diff --git a/_nb_header.html b/_nb_header.html
index defd29d..da5d61e 100644
--- a/_nb_header.html
+++ b/_nb_header.html
@@ -4,38 +4,11574 @@
 *
 * Twitter Bootstrap
 *
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+*/
+/*!
+ * Bootstrap v3.3.6 (http://getbootstrap.com)
+ * Copyright 2011-2015 Twitter, Inc.
+ * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
+ */
+/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
+html {
+  font-family: sans-serif;
+  -ms-text-size-adjust: 100%;
+  -webkit-text-size-adjust: 100%;
+}
+body {
+  margin: 0;
+}
+article,
+aside,
+details,
+figcaption,
+figure,
+footer,
+header,
+hgroup,
+main,
+menu,
+nav,
+section,
+summary {
+  display: block;
+}
+audio,
+canvas,
+progress,
+video {
+  display: inline-block;
+  vertical-align: baseline;
+}
+audio:not([controls]) {
+  display: none;
+  height: 0;
+}
+[hidden],
+template {
+  display: none;
+}
+a {
+  background-color: transparent;
+}
+a:active,
+a:hover {
+  outline: 0;
+}
+abbr[title] {
+  border-bottom: 1px dotted;
+}
+b,
+strong {
+  font-weight: bold;
+}
+dfn {
+  font-style: italic;
+}
+h1 {
+  font-size: 2em;
+  margin: 0.67em 0;
+}
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+  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;
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+input {
+  line-height: normal;
+}
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+input[type="radio"] {
+  box-sizing: border-box;
+  padding: 0;
+}
+input[type="number"]::-webkit-inner-spin-button,
+input[type="number"]::-webkit-outer-spin-button {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: textfield;
+  box-sizing: content-box;
+}
+input[type="search"]::-webkit-search-cancel-button,
+input[type="search"]::-webkit-search-decoration {
+  -webkit-appearance: none;
+}
+fieldset {
+  border: 1px solid #c0c0c0;
+  margin: 0 2px;
+  padding: 0.35em 0.625em 0.75em;
+}
+legend {
+  border: 0;
+  padding: 0;
+}
+textarea {
+  overflow: auto;
+}
+optgroup {
+  font-weight: bold;
+}
+table {
+  border-collapse: collapse;
+  border-spacing: 0;
+}
+td,
+th {
+  padding: 0;
+}
+/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
+@media print {
+  *,
+  *:before,
+  *:after {
+    background: transparent !important;
+    color: #000 !important;
+    box-shadow: none !important;
+    text-shadow: none !important;
+  }
+  a,
+  a:visited {
+    text-decoration: underline;
+  }
+  a[href]:after {
+    content: " (" attr(href) ")";
+  }
+  abbr[title]:after {
+    content: " (" attr(title) ")";
+  }
+  a[href^="#"]:after,
+  a[href^="javascript:"]:after {
+    content: "";
+  }
+  pre,
+  blockquote {
+    border: 1px solid #999;
+    page-break-inside: avoid;
+  }
+  thead {
+    display: table-header-group;
+  }
+  tr,
+  img {
+    page-break-inside: avoid;
+  }
+  img {
+    max-width: 100% !important;
+  }
+  p,
+  h2,
+  h3 {
+    orphans: 3;
+    widows: 3;
+  }
+  h2,
+  h3 {
+    page-break-after: avoid;
+  }
+  .navbar {
+    display: none;
+  }
+  .btn > .caret,
+  .dropup > .btn > .caret {
+    border-top-color: #000 !important;
+  }
+  .label {
+    border: 1px solid #000;
+  }
+  .table {
+    border-collapse: collapse !important;
+  }
+  .table td,
+  .table th {
+    background-color: #fff !important;
+  }
+  .table-bordered th,
+  .table-bordered td {
+    border: 1px solid #ddd !important;
+  }
+}
+@font-face {
+  font-family: 'Glyphicons Halflings';
+  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
+  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
+}
+.glyphicon {
+  position: relative;
+  top: 1px;
+  display: inline-block;
+  font-family: 'Glyphicons Halflings';
+  font-style: normal;
+  font-weight: normal;
+  line-height: 1;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+.glyphicon-asterisk:before {
+  content: "\002a";
+}
+.glyphicon-plus:before {
+  content: "\002b";
+}
+.glyphicon-euro:before,
+.glyphicon-eur:before {
+  content: "\20ac";
+}
+.glyphicon-minus:before {
+  content: "\2212";
+}
+.glyphicon-cloud:before {
+  content: "\2601";
+}
+.glyphicon-envelope:before {
+  content: "\2709";
+}
+.glyphicon-pencil:before {
+  content: "\270f";
+}
+.glyphicon-glass:before {
+  content: "\e001";
+}
+.glyphicon-music:before {
+  content: "\e002";
+}
+.glyphicon-search:before {
+  content: "\e003";
+}
+.glyphicon-heart:before {
+  content: "\e005";
+}
+.glyphicon-star:before {
+  content: "\e006";
+}
+.glyphicon-star-empty:before {
+  content: "\e007";
+}
+.glyphicon-user:before {
+  content: "\e008";
+}
+.glyphicon-film:before {
+  content: "\e009";
+}
+.glyphicon-th-large:before {
+  content: "\e010";
+}
+.glyphicon-th:before {
+  content: "\e011";
+}
+.glyphicon-th-list:before {
+  content: "\e012";
+}
+.glyphicon-ok:before {
+  content: "\e013";
+}
+.glyphicon-remove:before {
+  content: "\e014";
+}
+.glyphicon-zoom-in:before {
+  content: "\e015";
+}
+.glyphicon-zoom-out:before {
+  content: "\e016";
+}
+.glyphicon-off:before {
+  content: "\e017";
+}
+.glyphicon-signal:before {
+  content: "\e018";
+}
+.glyphicon-cog:before {
+  content: "\e019";
+}
+.glyphicon-trash:before {
+  content: "\e020";
+}
+.glyphicon-home:before {
+  content: "\e021";
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e088";
+}
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+  content: "\e089";
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e116";
+}
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+  content: "\e117";
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e215";
+}
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+}
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+  content: "\26fa";
+}
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+}
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+  content: "\e219";
+}
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+  content: "\f8ff";
+}
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+  content: "\e221";
+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e227";
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+  content: "\e227";
+}
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+  content: "\e227";
+}
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+  content: "\00a5";
+}
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+  content: "\00a5";
+}
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+}
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+  content: "\20bd";
+}
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+}
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+  content: "\e231";
+}
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+}
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+  content: "\e233";
+}
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+  content: "\e234";
+}
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+  content: "\e235";
+}
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+  content: "\e236";
+}
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+}
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+  content: "\e238";
+}
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+  content: "\e239";
+}
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+  content: "\e240";
+}
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+  content: "\e241";
+}
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+  content: "\e242";
+}
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+  content: "\e244";
+}
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+  content: "\e245";
+}
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+  content: "\e246";
+}
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+  content: "\e247";
+}
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+  content: "\e248";
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e257";
+}
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+  content: "\e258";
+}
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+  content: "\e259";
+}
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+  content: "\e260";
+}
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+  -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 {
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+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #000;
+  background-color: #fff;
+}
+input,
