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>4
2
6
9
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[4]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span> <span class="o">+=</span> <span class="mi">1</span>
<span class="nb">print</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="n">x</span> <span class="o">*=</span> <span class="mi">2</span>
<span class="nb">print</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>4
8
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[5]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y</span> <span class="o">=</span> <span class="mf">2.5</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">y</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="n">y</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">y</span> <span class="o">*</span> <span class="mi">2</span><span class="p">,</span> <span class="n">y</span> <span class="o">**</span> <span class="mi">2</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>&lt;class &#39;float&#39;&gt;
2.5 3.5 5.0 6.25
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Note that unlike many languages, Python does not have unary increment (x++) or decrement (x--) operators.</p>
<p>Python also has built-in types for long integers and complex numbers; you can find all of the details in the <a href="https://docs.python.org/3.7/library/stdtypes.html#numeric-types-int-float-long-complex">documentation</a>.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h4 id="Booleans">Booleans<a class="anchor-link" href="#Booleans">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Python implements all of the usual operators for Boolean logic, but uses English words rather than symbols (<code>&amp;&amp;</code>, <code>||</code>, etc.):</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[6]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t</span><span class="p">,</span> <span class="n">f</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span> <span class="kc">False</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">t</span><span class="p">))</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>&lt;class &#39;bool&#39;&gt;
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Now we let's look at the operations:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[7]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">t</span> <span class="ow">and</span> <span class="n">f</span><span class="p">)</span> <span class="c1"># Logical AND;</span>
<span class="nb">print</span><span class="p">(</span><span class="n">t</span> <span class="ow">or</span> <span class="n">f</span><span class="p">)</span>  <span class="c1"># Logical OR;</span>
<span class="nb">print</span><span class="p">(</span><span class="ow">not</span> <span class="n">t</span><span class="p">)</span>   <span class="c1"># Logical NOT;</span>
<span class="nb">print</span><span class="p">(</span><span class="n">t</span> <span class="o">!=</span> <span class="n">f</span><span class="p">)</span>  <span class="c1"># Logical XOR;</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>False
True
False
True
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h4 id="Strings">Strings<a class="anchor-link" href="#Strings">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[8]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hello</span> <span class="o">=</span> <span class="s1">&#39;hello&#39;</span>   <span class="c1"># String literals can use single quotes</span>
<span class="n">world</span> <span class="o">=</span> <span class="s2">&quot;world&quot;</span>   <span class="c1"># or double quotes; it does not matter</span>
<span class="nb">print</span><span class="p">(</span><span class="n">hello</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">hello</span><span class="p">))</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>hello 5
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[9]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hw</span> <span class="o">=</span> <span class="n">hello</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span> <span class="o">+</span> <span class="n">world</span>  <span class="c1"># String concatenation</span>
<span class="nb">print</span><span class="p">(</span><span class="n">hw</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>hello world
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[10]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hw12</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="si">{}</span><span class="s1"> </span><span class="si">{}</span><span class="s1"> </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">hello</span><span class="p">,</span> <span class="n">world</span><span class="p">,</span> <span class="mi">12</span><span class="p">)</span>  <span class="c1"># string formatting</span>
<span class="nb">print</span><span class="p">(</span><span class="n">hw12</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>hello world 12
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>String objects have a bunch of useful methods; for example:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[11]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">s</span> <span class="o">=</span> <span class="s2">&quot;hello&quot;</span>
<span class="nb">print</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">capitalize</span><span class="p">())</span>  <span class="c1"># Capitalize a string</span>
<span class="nb">print</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">upper</span><span class="p">())</span>       <span class="c1"># Convert a string to uppercase; prints &quot;HELLO&quot;</span>
<span class="nb">print</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">rjust</span><span class="p">(</span><span class="mi">7</span><span class="p">))</span>      <span class="c1"># Right-justify a string, padding with spaces</span>
<span class="nb">print</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">center</span><span class="p">(</span><span class="mi">7</span><span class="p">))</span>     <span class="c1"># Center a string, padding with spaces</span>
<span class="nb">print</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;l&#39;</span><span class="p">,</span> <span class="s1">&#39;(ell)&#39;</span><span class="p">))</span>  <span class="c1"># Replace all instances of one substring with another</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;  world &#39;</span><span class="o">.</span><span class="n">strip</span><span class="p">())</span>  <span class="c1"># Strip leading and trailing whitespace</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Hello
HELLO
  hello
 hello 
he(ell)(ell)o
world
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>You can find a list of all string methods in the <a href="https://docs.python.org/3.7/library/stdtypes.html#string-methods">documentation</a>.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Containers">Containers<a class="anchor-link" href="#Containers">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Python includes several built-in container types: lists, dictionaries, sets, and tuples.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h4 id="Lists">Lists<a class="anchor-link" href="#Lists">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>A list is the Python equivalent of an array, but is resizeable and can contain elements of different types:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[12]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">xs</span> <span class="o">=</span> <span class="p">[</span><span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">]</span>   <span class="c1"># Create a list</span>
<span class="nb">print</span><span class="p">(</span><span class="n">xs</span><span class="p">,</span> <span class="n">xs</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">xs</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>     <span class="c1"># Negative indices count from the end of the list; prints &quot;2&quot;</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[3, 1, 2] 2
2
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[13]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">xs</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;foo&#39;</span>    <span class="c1"># Lists can contain elements of different types</span>
<span class="nb">print</span><span class="p">(</span><span class="n">xs</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[3, 1, &#39;foo&#39;]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[14]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">xs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">&#39;bar&#39;</span><span class="p">)</span> <span class="c1"># Add a new element to the end of the list</span>
<span class="nb">print</span><span class="p">(</span><span class="n">xs</span><span class="p">)</span>  
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[3, 1, &#39;foo&#39;, &#39;bar&#39;]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[15]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span> <span class="o">=</span> <span class="n">xs</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>     <span class="c1"># Remove and return the last element of the list</span>