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+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+}
+a {
+  color: #337ab7;
+  text-decoration: none;
+}
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+  text-decoration: underline;
+}
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+  outline: thin dotted;
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+figure {
+  margin: 0;
+}
+img {
+  vertical-align: middle;
+}
+.img-responsive,
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+  display: block;
+  max-width: 100%;
+  height: auto;
+}
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+}
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+  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;
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+  max-width: 100%;
+  height: auto;
+}
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+  border-radius: 50%;
+}
+hr {
+  margin-top: 18px;
+  margin-bottom: 18px;
+  border: 0;
+  border-top: 1px solid #eeeeee;
+}
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+  position: absolute;
+  width: 1px;
+  height: 1px;
+  margin: -1px;
+  padding: 0;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
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+}
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+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+[role="button"] {
+  cursor: pointer;
+}
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+}
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+  font-size: 14px;
+  font-weight: 300;
+  line-height: 1.4;
+}
+@media (min-width: 768px) {
+  .lead {
+    font-size: 19.5px;
+  }
+}
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+}
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+  padding: .2em;
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+}
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+}
+a.text-danger:hover,
+a.text-danger:focus {
+  color: #843534;
+}
+.bg-primary {
+  color: #fff;
+  background-color: #337ab7;
+}
+a.bg-primary:hover,
+a.bg-primary:focus {
+  background-color: #286090;
+}
+.bg-success {
+  background-color: #dff0d8;
+}
+a.bg-success:hover,
+a.bg-success:focus {
+  background-color: #c1e2b3;
+}
+.bg-info {
+  background-color: #d9edf7;
+}
+a.bg-info:hover,
+a.bg-info:focus {
+  background-color: #afd9ee;
+}
+.bg-warning {
+  background-color: #fcf8e3;
+}
+a.bg-warning:hover,
+a.bg-warning:focus {
+  background-color: #f7ecb5;
+}
+.bg-danger {
+  background-color: #f2dede;
+}
+a.bg-danger:hover,
+a.bg-danger:focus {
+  background-color: #e4b9b9;
+}
+.page-header {
+  padding-bottom: 8px;
+  margin: 36px 0 18px;
+  border-bottom: 1px solid #eeeeee;
+}
+ul,
+ol {
+  margin-top: 0;
+  margin-bottom: 9px;
+}
+ul ul,
+ol ul,
+ul ol,
+ol ol {
+  margin-bottom: 0;
+}
+.list-unstyled {
+  padding-left: 0;
+  list-style: none;
+}
+.list-inline {
+  padding-left: 0;
+  list-style: none;
+  margin-left: -5px;
+}
+.list-inline > li {
+  display: inline-block;
+  padding-left: 5px;
+  padding-right: 5px;
+}
+dl {
+  margin-top: 0;
+  margin-bottom: 18px;
+}
+dt,
+dd {
+  line-height: 1.42857143;
+}
+dt {
+  font-weight: bold;
+}
+dd {
+  margin-left: 0;
+}
+@media (min-width: 541px) {
+  .dl-horizontal dt {
+    float: left;
+    width: 160px;
+    clear: left;
+    text-align: right;
+    overflow: hidden;
+    text-overflow: ellipsis;
+    white-space: nowrap;
+  }
+  .dl-horizontal dd {
+    margin-left: 180px;
+  }
+}
+abbr[title],
+abbr[data-original-title] {
+  cursor: help;
+  border-bottom: 1px dotted #777777;
+}
+.initialism {
+  font-size: 90%;
+  text-transform: uppercase;
+}
+blockquote {
+  padding: 9px 18px;
+  margin: 0 0 18px;
+  font-size: inherit;
+  border-left: 5px solid #eeeeee;
+}
+blockquote p:last-child,
+blockquote ul:last-child,
+blockquote ol:last-child {
+  margin-bottom: 0;
+}
+blockquote footer,
+blockquote small,
+blockquote .small {
+  display: block;
+  font-size: 80%;
+  line-height: 1.42857143;
+  color: #777777;
+}
+blockquote footer:before,
+blockquote small:before,
+blockquote .small:before {
+  content: '\2014 \00A0';
+}
+.blockquote-reverse,
+blockquote.pull-right {
+  padding-right: 15px;
+  padding-left: 0;
+  border-right: 5px solid #eeeeee;
+  border-left: 0;
+  text-align: right;
+}
+.blockquote-reverse footer:before,
+blockquote.pull-right footer:before,
+.blockquote-reverse small:before,
+blockquote.pull-right small:before,
+.blockquote-reverse .small:before,
+blockquote.pull-right .small:before {
+  content: '';
+}
+.blockquote-reverse footer:after,
+blockquote.pull-right footer:after,
+.blockquote-reverse small:after,
+blockquote.pull-right small:after,
+.blockquote-reverse .small:after,
+blockquote.pull-right .small:after {
+  content: '\00A0 \2014';
+}
+address {
+  margin-bottom: 18px;
+  font-style: normal;
+  line-height: 1.42857143;
+}
+code,
+kbd,
+pre,
+samp {
+  font-family: monospace;
+}
+code {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #c7254e;
+  background-color: #f9f2f4;
+  border-radius: 2px;
+}
+kbd {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #888;
+  background-color: transparent;
+  border-radius: 1px;
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+}
+kbd kbd {
+  padding: 0;
+  font-size: 100%;
+  font-weight: bold;
+  box-shadow: none;
+}
+pre {
+  display: block;
+  padding: 8.5px;
+  margin: 0 0 9px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  word-break: break-all;
+  word-wrap: break-word;
+  color: #333333;
+  background-color: #f5f5f5;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+pre code {
+  padding: 0;
+  font-size: inherit;
+  color: inherit;
+  white-space: pre-wrap;
+  background-color: transparent;
+  border-radius: 0;
+}
+.pre-scrollable {
+  max-height: 340px;
+  overflow-y: scroll;
+}
+.container {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+@media (min-width: 768px) {
+  .container {
+    width: 768px;
+  }
+}
+@media (min-width: 992px) {
+  .container {
+    width: 940px;
+  }
+}
+@media (min-width: 1200px) {
+  .container {
+    width: 1140px;
+  }
+}
+.container-fluid {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
+  position: relative;
+  min-height: 1px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
+  float: left;
+}
+.col-xs-12 {
+  width: 100%;
+}
+.col-xs-11 {
+  width: 91.66666667%;
+}
+.col-xs-10 {
+  width: 83.33333333%;
+}
+.col-xs-9 {
+  width: 75%;
+}
+.col-xs-8 {
+  width: 66.66666667%;
+}
+.col-xs-7 {
+  width: 58.33333333%;
+}
+.col-xs-6 {
+  width: 50%;
+}
+.col-xs-5 {
+  width: 41.66666667%;
+}
+.col-xs-4 {
+  width: 33.33333333%;
+}
+.col-xs-3 {
+  width: 25%;
+}
+.col-xs-2 {
+  width: 16.66666667%;
+}
+.col-xs-1 {
+  width: 8.33333333%;
+}
+.col-xs-pull-12 {
+  right: 100%;
+}
+.col-xs-pull-11 {
+  right: 91.66666667%;
+}
+.col-xs-pull-10 {
+  right: 83.33333333%;
+}
+.col-xs-pull-9 {
+  right: 75%;
+}
+.col-xs-pull-8 {
+  right: 66.66666667%;
+}
+.col-xs-pull-7 {
+  right: 58.33333333%;
+}
+.col-xs-pull-6 {
+  right: 50%;
+}
+.col-xs-pull-5 {
+  right: 41.66666667%;
+}
+.col-xs-pull-4 {
+  right: 33.33333333%;
+}
+.col-xs-pull-3 {
+  right: 25%;
+}
+.col-xs-pull-2 {
+  right: 16.66666667%;
+}
+.col-xs-pull-1 {
+  right: 8.33333333%;
+}
+.col-xs-pull-0 {
+  right: auto;
+}
+.col-xs-push-12 {
+  left: 100%;
+}
+.col-xs-push-11 {
+  left: 91.66666667%;
+}
+.col-xs-push-10 {
+  left: 83.33333333%;
+}
+.col-xs-push-9 {
+  left: 75%;
+}
+.col-xs-push-8 {
+  left: 66.66666667%;
+}
+.col-xs-push-7 {
+  left: 58.33333333%;
+}
+.col-xs-push-6 {
+  left: 50%;
+}
+.col-xs-push-5 {
+  left: 41.66666667%;
+}
+.col-xs-push-4 {
+  left: 33.33333333%;
+}
+.col-xs-push-3 {
+  left: 25%;
+}
+.col-xs-push-2 {
+  left: 16.66666667%;
+}
+.col-xs-push-1 {
+  left: 8.33333333%;
+}
+.col-xs-push-0 {
+  left: auto;
+}
+.col-xs-offset-12 {
+  margin-left: 100%;
+}
+.col-xs-offset-11 {
+  margin-left: 91.66666667%;
+}
+.col-xs-offset-10 {
+  margin-left: 83.33333333%;
+}
+.col-xs-offset-9 {
+  margin-left: 75%;
+}
+.col-xs-offset-8 {
+  margin-left: 66.66666667%;
+}
+.col-xs-offset-7 {
+  margin-left: 58.33333333%;
+}
+.col-xs-offset-6 {
+  margin-left: 50%;
+}
+.col-xs-offset-5 {
+  margin-left: 41.66666667%;
+}
+.col-xs-offset-4 {
+  margin-left: 33.33333333%;
+}
+.col-xs-offset-3 {
+  margin-left: 25%;
+}
+.col-xs-offset-2 {
+  margin-left: 16.66666667%;
+}
+.col-xs-offset-1 {
+  margin-left: 8.33333333%;
+}
+.col-xs-offset-0 {
+  margin-left: 0%;
+}
+@media (min-width: 768px) {
+  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
+    float: left;
+  }
+  .col-sm-12 {
+    width: 100%;
+  }
+  .col-sm-11 {
+    width: 91.66666667%;
+  }
+  .col-sm-10 {
+    width: 83.33333333%;
+  }
+  .col-sm-9 {
+    width: 75%;
+  }
+  .col-sm-8 {
+    width: 66.66666667%;
+  }
+  .col-sm-7 {
+    width: 58.33333333%;
+  }
+  .col-sm-6 {
+    width: 50%;
+  }
+  .col-sm-5 {
+    width: 41.66666667%;
+  }
+  .col-sm-4 {
+    width: 33.33333333%;
+  }
+  .col-sm-3 {
+    width: 25%;
+  }
+  .col-sm-2 {
+    width: 16.66666667%;
+  }
+  .col-sm-1 {
+    width: 8.33333333%;
+  }
+  .col-sm-pull-12 {
+    right: 100%;
+  }
+  .col-sm-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-sm-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-sm-pull-9 {
+    right: 75%;
+  }
+  .col-sm-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-sm-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-sm-pull-6 {
+    right: 50%;
+  }
+  .col-sm-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-sm-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-sm-pull-3 {
+    right: 25%;
+  }
+  .col-sm-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-sm-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-sm-pull-0 {
+    right: auto;
+  }
+  .col-sm-push-12 {
+    left: 100%;
+  }
+  .col-sm-push-11 {
+    left: 91.66666667%;
+  }
+  .col-sm-push-10 {
+    left: 83.33333333%;
+  }
+  .col-sm-push-9 {
+    left: 75%;
+  }
+  .col-sm-push-8 {
+    left: 66.66666667%;
+  }
+  .col-sm-push-7 {
+    left: 58.33333333%;
+  }
+  .col-sm-push-6 {
+    left: 50%;
+  }
+  .col-sm-push-5 {
+    left: 41.66666667%;
+  }
+  .col-sm-push-4 {
+    left: 33.33333333%;
+  }
+  .col-sm-push-3 {
+    left: 25%;
+  }
+  .col-sm-push-2 {
+    left: 16.66666667%;
+  }
+  .col-sm-push-1 {
+    left: 8.33333333%;
+  }
+  .col-sm-push-0 {
+    left: auto;
+  }
+  .col-sm-offset-12 {
+    margin-left: 100%;
+  }
+  .col-sm-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-sm-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-sm-offset-9 {
+    margin-left: 75%;
+  }
+  .col-sm-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-sm-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-sm-offset-6 {
+    margin-left: 50%;
+  }
+  .col-sm-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-sm-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-sm-offset-3 {
+    margin-left: 25%;
+  }
+  .col-sm-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-sm-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-sm-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 992px) {
+  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
+    float: left;
+  }
+  .col-md-12 {
+    width: 100%;
+  }
+  .col-md-11 {
+    width: 91.66666667%;
+  }
+  .col-md-10 {
+    width: 83.33333333%;
+  }
+  .col-md-9 {
+    width: 75%;
+  }
+  .col-md-8 {
+    width: 66.66666667%;
+  }
+  .col-md-7 {
+    width: 58.33333333%;
+  }
+  .col-md-6 {
+    width: 50%;
+  }
+  .col-md-5 {
+    width: 41.66666667%;
+  }
+  .col-md-4 {
+    width: 33.33333333%;
+  }
+  .col-md-3 {
+    width: 25%;
+  }
+  .col-md-2 {
+    width: 16.66666667%;
+  }
+  .col-md-1 {
+    width: 8.33333333%;
+  }
+  .col-md-pull-12 {
+    right: 100%;
+  }
+  .col-md-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-md-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-md-pull-9 {
+    right: 75%;
+  }
+  .col-md-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-md-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-md-pull-6 {
+    right: 50%;
+  }
+  .col-md-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-md-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-md-pull-3 {
+    right: 25%;
+  }
+  .col-md-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-md-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-md-pull-0 {
+    right: auto;
+  }
+  .col-md-push-12 {
+    left: 100%;
+  }
+  .col-md-push-11 {
+    left: 91.66666667%;
+  }
+  .col-md-push-10 {
+    left: 83.33333333%;
+  }
+  .col-md-push-9 {
+    left: 75%;
+  }
+  .col-md-push-8 {
+    left: 66.66666667%;
+  }
+  .col-md-push-7 {
+    left: 58.33333333%;
+  }
+  .col-md-push-6 {
+    left: 50%;
+  }
+  .col-md-push-5 {
+    left: 41.66666667%;
+  }
+  .col-md-push-4 {
+    left: 33.33333333%;
+  }
+  .col-md-push-3 {
+    left: 25%;
+  }
+  .col-md-push-2 {
+    left: 16.66666667%;
+  }
+  .col-md-push-1 {
+    left: 8.33333333%;
+  }
+  .col-md-push-0 {
+    left: auto;
+  }
+  .col-md-offset-12 {
+    margin-left: 100%;
+  }
+  .col-md-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-md-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-md-offset-9 {
+    margin-left: 75%;
+  }
+  .col-md-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-md-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-md-offset-6 {
+    margin-left: 50%;
+  }
+  .col-md-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-md-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-md-offset-3 {
+    margin-left: 25%;
+  }
+  .col-md-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-md-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-md-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 1200px) {
+  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
+    float: left;
+  }
+  .col-lg-12 {
+    width: 100%;
+  }
+  .col-lg-11 {
+    width: 91.66666667%;
+  }
+  .col-lg-10 {
+    width: 83.33333333%;
+  }
+  .col-lg-9 {
+    width: 75%;
+  }
+  .col-lg-8 {
+    width: 66.66666667%;
+  }
+  .col-lg-7 {
+    width: 58.33333333%;
+  }
+  .col-lg-6 {
+    width: 50%;
+  }
+  .col-lg-5 {
+    width: 41.66666667%;
+  }
+  .col-lg-4 {
+    width: 33.33333333%;
+  }
+  .col-lg-3 {
+    width: 25%;
+  }
+  .col-lg-2 {
+    width: 16.66666667%;
+  }
+  .col-lg-1 {
+    width: 8.33333333%;
+  }
+  .col-lg-pull-12 {
+    right: 100%;
+  }
+  .col-lg-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-lg-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-lg-pull-9 {
+    right: 75%;
+  }
+  .col-lg-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-lg-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-lg-pull-6 {
+    right: 50%;
+  }
+  .col-lg-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-lg-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-lg-pull-3 {
+    right: 25%;
+  }
+  .col-lg-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-lg-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-lg-pull-0 {
+    right: auto;
+  }
+  .col-lg-push-12 {
+    left: 100%;
+  }
+  .col-lg-push-11 {
+    left: 91.66666667%;
+  }
+  .col-lg-push-10 {
+    left: 83.33333333%;
+  }
+  .col-lg-push-9 {
+    left: 75%;
+  }
+  .col-lg-push-8 {
+    left: 66.66666667%;
+  }
+  .col-lg-push-7 {
+    left: 58.33333333%;
+  }
+  .col-lg-push-6 {
+    left: 50%;
+  }
+  .col-lg-push-5 {
+    left: 41.66666667%;
+  }
+  .col-lg-push-4 {
+    left: 33.33333333%;
+  }
+  .col-lg-push-3 {
+    left: 25%;
+  }
+  .col-lg-push-2 {
+    left: 16.66666667%;
+  }
+  .col-lg-push-1 {
+    left: 8.33333333%;
+  }
+  .col-lg-push-0 {
+    left: auto;
+  }
+  .col-lg-offset-12 {
+    margin-left: 100%;
+  }
+  .col-lg-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-lg-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-lg-offset-9 {
+    margin-left: 75%;
+  }
+  .col-lg-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-lg-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-lg-offset-6 {
+    margin-left: 50%;
+  }
+  .col-lg-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-lg-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-lg-offset-3 {
+    margin-left: 25%;
+  }
+  .col-lg-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-lg-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-lg-offset-0 {
+    margin-left: 0%;
+  }
+}
+table {
+  background-color: transparent;
+}
+caption {
+  padding-top: 8px;
+  padding-bottom: 8px;
+  color: #777777;
+  text-align: left;
+}
+th {
+  text-align: left;
+}
+.table {
+  width: 100%;
+  max-width: 100%;
+  margin-bottom: 18px;
+}
+.table > thead > tr > th,
+.table > tbody > tr > th,
+.table > tfoot > tr > th,
+.table > thead > tr > td,