<span class="nb">print</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">xs</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>bar [3, 1, &#39;foo&#39;]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>As usual, you can find all the gory details about lists in the <a href="https://docs.python.org/3.7/tutorial/datastructures.html#more-on-lists">documentation</a>.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h4 id="Slicing">Slicing<a class="anchor-link" href="#Slicing">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>In addition to accessing list elements one at a time, Python provides concise syntax to access sublists; this is known as slicing:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[16]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nums</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">5</span><span class="p">))</span>    <span class="c1"># range is a built-in function that creates a list of integers</span>
<span class="nb">print</span><span class="p">(</span><span class="n">nums</span><span class="p">)</span>         <span class="c1"># Prints &quot;[0, 1, 2, 3, 4]&quot;</span>
<span class="nb">print</span><span class="p">(</span><span class="n">nums</span><span class="p">[</span><span class="mi">2</span><span class="p">:</span><span class="mi">4</span><span class="p">])</span>    <span class="c1"># Get a slice from index 2 to 4 (exclusive); prints &quot;[2, 3]&quot;</span>
<span class="nb">print</span><span class="p">(</span><span class="n">nums</span><span class="p">[</span><span class="mi">2</span><span class="p">:])</span>     <span class="c1"># Get a slice from index 2 to the end; prints &quot;[2, 3, 4]&quot;</span>
<span class="nb">print</span><span class="p">(</span><span class="n">nums</span><span class="p">[:</span><span class="mi">2</span><span class="p">])</span>     <span class="c1"># Get a slice from the start to index 2 (exclusive); prints &quot;[0, 1]&quot;</span>
<span class="nb">print</span><span class="p">(</span><span class="n">nums</span><span class="p">[:])</span>      <span class="c1"># Get a slice of the whole list; prints [&quot;0, 1, 2, 3, 4]&quot;</span>
<span class="nb">print</span><span class="p">(</span><span class="n">nums</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>    <span class="c1"># Slice indices can be negative; prints [&quot;0, 1, 2, 3]&quot;</span>
<span class="n">nums</span><span class="p">[</span><span class="mi">2</span><span class="p">:</span><span class="mi">4</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">8</span><span class="p">,</span> <span class="mi">9</span><span class="p">]</span> <span class="c1"># Assign a new sublist to a slice</span>
<span class="nb">print</span><span class="p">(</span><span class="n">nums</span><span class="p">)</span>         <span class="c1"># Prints &quot;[0, 1, 8, 9, 4]&quot;</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[0, 1, 2, 3, 4]
[2, 3]
[2, 3, 4]
[0, 1]
[0, 1, 2, 3, 4]
[0, 1, 2, 3]
[0, 1, 8, 9, 4]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h4 id="Loops">Loops<a class="anchor-link" href="#Loops">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>You can loop over the elements of a list like this:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[17]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">animals</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;cat&#39;</span><span class="p">,</span> <span class="s1">&#39;dog&#39;</span><span class="p">,</span> <span class="s1">&#39;monkey&#39;</span><span class="p">]</span>
<span class="k">for</span> <span class="n">animal</span> <span class="ow">in</span> <span class="n">animals</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">animal</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>cat
dog
monkey
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>If you want access to the index of each element within the body of a loop, use the built-in <code>enumerate</code> function:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[18]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">animals</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;cat&#39;</span><span class="p">,</span> <span class="s1">&#39;dog&#39;</span><span class="p">,</span> <span class="s1">&#39;monkey&#39;</span><span class="p">]</span>
<span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">animal</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">animals</span><span class="p">):</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;#</span><span class="si">{}</span><span class="s1">: </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">idx</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">animal</span><span class="p">))</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>#1: cat
#2: dog
#3: monkey
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h4 id="List-comprehensions:">List comprehensions:<a class="anchor-link" href="#List-comprehensions:">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>When programming, frequently we want to transform one type of data into another. As a simple example, consider the following code that computes square numbers:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[19]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nums</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">]</span>
<span class="n">squares</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">nums</span><span class="p">:</span>
    <span class="n">squares</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">x</span> <span class="o">**</span> <span class="mi">2</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">squares</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[0, 1, 4, 9, 16]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>You can make this code simpler using a list comprehension:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[20]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nums</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">]</span>
<span class="n">squares</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="o">**</span> <span class="mi">2</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">nums</span><span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="n">squares</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[0, 1, 4, 9, 16]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>List comprehensions can also contain conditions:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[21]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nums</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">]</span>
<span class="n">even_squares</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="o">**</span> <span class="mi">2</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">nums</span> <span class="k">if</span> <span class="n">x</span> <span class="o">%</span> <span class="mi">2</span> <span class="o">==</span> <span class="mi">0</span><span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="n">even_squares</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[0, 4, 16]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h4 id="Dictionaries">Dictionaries<a class="anchor-link" href="#Dictionaries">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>A dictionary stores (key, value) pairs, similar to a <code>Map</code> in Java or an object in Javascript. You can use it like this:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[22]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">d</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;cat&#39;</span><span class="p">:</span> <span class="s1">&#39;cute&#39;</span><span class="p">,</span> <span class="s1">&#39;dog&#39;</span><span class="p">:</span> <span class="s1">&#39;furry&#39;</span><span class="p">}</span>  <span class="c1"># Create a new dictionary with some data</span>
<span class="nb">print</span><span class="p">(</span><span class="n">d</span><span class="p">[</span><span class="s1">&#39;cat&#39;</span><span class="p">])</span>       <span class="c1"># Get an entry from a dictionary; prints &quot;cute&quot;</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;cat&#39;</span> <span class="ow">in</span> <span class="n">d</span><span class="p">)</span>     <span class="c1"># Check if a dictionary has a given key; prints &quot;True&quot;</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>cute
True
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[23]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">d</span><span class="p">[</span><span class="s1">&#39;fish&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;wet&#39;</span>    <span class="c1"># Set an entry in a dictionary</span>
<span class="nb">print</span><span class="p">(</span><span class="n">d</span><span class="p">[</span><span class="s1">&#39;fish&#39;</span><span class="p">])</span>      <span class="c1"># Prints &quot;wet&quot;</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>wet
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[24]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">d</span><span class="p">[</span><span class="s1">&#39;Utrecht&#39;</span><span class="p">])</span>  <span class="c1"># KeyError: &#39;Utrecht&#39; not a key of d</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_text output_error">
<pre>
<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
<span class="ansi-red-fg">KeyError</span>                                  Traceback (most recent call last)
<span class="ansi-green-fg">&lt;ipython-input-24-e24536d337fc&gt;</span> in <span class="ansi-cyan-fg">&lt;module&gt;</span><span class="ansi-blue-fg">()</span>
<span class="ansi-green-fg">----&gt; 1</span><span class="ansi-red-fg"> </span>print<span class="ansi-blue-fg">(</span>d<span class="ansi-blue-fg">[</span><span class="ansi-blue-fg">&#39;Utrecht&#39;</span><span class="ansi-blue-fg">]</span><span class="ansi-blue-fg">)</span>  <span class="ansi-red-fg"># KeyError: &#39;Utrecht&#39; not a key of d</span>