+.table > tbody > tr > td,
+.table > tfoot > tr > td {
+  padding: 8px;
+  line-height: 1.42857143;
+  vertical-align: top;
+  border-top: 1px solid #ddd;
+}
+.table > thead > tr > th {
+  vertical-align: bottom;
+  border-bottom: 2px solid #ddd;
+}
+.table > caption + thead > tr:first-child > th,
+.table > colgroup + thead > tr:first-child > th,
+.table > thead:first-child > tr:first-child > th,
+.table > caption + thead > tr:first-child > td,
+.table > colgroup + thead > tr:first-child > td,
+.table > thead:first-child > tr:first-child > td {
+  border-top: 0;
+}
+.table > tbody + tbody {
+  border-top: 2px solid #ddd;
+}
+.table .table {
+  background-color: #fff;
+}
+.table-condensed > thead > tr > th,
+.table-condensed > tbody > tr > th,
+.table-condensed > tfoot > tr > th,
+.table-condensed > thead > tr > td,
+.table-condensed > tbody > tr > td,
+.table-condensed > tfoot > tr > td {
+  padding: 5px;
+}
+.table-bordered {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > tbody > tr > th,
+.table-bordered > tfoot > tr > th,
+.table-bordered > thead > tr > td,
+.table-bordered > tbody > tr > td,
+.table-bordered > tfoot > tr > td {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > thead > tr > td {
+  border-bottom-width: 2px;
+}
+.table-striped > tbody > tr:nth-of-type(odd) {
+  background-color: #f9f9f9;
+}
+.table-hover > tbody > tr:hover {
+  background-color: #f5f5f5;
+}
+table col[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-column;
+}
+table td[class*="col-"],
+table th[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-cell;
+}
+.table > thead > tr > td.active,
+.table > tbody > tr > td.active,
+.table > tfoot > tr > td.active,
+.table > thead > tr > th.active,
+.table > tbody > tr > th.active,
+.table > tfoot > tr > th.active,
+.table > thead > tr.active > td,
+.table > tbody > tr.active > td,
+.table > tfoot > tr.active > td,
+.table > thead > tr.active > th,
+.table > tbody > tr.active > th,
+.table > tfoot > tr.active > th {
+  background-color: #f5f5f5;
+}
+.table-hover > tbody > tr > td.active:hover,
+.table-hover > tbody > tr > th.active:hover,
+.table-hover > tbody > tr.active:hover > td,
+.table-hover > tbody > tr:hover > .active,
+.table-hover > tbody > tr.active:hover > th {
+  background-color: #e8e8e8;
+}
+.table > thead > tr > td.success,
+.table > tbody > tr > td.success,
+.table > tfoot > tr > td.success,
+.table > thead > tr > th.success,
+.table > tbody > tr > th.success,
+.table > tfoot > tr > th.success,
+.table > thead > tr.success > td,
+.table > tbody > tr.success > td,
+.table > tfoot > tr.success > td,
+.table > thead > tr.success > th,
+.table > tbody > tr.success > th,
+.table > tfoot > tr.success > th {
+  background-color: #dff0d8;
+}
+.table-hover > tbody > tr > td.success:hover,
+.table-hover > tbody > tr > th.success:hover,
+.table-hover > tbody > tr.success:hover > td,
+.table-hover > tbody > tr:hover > .success,
+.table-hover > tbody > tr.success:hover > th {
+  background-color: #d0e9c6;
+}
+.table > thead > tr > td.info,
+.table > tbody > tr > td.info,
+.table > tfoot > tr > td.info,
+.table > thead > tr > th.info,
+.table > tbody > tr > th.info,
+.table > tfoot > tr > th.info,
+.table > thead > tr.info > td,
+.table > tbody > tr.info > td,
+.table > tfoot > tr.info > td,
+.table > thead > tr.info > th,
+.table > tbody > tr.info > th,
+.table > tfoot > tr.info > th {
+  background-color: #d9edf7;
+}
+.table-hover > tbody > tr > td.info:hover,
+.table-hover > tbody > tr > th.info:hover,
+.table-hover > tbody > tr.info:hover > td,
+.table-hover > tbody > tr:hover > .info,
+.table-hover > tbody > tr.info:hover > th {
+  background-color: #c4e3f3;
+}
+.table > thead > tr > td.warning,
+.table > tbody > tr > td.warning,
+.table > tfoot > tr > td.warning,
+.table > thead > tr > th.warning,
+.table > tbody > tr > th.warning,
+.table > tfoot > tr > th.warning,
+.table > thead > tr.warning > td,
+.table > tbody > tr.warning > td,
+.table > tfoot > tr.warning > td,
+.table > thead > tr.warning > th,
+.table > tbody > tr.warning > th,
+.table > tfoot > tr.warning > th {
+  background-color: #fcf8e3;
+}
+.table-hover > tbody > tr > td.warning:hover,
+.table-hover > tbody > tr > th.warning:hover,
+.table-hover > tbody > tr.warning:hover > td,
+.table-hover > tbody > tr:hover > .warning,
+.table-hover > tbody > tr.warning:hover > th {
+  background-color: #faf2cc;
+}
+.table > thead > tr > td.danger,
+.table > tbody > tr > td.danger,
+.table > tfoot > tr > td.danger,
+.table > thead > tr > th.danger,
+.table > tbody > tr > th.danger,
+.table > tfoot > tr > th.danger,
+.table > thead > tr.danger > td,
+.table > tbody > tr.danger > td,
+.table > tfoot > tr.danger > td,
+.table > thead > tr.danger > th,
+.table > tbody > tr.danger > th,
+.table > tfoot > tr.danger > th {
+  background-color: #f2dede;
+}
+.table-hover > tbody > tr > td.danger:hover,
+.table-hover > tbody > tr > th.danger:hover,
+.table-hover > tbody > tr.danger:hover > td,
+.table-hover > tbody > tr:hover > .danger,
+.table-hover > tbody > tr.danger:hover > th {
+  background-color: #ebcccc;
+}
+.table-responsive {
+  overflow-x: auto;
+  min-height: 0.01%;
+}
+@media screen and (max-width: 767px) {
+  .table-responsive {
+    width: 100%;
+    margin-bottom: 13.5px;
+    overflow-y: hidden;
+    -ms-overflow-style: -ms-autohiding-scrollbar;
+    border: 1px solid #ddd;
+  }
+  .table-responsive > .table {
+    margin-bottom: 0;
+  }
+  .table-responsive > .table > thead > tr > th,
+  .table-responsive > .table > tbody > tr > th,
+  .table-responsive > .table > tfoot > tr > th,
+  .table-responsive > .table > thead > tr > td,
+  .table-responsive > .table > tbody > tr > td,
+  .table-responsive > .table > tfoot > tr > td {
+    white-space: nowrap;
+  }
+  .table-responsive > .table-bordered {
+    border: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:first-child,
+  .table-responsive > .table-bordered > tbody > tr > th:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+  .table-responsive > .table-bordered > thead > tr > td:first-child,
+  .table-responsive > .table-bordered > tbody > tr > td:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+    border-left: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:last-child,
+  .table-responsive > .table-bordered > tbody > tr > th:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+  .table-responsive > .table-bordered > thead > tr > td:last-child,
+  .table-responsive > .table-bordered > tbody > tr > td:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+    border-right: 0;
+  }
+  .table-responsive > .table-bordered > tbody > tr:last-child > th,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
+  .table-responsive > .table-bordered > tbody > tr:last-child > td,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
+    border-bottom: 0;
+  }
+}
+fieldset {
+  padding: 0;
+  margin: 0;
+  border: 0;
+  min-width: 0;
+}
+legend {
+  display: block;
+  width: 100%;
+  padding: 0;
+  margin-bottom: 18px;
+  font-size: 19.5px;
+  line-height: inherit;
+  color: #333333;
+  border: 0;
+  border-bottom: 1px solid #e5e5e5;
+}
+label {
+  display: inline-block;
+  max-width: 100%;
+  margin-bottom: 5px;
+  font-weight: bold;
+}
+input[type="search"] {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+input[type="radio"],
+input[type="checkbox"] {
+  margin: 4px 0 0;
+  margin-top: 1px \9;
+  line-height: normal;
+}
+input[type="file"] {
+  display: block;
+}
+input[type="range"] {
+  display: block;
+  width: 100%;
+}
+select[multiple],
+select[size] {
+  height: auto;
+}
+input[type="file"]:focus,
+input[type="radio"]:focus,
+input[type="checkbox"]:focus {
+  outline: thin dotted;
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+output {
+  display: block;
+  padding-top: 7px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+}
+.form-control {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+}
+.form-control:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.form-control::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.form-control:-ms-input-placeholder {
+  color: #999;
+}
+.form-control::-webkit-input-placeholder {
+  color: #999;
+}
+.form-control::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.form-control[disabled],
+.form-control[readonly],