<span class="ansi-red-fg">KeyError</span>: &#39;Utrecht&#39;</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[25]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">d</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;monkey&#39;</span><span class="p">,</span> <span class="s1">&#39;N/A&#39;</span><span class="p">))</span>  <span class="c1"># Get an element with a default; prints &quot;N/A&quot;</span>
<span class="nb">print</span><span class="p">(</span><span class="n">d</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;fish&#39;</span><span class="p">,</span> <span class="s1">&#39;N/A&#39;</span><span class="p">))</span>    <span class="c1"># Get an element with a default; prints &quot;wet&quot;</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>N/A
wet
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[26]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">del</span> <span class="n">d</span><span class="p">[</span><span class="s1">&#39;fish&#39;</span><span class="p">]</span>        <span class="c1"># Remove an element from a dictionary</span>
<span class="nb">print</span><span class="p">(</span><span class="n">d</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;fish&#39;</span><span class="p">,</span> <span class="s1">&#39;N/A&#39;</span><span class="p">))</span> <span class="c1"># &quot;fish&quot; is no longer a key; prints &quot;N/A&quot;</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>N/A
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>You can find all you need to know about dictionaries in the <a href="https://docs.python.org/2/library/stdtypes.html#dict">documentation</a>.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>It is easy to iterate over the keys in a dictionary:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[27]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">d</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;person&#39;</span><span class="p">:</span> <span class="mi">2</span><span class="p">,</span> <span class="s1">&#39;cat&#39;</span><span class="p">:</span> <span class="mi">4</span><span class="p">,</span> <span class="s1">&#39;spider&#39;</span><span class="p">:</span> <span class="mi">8</span><span class="p">}</span>
<span class="k">for</span> <span class="n">animal</span><span class="p">,</span> <span class="n">legs</span> <span class="ow">in</span> <span class="n">d</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;A </span><span class="si">{}</span><span class="s1"> has </span><span class="si">{}</span><span class="s1"> legs&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">animal</span><span class="p">,</span> <span class="n">legs</span><span class="p">))</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>A person has 2 legs
A cat has 4 legs
A spider has 8 legs
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Dictionary comprehensions: These are similar to list comprehensions, but allow you to easily construct dictionaries. For example:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[28]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nums</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">]</span>
<span class="n">even_num_to_square</span> <span class="o">=</span> <span class="p">{</span><span class="n">x</span><span class="p">:</span> <span class="n">x</span> <span class="o">**</span> <span class="mi">2</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">nums</span> <span class="k">if</span> <span class="n">x</span> <span class="o">%</span> <span class="mi">2</span> <span class="o">==</span> <span class="mi">0</span><span class="p">}</span>
<span class="nb">print</span><span class="p">(</span><span class="n">even_num_to_square</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>{0: 0, 2: 4, 4: 16}
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h4 id="Sets">Sets<a class="anchor-link" href="#Sets">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>A set is an unordered collection of distinct elements. As a simple example, consider the following:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[29]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">animals</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;cat&#39;</span><span class="p">,</span> <span class="s1">&#39;dog&#39;</span><span class="p">}</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;cat&#39;</span> <span class="ow">in</span> <span class="n">animals</span><span class="p">)</span>   <span class="c1"># Check if an element is in a set; prints &quot;True&quot;</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;fish&#39;</span> <span class="ow">in</span> <span class="n">animals</span><span class="p">)</span>  <span class="c1"># prints &quot;False&quot;</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>True
False
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[30]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">animals</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="s1">&#39;fish&#39;</span><span class="p">)</span>      <span class="c1"># Add an element to a set</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;fish&#39;</span> <span class="ow">in</span> <span class="n">animals</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">animals</span><span class="p">))</span>       <span class="c1"># Number of elements in a set;</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>True
3
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[31]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">animals</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="s1">&#39;cat&#39;</span><span class="p">)</span>       <span class="c1"># Adding an element that is already in the set does nothing</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">animals</span><span class="p">))</span>       
<span class="n">animals</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="s1">&#39;cat&#39;</span><span class="p">)</span>    <span class="c1"># Remove an element from a set</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">animals</span><span class="p">))</span>       
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>3
2
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><em>Loops</em>: Iterating over a set has the same syntax as iterating over a list; however since sets are unordered, you cannot make assumptions about the order in which you visit the elements of the set:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[32]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">animals</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;cat&#39;</span><span class="p">,</span> <span class="s1">&#39;dog&#39;</span><span class="p">,</span> <span class="s1">&#39;fish&#39;</span><span class="p">}</span>
<span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">animal</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">animals</span><span class="p">):</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;#</span><span class="si">{}</span><span class="s1">: </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">idx</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">animal</span><span class="p">))</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>#1: dog
#2: fish
#3: cat
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Set comprehensions: Like lists and dictionaries, we can easily construct sets using set comprehensions:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[33]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">math</span> <span class="kn">import</span> <span class="n">sqrt</span>
<span class="nb">print</span><span class="p">({</span><span class="nb">int</span><span class="p">(</span><span class="n">sqrt</span><span class="p">(</span><span class="n">x</span><span class="p">))</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">30</span><span class="p">)})</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>{0, 1, 2, 3, 4, 5}
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h4 id="Tuples">Tuples<a class="anchor-link" href="#Tuples">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>A tuple is an (immutable) ordered list of values. A tuple is in many ways similar to a list; one of the most important differences is that tuples can be used as keys in dictionaries and as elements of sets, while lists cannot. Here is a trivial example:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[34]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">d</span> <span class="o">=</span> <span class="p">{(</span><span class="n">x</span><span class="p">,</span> <span class="n">x</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span> <span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">)}</span>  <span class="c1"># Create a dictionary with tuple keys</span>
<span class="n">t</span> <span class="o">=</span> <span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">)</span>       <span class="c1"># Create a tuple</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">t</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">d</span><span class="p">[</span><span class="n">t</span><span class="p">])</span>       
<span class="nb">print</span><span class="p">(</span><span class="n">d</span><span class="p">[(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">)])</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>&lt;class &#39;tuple&#39;&gt;
5
1
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[35]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_text output_error">
<pre>
<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
<span class="ansi-red-fg">TypeError</span>                                 Traceback (most recent call last)
<span class="ansi-green-fg">&lt;ipython-input-35-c8aeb8cd20ae&gt;</span> in <span class="ansi-cyan-fg">&lt;module&gt;</span><span class="ansi-blue-fg">()</span>
<span class="ansi-green-fg">----&gt; 1</span><span class="ansi-red-fg"> </span>t<span class="ansi-blue-fg">[</span><span class="ansi-cyan-fg">0</span><span class="ansi-blue-fg">]</span> <span class="ansi-blue-fg">=</span> <span class="ansi-cyan-fg">1</span>

<span class="ansi-red-fg">TypeError</span>: &#39;tuple&#39; object does not support item assignment</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Functions">Functions<a class="anchor-link" href="#Functions">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Python functions are defined using the <code>def</code> keyword. For example:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[36]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">sign</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
    <span class="k">if</span> <span class="n">x</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
        <span class="k">return</span> <span class="s1">&#39;positive&#39;</span>
    <span class="k">elif</span> <span class="n">x</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
        <span class="k">return</span> <span class="s1">&#39;negative&#39;</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">return</span> <span class="s1">&#39;zero&#39;</span>

<span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">]:</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">sign</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>negative
zero
positive
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>We will often define functions to take optional keyword arguments, like this:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[38]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">hello</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">loud</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
    <span class="k">if</span> <span class="n">loud</span><span class="p">:</span>
        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;HELLO, </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">name</span><span class="o">.</span><span class="n">upper</span><span class="p">()))</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Hello, </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">name</span><span class="p">))</span>

<span class="n">hello</span><span class="p">(</span><span class="s1">&#39;Erik-Jan&#39;</span><span class="p">)</span>
<span class="n">hello</span><span class="p">(</span><span class="s1">&#39;Oisín&#39;</span><span class="p">,</span> <span class="n">loud</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Hello, Erik-Jan!
HELLO, OISÍN
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Classes">Classes<a class="anchor-link" href="#Classes">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>The syntax for defining classes in Python is straightforward:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[39]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">class</span> <span class="nc">Utrecht</span><span class="p">:</span>

    <span class="c1"># Constructor</span>
    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">):</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="n">name</span>  <span class="c1"># Create an instance variable</span>

    <span class="c1"># Instance method</span>
    <span class="k">def</span> <span class="nf">greet</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">loud</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
        <span class="k">if</span> <span class="n">loud</span><span class="p">:</span>
          <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;NICE TO SEE YOU </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="bp">self</span><span class="o">.</span><span class="n">name</span><span class="o">.</span><span class="n">upper</span><span class="p">()),</span> <span class="s1">&#39;IN UTRECHT!&#39;</span><span class="p">)</span>
        <span class="k">else</span><span class="p">:</span>
          <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Nice to see you </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="bp">self</span><span class="o">.</span><span class="n">name</span><span class="p">),</span> <span class="s1">&#39;in Utrecht!&#39;</span><span class="p">)</span>

<span class="n">u</span> <span class="o">=</span> <span class="n">Utrecht</span><span class="p">(</span><span class="s1">&#39;Fred&#39;</span><span class="p">)</span>  <span class="c1"># Construct an instance of the Greeter class</span>
<span class="n">u</span><span class="o">.</span><span class="n">greet</span><span class="p">()</span>            <span class="c1"># Call an instance method; prints &quot;Hello, Fred&quot;</span>
<span class="n">u</span><span class="o">.</span><span class="n">greet</span><span class="p">(</span><span class="n">loud</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>   <span class="c1"># Call an instance method; prints &quot;HELLO, FRED!&quot;</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Nice to see you Fred in Utrecht!
NICE TO SEE YOU FRED IN UTRECHT!
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Numpy">Numpy<a class="anchor-link" href="#Numpy">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Numpy is the core library for scientific computing in Python. It provides a high-performance multidimensional array object, and tools for working with these arrays.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>To use Numpy, we first need to import the <code>numpy</code> package:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[40]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Arrays">Arrays<a class="anchor-link" href="#Arrays">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>A numpy array is a grid of values, all of the same type, and is indexed by a tuple of nonnegative integers. The number of dimensions is the rank of the array; the shape of an array is a tuple of integers giving the size of the array along each dimension.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>We can initialize numpy arrays from nested Python lists, and access elements using square brackets:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[41]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">a</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span>  <span class="c1"># Create a rank 1 array</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">a</span><span class="p">),</span> <span class="n">a</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">a</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">a</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">a</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
<span class="n">a</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="mi">5</span>                 <span class="c1"># Change an element of the array</span>
<span class="nb">print</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>                  
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>&lt;class &#39;numpy.ndarray&#39;&gt; (3,) 1 2 3
[5 2 3]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[42]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">b</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">],[</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">]])</span>   <span class="c1"># Create a rank 2 array</span>
<span class="nb">print</span><span class="p">(</span><span class="n">b</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[1 2 3]
 [4 5 6]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[43]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">b</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">])</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>(2, 3)
1 2 4
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Numpy also provides many functions to create arrays:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[44]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">a</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">))</span>  <span class="c1"># Create an array of all zeros</span>
<span class="nb">print</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[0. 0.]
 [0. 0.]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[45]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">b</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">((</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">))</span>   <span class="c1"># Create an array of all ones</span>
<span class="nb">print</span><span class="p">(</span><span class="n">b</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[1. 1.]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[46]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">c</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">full</span><span class="p">((</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">),</span> <span class="mi">7</span><span class="p">)</span> <span class="c1"># Create a constant array</span>
<span class="nb">print</span><span class="p">(</span><span class="n">c</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[7 7]
 [7 7]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[47]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">d</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">eye</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>        <span class="c1"># Create a 2x2 identity matrix</span>
<span class="nb">print</span><span class="p">(</span><span class="n">d</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[1. 0.]
 [0. 1.]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[48]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">e</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">random</span><span class="p">((</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">))</span> <span class="c1"># Create an array filled with random values</span>
<span class="nb">print</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[0.99283956 0.89079975]
 [0.08786234 0.09773115]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Array-indexing">Array indexing<a class="anchor-link" href="#Array-indexing">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Numpy offers several ways to index into arrays.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Slicing: Similar to Python lists, numpy arrays can be sliced. Since arrays may be multidimensional, you must specify a slice for each dimension of the array:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[49]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>