+fieldset[disabled] .form-control {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.form-control[disabled],
+fieldset[disabled] .form-control {
+  cursor: not-allowed;
+}
+textarea.form-control {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: none;
+}
+@media screen and (-webkit-min-device-pixel-ratio: 0) {
+  input[type="date"].form-control,
+  input[type="time"].form-control,
+  input[type="datetime-local"].form-control,
+  input[type="month"].form-control {
+    line-height: 32px;
+  }
+  input[type="date"].input-sm,
+  input[type="time"].input-sm,
+  input[type="datetime-local"].input-sm,
+  input[type="month"].input-sm,
+  .input-group-sm input[type="date"],
+  .input-group-sm input[type="time"],
+  .input-group-sm input[type="datetime-local"],
+  .input-group-sm input[type="month"] {
+    line-height: 30px;
+  }
+  input[type="date"].input-lg,
+  input[type="time"].input-lg,
+  input[type="datetime-local"].input-lg,
+  input[type="month"].input-lg,
+  .input-group-lg input[type="date"],
+  .input-group-lg input[type="time"],
+  .input-group-lg input[type="datetime-local"],
+  .input-group-lg input[type="month"] {
+    line-height: 45px;
+  }
+}
+.form-group {
+  margin-bottom: 15px;
+}
+.radio,
+.checkbox {
+  position: relative;
+  display: block;
+  margin-top: 10px;
+  margin-bottom: 10px;
+}
+.radio label,
+.checkbox label {
+  min-height: 18px;
+  padding-left: 20px;
+  margin-bottom: 0;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio input[type="radio"],
+.radio-inline input[type="radio"],
+.checkbox input[type="checkbox"],
+.checkbox-inline input[type="checkbox"] {
+  position: absolute;
+  margin-left: -20px;
+  margin-top: 4px \9;
+}
+.radio + .radio,
+.checkbox + .checkbox {
+  margin-top: -5px;
+}
+.radio-inline,
+.checkbox-inline {
+  position: relative;
+  display: inline-block;
+  padding-left: 20px;
+  margin-bottom: 0;
+  vertical-align: middle;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio-inline + .radio-inline,
+.checkbox-inline + .checkbox-inline {
+  margin-top: 0;
+  margin-left: 10px;
+}
+input[type="radio"][disabled],
+input[type="checkbox"][disabled],
+input[type="radio"].disabled,
+input[type="checkbox"].disabled,
+fieldset[disabled] input[type="radio"],
+fieldset[disabled] input[type="checkbox"] {
+  cursor: not-allowed;
+}
+.radio-inline.disabled,
+.checkbox-inline.disabled,
+fieldset[disabled] .radio-inline,
+fieldset[disabled] .checkbox-inline {
+  cursor: not-allowed;
+}
+.radio.disabled label,
+.checkbox.disabled label,
+fieldset[disabled] .radio label,
+fieldset[disabled] .checkbox label {
+  cursor: not-allowed;
+}
+.form-control-static {
+  padding-top: 7px;
+  padding-bottom: 7px;
+  margin-bottom: 0;
+  min-height: 31px;
+}
+.form-control-static.input-lg,
+.form-control-static.input-sm {
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-sm {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-sm {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-sm,
+select[multiple].input-sm {
+  height: auto;
+}
+.form-group-sm .form-control {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.form-group-sm select.form-control {
+  height: 30px;
+  line-height: 30px;
+}
+.form-group-sm textarea.form-control,
+.form-group-sm select[multiple].form-control {
+  height: auto;
+}
+.form-group-sm .form-control-static {
+  height: 30px;
+  min-height: 30px;
+  padding: 6px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.input-lg {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-lg {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-lg,
+select[multiple].input-lg {
+  height: auto;
+}
+.form-group-lg .form-control {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.form-group-lg select.form-control {
+  height: 45px;
+  line-height: 45px;
+}
+.form-group-lg textarea.form-control,
+.form-group-lg select[multiple].form-control {
+  height: auto;
+}
+.form-group-lg .form-control-static {
+  height: 45px;
+  min-height: 35px;
+  padding: 11px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.has-feedback {
+  position: relative;
+}
+.has-feedback .form-control {
+  padding-right: 40px;
+}
+.form-control-feedback {
+  position: absolute;
+  top: 0;
+  right: 0;
+  z-index: 2;
+  display: block;
+  width: 32px;
+  height: 32px;
+  line-height: 32px;
+  text-align: center;
+  pointer-events: none;
+}
+.input-lg + .form-control-feedback,
+.input-group-lg + .form-control-feedback,
+.form-group-lg .form-control + .form-control-feedback {
+  width: 45px;
+  height: 45px;
+  line-height: 45px;
+}
+.input-sm + .form-control-feedback,
+.input-group-sm + .form-control-feedback,
+.form-group-sm .form-control + .form-control-feedback {
+  width: 30px;
+  height: 30px;
+  line-height: 30px;
+}
+.has-success .help-block,
+.has-success .control-label,
+.has-success .radio,
+.has-success .checkbox,
+.has-success .radio-inline,
+.has-success .checkbox-inline,
+.has-success.radio label,
+.has-success.checkbox label,
+.has-success.radio-inline label,
+.has-success.checkbox-inline label {
+  color: #3c763d;
+}
+.has-success .form-control {
+  border-color: #3c763d;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-success .form-control:focus {
+  border-color: #2b542c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+}
+.has-success .input-group-addon {
+  color: #3c763d;
+  border-color: #3c763d;
+  background-color: #dff0d8;
+}
+.has-success .form-control-feedback {
+  color: #3c763d;
+}
+.has-warning .help-block,
+.has-warning .control-label,
+.has-warning .radio,
+.has-warning .checkbox,
+.has-warning .radio-inline,
+.has-warning .checkbox-inline,
+.has-warning.radio label,
+.has-warning.checkbox label,
+.has-warning.radio-inline label,
+.has-warning.checkbox-inline label {
+  color: #8a6d3b;
+}
+.has-warning .form-control {
+  border-color: #8a6d3b;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-warning .form-control:focus {
+  border-color: #66512c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+}
+.has-warning .input-group-addon {
+  color: #8a6d3b;
+  border-color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+.has-warning .form-control-feedback {
+  color: #8a6d3b;
+}
+.has-error .help-block,
+.has-error .control-label,
+.has-error .radio,
+.has-error .checkbox,
+.has-error .radio-inline,
+.has-error .checkbox-inline,
+.has-error.radio label,
+.has-error.checkbox label,
+.has-error.radio-inline label,
+.has-error.checkbox-inline label {
+  color: #a94442;
+}
+.has-error .form-control {
+  border-color: #a94442;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-error .form-control:focus {
+  border-color: #843534;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+}
+.has-error .input-group-addon {
+  color: #a94442;
+  border-color: #a94442;
+  background-color: #f2dede;
+}
+.has-error .form-control-feedback {
+  color: #a94442;
+}
+.has-feedback label ~ .form-control-feedback {
+  top: 23px;
+}
+.has-feedback label.sr-only ~ .form-control-feedback {
+  top: 0;
+}
+.help-block {
+  display: block;
+  margin-top: 5px;
+  margin-bottom: 10px;
+  color: #404040;
+}
+@media (min-width: 768px) {
+  .form-inline .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .form-inline .form-control-static {
+    display: inline-block;
+  }
+  .form-inline .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .form-inline .input-group .input-group-addon,
+  .form-inline .input-group .input-group-btn,
+  .form-inline .input-group .form-control {
+    width: auto;
+  }
+  .form-inline .input-group > .form-control {
+    width: 100%;
+  }
+  .form-inline .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio,
+  .form-inline .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio label,
+  .form-inline .checkbox label {
+    padding-left: 0;
+  }
+  .form-inline .radio input[type="radio"],
+  .form-inline .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .form-inline .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox,
+.form-horizontal .radio-inline,
+.form-horizontal .checkbox-inline {
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-top: 7px;
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox {
+  min-height: 25px;
+}
+.form-horizontal .form-group {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .control-label {
+    text-align: right;
+    margin-bottom: 0;
+    padding-top: 7px;