<span class="c1"># Create the following rank 2 array with shape (3, 4)</span>
<span class="c1"># [[ 1  2  3  4]</span>
<span class="c1">#  [ 5  6  7  8]</span>
<span class="c1">#  [ 9 10 11 12]]</span>
<span class="n">a</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">],</span> <span class="p">[</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">,</span><span class="mi">7</span><span class="p">,</span><span class="mi">8</span><span class="p">],</span> <span class="p">[</span><span class="mi">9</span><span class="p">,</span><span class="mi">10</span><span class="p">,</span><span class="mi">11</span><span class="p">,</span><span class="mi">12</span><span class="p">]])</span>

<span class="c1"># Use slicing to pull out the subarray consisting of the first 2 rows</span>
<span class="c1"># and columns 1 and 2; b is the following array of shape (2, 2):</span>
<span class="c1"># [[2 3]</span>
<span class="c1">#  [6 7]]</span>
<span class="n">b</span> <span class="o">=</span> <span class="n">a</span><span class="p">[:</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">:</span><span class="mi">3</span><span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="n">b</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[2 3]
 [6 7]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>A slice of an array is a view into the same data, so modifying it will modify the original array.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[50]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">a</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
<span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="mi">77</span>    <span class="c1"># b[0, 0] is the same piece of data as a[0, 1]</span>
<span class="nb">print</span><span class="p">(</span><span class="n">a</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span> 
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>2
77
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>You can also mix integer indexing with slice indexing. However, doing so will yield an array of lower rank than the original array.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[51]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create the following rank 2 array with shape (3, 4)</span>
<span class="n">a</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">],</span> <span class="p">[</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">,</span><span class="mi">7</span><span class="p">,</span><span class="mi">8</span><span class="p">],</span> <span class="p">[</span><span class="mi">9</span><span class="p">,</span><span class="mi">10</span><span class="p">,</span><span class="mi">11</span><span class="p">,</span><span class="mi">12</span><span class="p">]])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[ 1  2  3  4]
 [ 5  6  7  8]
 [ 9 10 11 12]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Two ways of accessing the data in the middle row of the array.
Mixing integer indexing with slices yields an array of lower rank,
while using only slices yields an array of the same rank as the
original array:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[52]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">row_r1</span> <span class="o">=</span> <span class="n">a</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="p">:]</span>    <span class="c1"># Rank 1 view of the second row of a  </span>
<span class="n">row_r2</span> <span class="o">=</span> <span class="n">a</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="mi">2</span><span class="p">,</span> <span class="p">:]</span>  <span class="c1"># Rank 2 view of the second row of a</span>
<span class="n">row_r3</span> <span class="o">=</span> <span class="n">a</span><span class="p">[[</span><span class="mi">1</span><span class="p">],</span> <span class="p">:]</span>  <span class="c1"># Rank 2 view of the second row of a</span>
<span class="nb">print</span><span class="p">(</span><span class="n">row_r1</span><span class="p">,</span> <span class="n">row_r1</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">row_r2</span><span class="p">,</span> <span class="n">row_r2</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">row_r3</span><span class="p">,</span> <span class="n">row_r3</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[5 6 7 8] (4,)
[[5 6 7 8]] (1, 4)
[[5 6 7 8]] (1, 4)
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[53]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># We can make the same distinction when accessing columns of an array:</span>
<span class="n">col_r1</span> <span class="o">=</span> <span class="n">a</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">]</span>
<span class="n">col_r2</span> <span class="o">=</span> <span class="n">a</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">:</span><span class="mi">2</span><span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="n">col_r1</span><span class="p">,</span> <span class="n">col_r1</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="nb">print</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="n">col_r2</span><span class="p">,</span> <span class="n">col_r2</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[ 2  6 10] (3,)

[[ 2]
 [ 6]
 [10]] (3, 1)
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Integer array indexing: When you index into numpy arrays using slicing, the resulting array view will always be a subarray of the original array. In contrast, integer array indexing allows you to construct arbitrary arrays using the data from another array. Here is an example:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[54]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">a</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">],</span> <span class="p">[</span><span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">],</span> <span class="p">[</span><span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">]])</span>

<span class="c1"># An example of integer array indexing.</span>
<span class="c1"># The returned array will have shape (3,) and </span>
<span class="nb">print</span><span class="p">(</span><span class="n">a</span><span class="p">[[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">],</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">]])</span>

<span class="c1"># The above example of integer array indexing is equivalent to this:</span>
<span class="nb">print</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">a</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">a</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</span> <span class="n">a</span><span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">0</span><span class="p">]]))</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[1 4 5]
[1 4 5]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[55]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># When using integer array indexing, you can reuse the same</span>
<span class="c1"># element from the source array:</span>
<span class="nb">print</span><span class="p">(</span><span class="n">a</span><span class="p">[[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">],</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">]])</span>

<span class="c1"># Equivalent to the previous integer array indexing example</span>
<span class="nb">print</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">a</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</span> <span class="n">a</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">]]))</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[2 2]
[2 2]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>One useful trick with integer array indexing is selecting or mutating one element from each row of a matrix:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[56]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create a new array from which we will select elements</span>
<span class="n">a</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">],</span> <span class="p">[</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">],</span> <span class="p">[</span><span class="mi">7</span><span class="p">,</span><span class="mi">8</span><span class="p">,</span><span class="mi">9</span><span class="p">],</span> <span class="p">[</span><span class="mi">10</span><span class="p">,</span> <span class="mi">11</span><span class="p">,</span> <span class="mi">12</span><span class="p">]])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[ 1  2  3]
 [ 4  5  6]
 [ 7  8  9]
 [10 11 12]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[57]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create an array of indices</span>
<span class="n">b</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>