+  }
+}
+.form-horizontal .has-feedback .form-control-feedback {
+  right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-lg .control-label {
+    padding-top: 11px;
+    font-size: 17px;
+  }
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-sm .control-label {
+    padding-top: 6px;
+    font-size: 12px;
+  }
+}
+.btn {
+  display: inline-block;
+  margin-bottom: 0;
+  font-weight: normal;
+  text-align: center;
+  vertical-align: middle;
+  touch-action: manipulation;
+  cursor: pointer;
+  background-image: none;
+  border: 1px solid transparent;
+  white-space: nowrap;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  border-radius: 2px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+.btn:focus,
+.btn:active:focus,
+.btn.active:focus,
+.btn.focus,
+.btn:active.focus,
+.btn.active.focus {
+  outline: thin dotted;
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+.btn:hover,
+.btn:focus,
+.btn.focus {
+  color: #333;
+  text-decoration: none;
+}
+.btn:active,
+.btn.active {
+  outline: 0;
+  background-image: none;
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn.disabled,
+.btn[disabled],
+fieldset[disabled] .btn {
+  cursor: not-allowed;
+  opacity: 0.65;
+  filter: alpha(opacity=65);
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+a.btn.disabled,
+fieldset[disabled] a.btn {
+  pointer-events: none;
+}
+.btn-default {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default:focus,
+.btn-default.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.btn-default:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active:hover,
+.btn-default.active:hover,
+.open > .dropdown-toggle.btn-default:hover,
+.btn-default:active:focus,
+.btn-default.active:focus,
+.open > .dropdown-toggle.btn-default:focus,
+.btn-default:active.focus,
+.btn-default.active.focus,
+.open > .dropdown-toggle.btn-default.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  background-image: none;
+}
+.btn-default.disabled:hover,
+.btn-default[disabled]:hover,
+fieldset[disabled] .btn-default:hover,
+.btn-default.disabled:focus,
+.btn-default[disabled]:focus,
+fieldset[disabled] .btn-default:focus,
+.btn-default.disabled.focus,
+.btn-default[disabled].focus,
+fieldset[disabled] .btn-default.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default .badge {
+  color: #fff;
+  background-color: #333;
+}
+.btn-primary {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary:focus,
+.btn-primary.focus {
+  color: #fff;
+  background-color: #286090;
+  border-color: #122b40;
+}
+.btn-primary:hover {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active:hover,
+.btn-primary.active:hover,
+.open > .dropdown-toggle.btn-primary:hover,
+.btn-primary:active:focus,
+.btn-primary.active:focus,
+.open > .dropdown-toggle.btn-primary:focus,
+.btn-primary:active.focus,
+.btn-primary.active.focus,
+.open > .dropdown-toggle.btn-primary.focus {
+  color: #fff;
+  background-color: #204d74;
+  border-color: #122b40;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  background-image: none;
+}
+.btn-primary.disabled:hover,
+.btn-primary[disabled]:hover,
+fieldset[disabled] .btn-primary:hover,
+.btn-primary.disabled:focus,
+.btn-primary[disabled]:focus,
+fieldset[disabled] .btn-primary:focus,
+.btn-primary.disabled.focus,
+.btn-primary[disabled].focus,
+fieldset[disabled] .btn-primary.focus {
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.btn-success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success:focus,
+.btn-success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.btn-success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active:hover,
+.btn-success.active:hover,
+.open > .dropdown-toggle.btn-success:hover,
+.btn-success:active:focus,
+.btn-success.active:focus,
+.open > .dropdown-toggle.btn-success:focus,
+.btn-success:active.focus,
+.btn-success.active.focus,
+.open > .dropdown-toggle.btn-success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  background-image: none;
+}
+.btn-success.disabled:hover,
+.btn-success[disabled]:hover,
+fieldset[disabled] .btn-success:hover,
+.btn-success.disabled:focus,
+.btn-success[disabled]:focus,
+fieldset[disabled] .btn-success:focus,
+.btn-success.disabled.focus,
+.btn-success[disabled].focus,
+fieldset[disabled] .btn-success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.btn-info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info:focus,
+.btn-info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.btn-info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active:hover,
+.btn-info.active:hover,
+.open > .dropdown-toggle.btn-info:hover,
+.btn-info:active:focus,
+.btn-info.active:focus,
+.open > .dropdown-toggle.btn-info:focus,
+.btn-info:active.focus,
+.btn-info.active.focus,
+.open > .dropdown-toggle.btn-info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  background-image: none;
+}
+.btn-info.disabled:hover,
+.btn-info[disabled]:hover,
+fieldset[disabled] .btn-info:hover,
+.btn-info.disabled:focus,
+.btn-info[disabled]:focus,
+fieldset[disabled] .btn-info:focus,
+.btn-info.disabled.focus,
+.btn-info[disabled].focus,
+fieldset[disabled] .btn-info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.btn-warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning:focus,
+.btn-warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.btn-warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active:hover,
+.btn-warning.active:hover,
+.open > .dropdown-toggle.btn-warning:hover,
+.btn-warning:active:focus,
+.btn-warning.active:focus,
+.open > .dropdown-toggle.btn-warning:focus,
+.btn-warning:active.focus,
+.btn-warning.active.focus,
+.open > .dropdown-toggle.btn-warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  background-image: none;
+}
+.btn-warning.disabled:hover,
+.btn-warning[disabled]:hover,
+fieldset[disabled] .btn-warning:hover,
+.btn-warning.disabled:focus,
+.btn-warning[disabled]:focus,
+fieldset[disabled] .btn-warning:focus,
+.btn-warning.disabled.focus,
+.btn-warning[disabled].focus,
+fieldset[disabled] .btn-warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.btn-danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger:focus,
+.btn-danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.btn-danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active:hover,
+.btn-danger.active:hover,
+.open > .dropdown-toggle.btn-danger:hover,
+.btn-danger:active:focus,
+.btn-danger.active:focus,
+.open > .dropdown-toggle.btn-danger:focus,
+.btn-danger:active.focus,
+.btn-danger.active.focus,
+.open > .dropdown-toggle.btn-danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  background-image: none;
+}
+.btn-danger.disabled:hover,
+.btn-danger[disabled]:hover,
+fieldset[disabled] .btn-danger:hover,
+.btn-danger.disabled:focus,
+.btn-danger[disabled]:focus,
+fieldset[disabled] .btn-danger:focus,
+.btn-danger.disabled.focus,
+.btn-danger[disabled].focus,
+fieldset[disabled] .btn-danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+.btn-link {
+  color: #337ab7;
+  font-weight: normal;
+  border-radius: 0;
+}
+.btn-link,
+.btn-link:active,
+.btn-link.active,
+.btn-link[disabled],
+fieldset[disabled] .btn-link {
+  background-color: transparent;
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn-link,
+.btn-link:hover,
+.btn-link:focus,
+.btn-link:active {
+  border-color: transparent;
+}
+.btn-link:hover,
+.btn-link:focus {
+  color: #23527c;
+  text-decoration: underline;
+  background-color: transparent;
+}
+.btn-link[disabled]:hover,
+fieldset[disabled] .btn-link:hover,
+.btn-link[disabled]:focus,
+fieldset[disabled] .btn-link:focus {
+  color: #777777;
+  text-decoration: none;
+}
+.btn-lg,
+.btn-group-lg > .btn {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.btn-sm,
+.btn-group-sm > .btn {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-xs,
+.btn-group-xs > .btn {
+  padding: 1px 5px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-block {
+  display: block;
+  width: 100%;
+}
+.btn-block + .btn-block {
+  margin-top: 5px;
+}
+input[type="submit"].btn-block,
+input[type="reset"].btn-block,
+input[type="button"].btn-block {
+  width: 100%;
+}
+.fade {
+  opacity: 0;
+  -webkit-transition: opacity 0.15s linear;
+  -o-transition: opacity 0.15s linear;
+  transition: opacity 0.15s linear;
+}
+.fade.in {
+  opacity: 1;
+}
+.collapse {