<span class="c1"># Select one element from each row of a using the indices in b</span>
<span class="nb">print</span><span class="p">(</span><span class="n">a</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">4</span><span class="p">),</span> <span class="n">b</span><span class="p">])</span>  <span class="c1"># Prints &quot;[ 1  6  7 11]&quot;</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[ 1  6  7 11]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[58]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Mutate one element from each row of a using the indices in b</span>
<span class="n">a</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">4</span><span class="p">),</span> <span class="n">b</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">10</span>
<span class="nb">print</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[11  2  3]
 [ 4  5 16]
 [17  8  9]
 [10 21 12]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Boolean array indexing: Boolean array indexing lets you pick out arbitrary elements of an array. Frequently this type of indexing is used to select the elements of an array that satisfy some condition. Here is an example:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[59]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>

<span class="n">a</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">],</span> <span class="p">[</span><span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">],</span> <span class="p">[</span><span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">]])</span>

<span class="n">bool_idx</span> <span class="o">=</span> <span class="p">(</span><span class="n">a</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">)</span>  <span class="c1"># Find the elements of a that are bigger than 2;</span>
                    <span class="c1"># this returns a numpy array of Booleans of the same</span>
                    <span class="c1"># shape as a, where each slot of bool_idx tells</span>
                    <span class="c1"># whether that element of a is &gt; 2.</span>

<span class="nb">print</span><span class="p">(</span><span class="n">bool_idx</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[False False]
 [ True  True]
 [ True  True]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[60]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># We use boolean array indexing to construct a rank 1 array</span>
<span class="c1"># consisting of the elements of a corresponding to the True values</span>
<span class="c1"># of bool_idx</span>
<span class="nb">print</span><span class="p">(</span><span class="n">a</span><span class="p">[</span><span class="n">bool_idx</span><span class="p">])</span>

<span class="c1"># We can do all of the above in a single concise statement:</span>
<span class="nb">print</span><span class="p">(</span><span class="n">a</span><span class="p">[</span><span class="n">a</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">])</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[3 4 5 6]
[3 4 5 6]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>For brevity we have left out a lot of details about numpy array indexing; if you want to know more you should read the documentation.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Datatypes">Datatypes<a class="anchor-link" href="#Datatypes">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Every numpy array is a grid of elements of the same type. Numpy provides a large set of numeric datatypes that you can use to construct arrays. Numpy tries to guess a datatype when you create an array, but functions that construct arrays usually also include an optional argument to explicitly specify the datatype. Here is an example:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[61]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">])</span>  <span class="c1"># Let numpy choose the datatype</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mf">1.0</span><span class="p">,</span> <span class="mf">2.0</span><span class="p">])</span>  <span class="c1"># Let numpy choose the datatype</span>
<span class="n">z</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">],</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">int64</span><span class="p">)</span>  <span class="c1"># Force a particular datatype</span>

<span class="nb">print</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">y</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">z</span><span class="o">.</span><span class="n">dtype</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>int64 float64 int64
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>You can read all about numpy datatypes in the <a href="http://docs.scipy.org/doc/numpy/reference/arrays.dtypes.html">documentation</a>.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Array-math">Array math<a class="anchor-link" href="#Array-math">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Basic mathematical functions operate elementwise on arrays, and are available both as operator overloads and as functions in the numpy module:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[62]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">],[</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">]],</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">float64</span><span class="p">)</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">],[</span><span class="mi">7</span><span class="p">,</span><span class="mi">8</span><span class="p">]],</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">float64</span><span class="p">)</span>

<span class="c1"># Elementwise sum; both produce the array</span>
<span class="nb">print</span><span class="p">(</span><span class="n">x</span> <span class="o">+</span> <span class="n">y</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">))</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[ 6.  8.]
 [10. 12.]]
[[ 6.  8.]
 [10. 12.]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[63]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Elementwise difference; both produce the array</span>
<span class="nb">print</span><span class="p">(</span><span class="n">x</span> <span class="o">-</span> <span class="n">y</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">subtract</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">))</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[-4. -4.]
 [-4. -4.]]
[[-4. -4.]
 [-4. -4.]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[64]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Elementwise product; both produce the array</span>
<span class="nb">print</span><span class="p">(</span><span class="n">x</span> <span class="o">*</span> <span class="n">y</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">multiply</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">))</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[ 5. 12.]
 [21. 32.]]
[[ 5. 12.]
 [21. 32.]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[65]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Elementwise division; both produce the array</span>
<span class="c1"># [[ 0.2         0.33333333]</span>
<span class="c1">#  [ 0.42857143  0.5       ]]</span>
<span class="nb">print</span><span class="p">(</span><span class="n">x</span> <span class="o">/</span> <span class="n">y</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">divide</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">))</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[0.2        0.33333333]
 [0.42857143 0.5       ]]
[[0.2        0.33333333]
 [0.42857143 0.5       ]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[66]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Elementwise square root; produces the array</span>
<span class="c1"># [[ 1.          1.41421356]</span>
<span class="c1">#  [ 1.73205081  2.        ]]</span>
<span class="nb">print</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[1.         1.41421356]
 [1.73205081 2.        ]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>We use the dot function to compute inner products of vectors, to multiply a vector by a matrix, and to multiply matrices. dot is available both as a function in the numpy module and as an instance method of array objects:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[67]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">],[</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">]])</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">],[</span><span class="mi">7</span><span class="p">,</span><span class="mi">8</span><span class="p">]])</span>

<span class="n">v</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">9</span><span class="p">,</span><span class="mi">10</span><span class="p">])</span>
<span class="n">w</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">11</span><span class="p">,</span> <span class="mi">12</span><span class="p">])</span>