+  display: none;
+}
+.collapse.in {
+  display: block;
+}
+tr.collapse.in {
+  display: table-row;
+}
+tbody.collapse.in {
+  display: table-row-group;
+}
+.collapsing {
+  position: relative;
+  height: 0;
+  overflow: hidden;
+  -webkit-transition-property: height, visibility;
+  transition-property: height, visibility;
+  -webkit-transition-duration: 0.35s;
+  transition-duration: 0.35s;
+  -webkit-transition-timing-function: ease;
+  transition-timing-function: ease;
+}
+.caret {
+  display: inline-block;
+  width: 0;
+  height: 0;
+  margin-left: 2px;
+  vertical-align: middle;
+  border-top: 4px dashed;
+  border-top: 4px solid \9;
+  border-right: 4px solid transparent;
+  border-left: 4px solid transparent;
+}
+.dropup,
+.dropdown {
+  position: relative;
+}
+.dropdown-toggle:focus {
+  outline: 0;
+}
+.dropdown-menu {
+  position: absolute;
+  top: 100%;
+  left: 0;
+  z-index: 1000;
+  display: none;
+  float: left;
+  min-width: 160px;
+  padding: 5px 0;
+  margin: 2px 0 0;
+  list-style: none;
+  font-size: 13px;
+  text-align: left;
+  background-color: #fff;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.15);
+  border-radius: 2px;
+  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  background-clip: padding-box;
+}
+.dropdown-menu.pull-right {
+  right: 0;
+  left: auto;
+}
+.dropdown-menu .divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.dropdown-menu > li > a {
+  display: block;
+  padding: 3px 20px;
+  clear: both;
+  font-weight: normal;
+  line-height: 1.42857143;
+  color: #333333;
+  white-space: nowrap;
+}
+.dropdown-menu > li > a:hover,
+.dropdown-menu > li > a:focus {
+  text-decoration: none;
+  color: #262626;
+  background-color: #f5f5f5;
+}
+.dropdown-menu > .active > a,
+.dropdown-menu > .active > a:hover,
+.dropdown-menu > .active > a:focus {
+  color: #fff;
+  text-decoration: none;
+  outline: 0;
+  background-color: #337ab7;
+}
+.dropdown-menu > .disabled > a,
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  color: #777777;
+}
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  text-decoration: none;
+  background-color: transparent;
+  background-image: none;
+  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
+  cursor: not-allowed;
+}
+.open > .dropdown-menu {
+  display: block;
+}
+.open > a {
+  outline: 0;
+}
+.dropdown-menu-right {
+  left: auto;
+  right: 0;
+}
+.dropdown-menu-left {
+  left: 0;
+  right: auto;
+}
+.dropdown-header {
+  display: block;
+  padding: 3px 20px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  color: #777777;
+  white-space: nowrap;
+}
+.dropdown-backdrop {
+  position: fixed;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  top: 0;
+  z-index: 990;
+}
+.pull-right > .dropdown-menu {
+  right: 0;
+  left: auto;
+}
+.dropup .caret,
+.navbar-fixed-bottom .dropdown .caret {
+  border-top: 0;
+  border-bottom: 4px dashed;
+  border-bottom: 4px solid \9;
+  content: "";
+}
+.dropup .dropdown-menu,
+.navbar-fixed-bottom .dropdown .dropdown-menu {
+  top: auto;
+  bottom: 100%;
+  margin-bottom: 2px;
+}
+@media (min-width: 541px) {
+  .navbar-right .dropdown-menu {
+    left: auto;
+    right: 0;
+  }
+  .navbar-right .dropdown-menu-left {
+    left: 0;
+    right: auto;
+  }
+}
+.btn-group,
+.btn-group-vertical {
+  position: relative;
+  display: inline-block;
+  vertical-align: middle;
+}
+.btn-group > .btn,
+.btn-group-vertical > .btn {
+  position: relative;
+  float: left;
+}
+.btn-group > .btn:hover,
+.btn-group-vertical > .btn:hover,
+.btn-group > .btn:focus,
+.btn-group-vertical > .btn:focus,
+.btn-group > .btn:active,
+.btn-group-vertical > .btn:active,
+.btn-group > .btn.active,
+.btn-group-vertical > .btn.active {
+  z-index: 2;
+}
+.btn-group .btn + .btn,
+.btn-group .btn + .btn-group,
+.btn-group .btn-group + .btn,
+.btn-group .btn-group + .btn-group {
+  margin-left: -1px;
+}
+.btn-toolbar {
+  margin-left: -5px;
+}
+.btn-toolbar .btn,
+.btn-toolbar .btn-group,
+.btn-toolbar .input-group {
+  float: left;
+}
+.btn-toolbar > .btn,
+.btn-toolbar > .btn-group,
+.btn-toolbar > .input-group {
+  margin-left: 5px;
+}
+.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
+  border-radius: 0;
+}
+.btn-group > .btn:first-child {
+  margin-left: 0;
+}
+.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn:last-child:not(:first-child),
+.btn-group > .dropdown-toggle:not(:first-child) {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group > .btn-group {
+  float: left;
+}
+.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group .dropdown-toggle:active,
+.btn-group.open .dropdown-toggle {
+  outline: 0;
+}
+.btn-group > .btn + .dropdown-toggle {
+  padding-left: 8px;
+  padding-right: 8px;
+}
+.btn-group > .btn-lg + .dropdown-toggle {
+  padding-left: 12px;
+  padding-right: 12px;
+}
+.btn-group.open .dropdown-toggle {
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn-group.open .dropdown-toggle.btn-link {
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn .caret {
+  margin-left: 0;
+}
+.btn-lg .caret {
+  border-width: 5px 5px 0;
+  border-bottom-width: 0;
+}
+.dropup .btn-lg .caret {
+  border-width: 0 5px 5px;
+}
+.btn-group-vertical > .btn,
+.btn-group-vertical > .btn-group,
+.btn-group-vertical > .btn-group > .btn {
+  display: block;
+  float: none;
+  width: 100%;
+  max-width: 100%;
+}
+.btn-group-vertical > .btn-group > .btn {
+  float: none;
+}
+.btn-group-vertical > .btn + .btn,
+.btn-group-vertical > .btn + .btn-group,
+.btn-group-vertical > .btn-group + .btn,
+.btn-group-vertical > .btn-group + .btn-group {
+  margin-top: -1px;
+  margin-left: 0;
+}
+.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn:first-child:not(:last-child) {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn:last-child:not(:first-child) {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group-justified {
+  display: table;
+  width: 100%;
+  table-layout: fixed;
+  border-collapse: separate;
+}
+.btn-group-justified > .btn,
+.btn-group-justified > .btn-group {
+  float: none;
+  display: table-cell;
+  width: 1%;
+}
+.btn-group-justified > .btn-group .btn {
+  width: 100%;
+}
+.btn-group-justified > .btn-group .dropdown-menu {
+  left: auto;
+}
+[data-toggle="buttons"] > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn input[type="checkbox"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
+  position: absolute;
+  clip: rect(0, 0, 0, 0);
+  pointer-events: none;
+}
+.input-group {
+  position: relative;
+  display: table;
+  border-collapse: separate;
+}
+.input-group[class*="col-"] {
+  float: none;
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-group .form-control {
+  position: relative;
+  z-index: 2;
+  float: left;
+  width: 100%;
+  margin-bottom: 0;
+}
+.input-group .form-control:focus {
+  z-index: 3;
+}
+.input-group-lg > .form-control,
+.input-group-lg > .input-group-addon,
+.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-group-lg > .form-control,
+select.input-group-lg > .input-group-addon,
+select.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-group-lg > .form-control,
+textarea.input-group-lg > .input-group-addon,
+textarea.input-group-lg > .input-group-btn > .btn,
+select[multiple].input-group-lg > .form-control,
+select[multiple].input-group-lg > .input-group-addon,
+select[multiple].input-group-lg > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-sm > .form-control,
+.input-group-sm > .input-group-addon,
+.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-group-sm > .form-control,
+select.input-group-sm > .input-group-addon,
+select.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-group-sm > .form-control,
+textarea.input-group-sm > .input-group-addon,
+textarea.input-group-sm > .input-group-btn > .btn,
+select[multiple].input-group-sm > .form-control,
+select[multiple].input-group-sm > .input-group-addon,
+select[multiple].input-group-sm > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-addon,
+.input-group-btn,
+.input-group .form-control {
+  display: table-cell;
+}
+.input-group-addon:not(:first-child):not(:last-child),
+.input-group-btn:not(:first-child):not(:last-child),
+.input-group .form-control:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.input-group-addon,
+.input-group-btn {
+  width: 1%;
+  white-space: nowrap;
+  vertical-align: middle;
+}