<span class="c1"># Inner product of vectors; both produce 219</span>
<span class="nb">print</span><span class="p">(</span><span class="n">v</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">w</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">w</span><span class="p">))</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>219
219
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>You can also use the <code>@</code> operator which is equivalent to numpy's <code>dot</code> operator.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[68]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">v</span> <span class="o">@</span> <span class="n">w</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>219
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[69]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Matrix / vector product; both produce the rank 1 array [29 67]</span>
<span class="nb">print</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">v</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">v</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">x</span> <span class="o">@</span> <span class="n">v</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[29 67]
[29 67]
[29 67]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[70]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Matrix / matrix product; both produce the rank 2 array</span>
<span class="c1"># [[19 22]</span>
<span class="c1">#  [43 50]]</span>
<span class="nb">print</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">y</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">dot</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="nb">print</span><span class="p">(</span><span class="n">x</span> <span class="o">@</span> <span class="n">y</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[19 22]
 [43 50]]
[[19 22]
 [43 50]]
[[19 22]
 [43 50]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Numpy provides many useful functions for performing computations on arrays; one of the most useful is <code>sum</code>:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[71]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">],[</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">]])</span>

<span class="nb">print</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>  <span class="c1"># Compute sum of all elements; prints &quot;10&quot;</span>
<span class="nb">print</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">))</span>  <span class="c1"># Compute sum of each column; prints &quot;[4 6]&quot;</span>
<span class="nb">print</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">))</span>  <span class="c1"># Compute sum of each row; prints &quot;[3 7]&quot;</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>10
[4 6]
[3 7]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>You can find the full list of mathematical functions provided by numpy in the <a href="http://docs.scipy.org/doc/numpy/reference/routines.math.html">documentation</a>.</p>
<p>Apart from computing mathematical functions using arrays, we frequently need to reshape or otherwise manipulate data in arrays. The simplest example of this type of operation is transposing a matrix; to transpose a matrix, simply use the T attribute of an array object:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[72]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;transpose</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">T</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[1 2]
 [3 4]]
transpose
 [[1 3]
 [2 4]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[73]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">v</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">]])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">v</span> <span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;transpose</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">v</span><span class="o">.</span><span class="n">T</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[1 2 3]]
transpose
 [[1]
 [2]
 [3]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Broadcasting">Broadcasting<a class="anchor-link" href="#Broadcasting">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Broadcasting is a powerful mechanism that allows numpy to work with arrays of different shapes when performing arithmetic operations. Frequently we have a smaller array and a larger array, and we want to use the smaller array multiple times to perform some operation on the larger array.</p>
<p>For example, suppose that we want to add a constant vector to each row of a matrix. We could do it like this:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[74]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># We will add the vector v to each row of the matrix x,</span>
<span class="c1"># storing the result in the matrix y</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">],</span> <span class="p">[</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">],</span> <span class="p">[</span><span class="mi">7</span><span class="p">,</span><span class="mi">8</span><span class="p">,</span><span class="mi">9</span><span class="p">],</span> <span class="p">[</span><span class="mi">10</span><span class="p">,</span> <span class="mi">11</span><span class="p">,</span> <span class="mi">12</span><span class="p">]])</span>
<span class="n">v</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>   <span class="c1"># Create an empty matrix with the same shape as x</span>

<span class="c1"># Add the vector v to each row of the matrix x with an explicit loop</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="mi">4</span><span class="p">):</span>
    <span class="n">y</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="p">:]</span> <span class="o">=</span> <span class="n">x</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="p">:]</span> <span class="o">+</span> <span class="n">v</span>

<span class="nb">print</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[ 2  2  4]
 [ 5  5  7]
 [ 8  8 10]
 [11 11 13]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>This works; however when the matrix <code>x</code> is very large, computing an explicit loop in Python could be slow. Note that adding the vector v to each row of the matrix <code>x</code> is equivalent to forming a matrix <code>vv</code> by stacking multiple copies of <code>v</code> vertically, then performing elementwise summation of <code>x</code> and <code>vv</code>. We could implement this approach like this:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[75]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vv</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">tile</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="p">(</span><span class="mi">4</span><span class="p">,</span> <span class="mi">1</span><span class="p">))</span>  <span class="c1"># Stack 4 copies of v on top of each other</span>
<span class="nb">print</span><span class="p">(</span><span class="n">vv</span><span class="p">)</span>                <span class="c1"># Prints &quot;[[1 0 1]</span>
                         <span class="c1">#          [1 0 1]</span>
                         <span class="c1">#          [1 0 1]</span>
                         <span class="c1">#          [1 0 1]]&quot;</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[1 0 1]
 [1 0 1]
 [1 0 1]
 [1 0 1]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[76]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y</span> <span class="o">=</span> <span class="n">x</span> <span class="o">+</span> <span class="n">vv</span>  <span class="c1"># Add x and vv elementwise</span>
<span class="nb">print</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[ 2  2  4]
 [ 5  5  7]
 [ 8  8 10]
 [11 11 13]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Numpy broadcasting allows us to perform this computation without actually creating multiple copies of v. Consider this version, using broadcasting:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[77]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>

<span class="c1"># We will add the vector v to each row of the matrix x,</span>
<span class="c1"># storing the result in the matrix y</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">],</span> <span class="p">[</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">],</span> <span class="p">[</span><span class="mi">7</span><span class="p">,</span><span class="mi">8</span><span class="p">,</span><span class="mi">9</span><span class="p">],</span> <span class="p">[</span><span class="mi">10</span><span class="p">,</span> <span class="mi">11</span><span class="p">,</span> <span class="mi">12</span><span class="p">]])</span>
<span class="n">v</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">x</span> <span class="o">+</span> <span class="n">v</span>  <span class="c1"># Add v to each row of x using broadcasting</span>
<span class="nb">print</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[ 2  2  4]
 [ 5  5  7]
 [ 8  8 10]
 [11 11 13]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>The line <code>y = x + v</code> works even though <code>x</code> has shape <code>(4, 3)</code> and <code>v</code> has shape <code>(3,)</code> due to broadcasting; this line works as if v actually had shape <code>(4, 3)</code>, where each row was a copy of <code>v</code>, and the sum was performed elementwise.</p>
<p>Broadcasting two arrays together follows these rules:</p>
<ol>
<li>If the arrays do not have the same rank, prepend the shape of the lower rank array with 1s until both shapes have the same length.</li>
<li>The two arrays are said to be compatible in a dimension if they have the same size in the dimension, or if one of the arrays has size 1 in that dimension.</li>
<li>The arrays can be broadcast together if they are compatible in all dimensions.</li>
<li>After broadcasting, each array behaves as if it had shape equal to the elementwise maximum of shapes of the two input arrays.</li>
<li>In any dimension where one array had size 1 and the other array had size greater than 1, the first array behaves as if it were copied along that dimension</li>
</ol>
<p>If this explanation does not make sense, try reading the explanation from the <a href="http://docs.scipy.org/doc/numpy/user/basics.broadcasting.html">documentation</a> or this <a href="http://wiki.scipy.org/EricsBroadcastingDoc">explanation</a>.</p>
<p>Functions that support broadcasting are known as universal functions. You can find the list of all universal functions in the <a href="http://docs.scipy.org/doc/numpy/reference/ufuncs.html#available-ufuncs">documentation</a>.</p>
<p>Here are some applications of broadcasting:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[78]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Compute outer product of vectors</span>
<span class="n">v</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">])</span>  <span class="c1"># v has shape (3,)</span>
<span class="n">w</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">])</span>    <span class="c1"># w has shape (2,)</span>
<span class="c1"># To compute an outer product, we first reshape v to be a column</span>
<span class="c1"># vector of shape (3, 1); we can then broadcast it against w to yield</span>
<span class="c1"># an output of shape (3, 2), which is the outer product of v and w:</span>

<span class="nb">print</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">))</span> <span class="o">*</span> <span class="n">w</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[ 4  5]
 [ 8 10]
 [12 15]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[79]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Add a vector to each row of a matrix</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">],</span> <span class="p">[</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">]])</span>
<span class="c1"># x has shape (2, 3) and v has shape (3,) so they broadcast to (2, 3),</span>
<span class="c1"># giving the following matrix:</span>

<span class="nb">print</span><span class="p">(</span><span class="n">x</span> <span class="o">+</span> <span class="n">v</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[2 4 6]
 [5 7 9]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[80]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Add a vector to each column of a matrix</span>
<span class="c1"># x has shape (2, 3) and w has shape (2,).</span>
<span class="c1"># If we transpose x then it has shape (3, 2) and can be broadcast</span>
<span class="c1"># against w to yield a result of shape (3, 2); transposing this result</span>
<span class="c1"># yields the final result of shape (2, 3) which is the matrix x with</span>
<span class="c1"># the vector w added to each column. Gives the following matrix:</span>

<span class="nb">print</span><span class="p">((</span><span class="n">x</span><span class="o">.</span><span class="n">T</span> <span class="o">+</span> <span class="n">w</span><span class="p">)</span><span class="o">.</span><span class="n">T</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[ 5  6  7]
 [ 9 10 11]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[81]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Another solution is to reshape w to be a row vector of shape (2, 1);</span>
<span class="c1"># we can then broadcast it directly against x to produce the same</span>
<span class="c1"># output.</span>
<span class="nb">print</span><span class="p">(</span><span class="n">x</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">w</span><span class="p">,</span> <span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">)))</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[ 5  6  7]
 [ 9 10 11]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[82]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Multiply a matrix by a constant:</span>
<span class="c1"># x has shape (2, 3). Numpy treats scalars as arrays of shape ();</span>
<span class="c1"># these can be broadcast together to shape (2, 3), producing the</span>
<span class="c1"># following array:</span>
<span class="nb">print</span><span class="p">(</span><span class="n">x</span> <span class="o">*</span> <span class="mi">2</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[ 2  4  6]
 [ 8 10 12]]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Broadcasting typically makes your code more concise and faster, so you should strive to use it where possible.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>This brief overview has touched on many of the important things that you need to know about numpy, but is far from complete. Check out the <a href="http://docs.scipy.org/doc/numpy/reference/">numpy reference</a> to find out much more about numpy.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Matplotlib">Matplotlib<a class="anchor-link" href="#Matplotlib">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Matplotlib is a plotting library. In this section give a brief introduction to the <code>matplotlib.pyplot</code> module, which provides a plotting system in Python.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[83]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>By running this special iPython command, we will be displaying plots inline:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[84]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Plotting">Plotting<a class="anchor-link" href="#Plotting">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>The most important function in <code>matplotlib</code> is plot, which allows you to plot 2D data. Here is a simple example:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[85]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Compute the x and y coordinates for points on a sine curve</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">3</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">pi</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">)</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>

<span class="c1"># Plot the points using matplotlib</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[85]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>[&lt;matplotlib.lines.Line2D at 0x7effd8d02dd0&gt;]</pre>
</div>

</div>

<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>With just a little bit of extra work we can easily plot multiple lines at once, and add a title, legend, and axis labels:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[86]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y_sin</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="n">y_cos</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">cos</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>

<span class="c1"># Plot the points using matplotlib</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y_sin</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y_cos</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;x axis label&#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;y axis label&#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;Sine and Cosine&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s1">&#39;Sine&#39;</span><span class="p">,</span> <span class="s1">&#39;Cosine&#39;</span><span class="p">])</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[86]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.legend.Legend at 0x7effd8823210&gt;</pre>
</div>

</div>

<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Subplots">Subplots<a class="anchor-link" href="#Subplots">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>You can plot different things in the same figure using the subplot function. Here is an example:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[87]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Compute the x and y coordinates for points on sine and cosine curves</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">3</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">pi</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">)</span>
<span class="n">y_sin</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="n">y_cos</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">cos</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>

<span class="c1"># Set up a subplot grid that has height 2 and width 1,</span>
<span class="c1"># and set the first such subplot as active.</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>

<span class="c1"># Make the first plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y_sin</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;Sine&#39;</span><span class="p">)</span>

<span class="c1"># Set the second subplot as active, and make the second plot.</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y_cos</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;Cosine&#39;</span><span class="p">)</span>

<span class="c1"># Show the figure.</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>You can read much more about the <code>subplot</code> function in the <a href="http://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.subplot">documentation</a>.</p>

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

 
</html>