+.input-group-addon {
+  padding: 6px 12px;
+  font-size: 13px;
+  font-weight: normal;
+  line-height: 1;
+  color: #555555;
+  text-align: center;
+  background-color: #eeeeee;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+.input-group-addon.input-sm {
+  padding: 5px 10px;
+  font-size: 12px;
+  border-radius: 1px;
+}
+.input-group-addon.input-lg {
+  padding: 10px 16px;
+  font-size: 17px;
+  border-radius: 3px;
+}
+.input-group-addon input[type="radio"],
+.input-group-addon input[type="checkbox"] {
+  margin-top: 0;
+}
+.input-group .form-control:first-child,
+.input-group-addon:first-child,
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group > .btn,
+.input-group-btn:first-child > .dropdown-toggle,
+.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
+.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.input-group-addon:first-child {
+  border-right: 0;
+}
+.input-group .form-control:last-child,
+.input-group-addon:last-child,
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group > .btn,
+.input-group-btn:last-child > .dropdown-toggle,
+.input-group-btn:first-child > .btn:not(:first-child),
+.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.input-group-addon:last-child {
+  border-left: 0;
+}
+.input-group-btn {
+  position: relative;
+  font-size: 0;
+  white-space: nowrap;
+}
+.input-group-btn > .btn {
+  position: relative;
+}
+.input-group-btn > .btn + .btn {
+  margin-left: -1px;
+}
+.input-group-btn > .btn:hover,
+.input-group-btn > .btn:focus,
+.input-group-btn > .btn:active {
+  z-index: 2;
+}
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group {
+  margin-right: -1px;
+}
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group {
+  z-index: 2;
+  margin-left: -1px;
+}
+.nav {
+  margin-bottom: 0;
+  padding-left: 0;
+  list-style: none;
+}
+.nav > li {
+  position: relative;
+  display: block;
+}
+.nav > li > a {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+}
+.nav > li > a:hover,
+.nav > li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.nav > li.disabled > a {
+  color: #777777;
+}
+.nav > li.disabled > a:hover,
+.nav > li.disabled > a:focus {
+  color: #777777;
+  text-decoration: none;
+  background-color: transparent;
+  cursor: not-allowed;
+}
+.nav .open > a,
+.nav .open > a:hover,
+.nav .open > a:focus {
+  background-color: #eeeeee;
+  border-color: #337ab7;
+}
+.nav .nav-divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.nav > li > a > img {
+  max-width: none;
+}
+.nav-tabs {
+  border-bottom: 1px solid #ddd;
+}
+.nav-tabs > li {
+  float: left;
+  margin-bottom: -1px;
+}
+.nav-tabs > li > a {
+  margin-right: 2px;
+  line-height: 1.42857143;
+  border: 1px solid transparent;
+  border-radius: 2px 2px 0 0;
+}
+.nav-tabs > li > a:hover {
+  border-color: #eeeeee #eeeeee #ddd;
+}
+.nav-tabs > li.active > a,
+.nav-tabs > li.active > a:hover,
+.nav-tabs > li.active > a:focus {
+  color: #555555;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-bottom-color: transparent;
+  cursor: default;
+}
+.nav-tabs.nav-justified {
+  width: 100%;
+  border-bottom: 0;
+}
+.nav-tabs.nav-justified > li {
+  float: none;
+}
+.nav-tabs.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-tabs.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-tabs.nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs.nav-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs.nav-justified > .active > a,
+.nav-tabs.nav-justified > .active > a:hover,
+.nav-tabs.nav-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs.nav-justified > .active > a,
+  .nav-tabs.nav-justified > .active > a:hover,
+  .nav-tabs.nav-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.nav-pills > li {
+  float: left;
+}
+.nav-pills > li > a {
+  border-radius: 2px;
+}
+.nav-pills > li + li {
+  margin-left: 2px;
+}
+.nav-pills > li.active > a,
+.nav-pills > li.active > a:hover,
+.nav-pills > li.active > a:focus {
+  color: #fff;
+  background-color: #337ab7;
+}
+.nav-stacked > li {
+  float: none;
+}
+.nav-stacked > li + li {
+  margin-top: 2px;
+  margin-left: 0;
+}
+.nav-justified {
+  width: 100%;
+}
+.nav-justified > li {
+  float: none;
+}
+.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs-justified {
+  border-bottom: 0;
+}
+.nav-tabs-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs-justified > .active > a,
+.nav-tabs-justified > .active > a:hover,
+.nav-tabs-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs-justified > .active > a,
+  .nav-tabs-justified > .active > a:hover,
+  .nav-tabs-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.tab-content > .tab-pane {
+  display: none;
+}
+.tab-content > .active {
+  display: block;
+}
+.nav-tabs .dropdown-menu {
+  margin-top: -1px;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar {
+  position: relative;
+  min-height: 30px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+}
+@media (min-width: 541px) {
+  .navbar {
+    border-radius: 2px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-header {
+    float: left;
+  }
+}
+.navbar-collapse {
+  overflow-x: visible;
+  padding-right: 0px;
+  padding-left: 0px;
+  border-top: 1px solid transparent;
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
+  -webkit-overflow-scrolling: touch;
+}
+.navbar-collapse.in {
+  overflow-y: auto;
+}
+@media (min-width: 541px) {
+  .navbar-collapse {
+    width: auto;
+    border-top: 0;
+    box-shadow: none;
+  }
+  .navbar-collapse.collapse {
+    display: block !important;
+    height: auto !important;
+    padding-bottom: 0;
+    overflow: visible !important;
+  }
+  .navbar-collapse.in {
+    overflow-y: visible;
+  }
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-static-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    padding-left: 0;
+    padding-right: 0;
+  }
+}
+.navbar-fixed-top .navbar-collapse,
+.navbar-fixed-bottom .navbar-collapse {
+  max-height: 340px;
+}
+@media (max-device-width: 540px) and (orientation: landscape) {
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    max-height: 200px;
+  }
+}
+.container > .navbar-header,
+.container-fluid > .navbar-header,
+.container > .navbar-collapse,
+.container-fluid > .navbar-collapse {
+  margin-right: 0px;
+  margin-left: 0px;
+}
+@media (min-width: 541px) {
+  .container > .navbar-header,
+  .container-fluid > .navbar-header,
+  .container > .navbar-collapse,
+  .container-fluid > .navbar-collapse {
+    margin-right: 0;
+    margin-left: 0;
+  }
+}
+.navbar-static-top {
+  z-index: 1000;
+  border-width: 0 0 1px;
+}
+@media (min-width: 541px) {
+  .navbar-static-top {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top,
+.navbar-fixed-bottom {
+  position: fixed;
+  right: 0;
+  left: 0;
+  z-index: 1030;
+}
+@media (min-width: 541px) {
+  .navbar-fixed-top,
+  .navbar-fixed-bottom {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top {
+  top: 0;
+  border-width: 0 0 1px;
+}
+.navbar-fixed-bottom {
+  bottom: 0;
+  margin-bottom: 0;
+  border-width: 1px 0 0;
+}
+.navbar-brand {
+  float: left;
+  padding: 6px 0px;
+  font-size: 17px;
+  line-height: 18px;
+  height: 30px;
+}
+.navbar-brand:hover,
+.navbar-brand:focus {
+  text-decoration: none;
+}
+.navbar-brand > img {
+  display: block;
+}
+@media (min-width: 541px) {
+  .navbar > .container .navbar-brand,
+  .navbar > .container-fluid .navbar-brand {
+    margin-left: 0px;
+  }
+}
+.navbar-toggle {
+  position: relative;
+  float: right;
+  margin-right: 0px;
+  padding: 9px 10px;
+  margin-top: -2px;
+  margin-bottom: -2px;
+  background-color: transparent;
+  background-image: none;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.navbar-toggle:focus {
+  outline: 0;
+}
+.navbar-toggle .icon-bar {
+  display: block;
+  width: 22px;
+  height: 2px;
+  border-radius: 1px;
+}
+.navbar-toggle .icon-bar + .icon-bar {
+  margin-top: 4px;
+}
+@media (min-width: 541px) {
+  .navbar-toggle {
+    display: none;
+  }
+}
+.navbar-nav {
+  margin: 3px 0px;
+}
+.navbar-nav > li > a {
+  padding-top: 10px;
+  padding-bottom: 10px;
+  line-height: 18px;
+}
+@media (max-width: 540px) {
+  .navbar-nav .open .dropdown-menu {
+    position: static;
+    float: none;
+    width: auto;
+    margin-top: 0;
+    background-color: transparent;
+    border: 0;
+    box-shadow: none;
+  }
+  .navbar-nav .open .dropdown-menu > li > a,
+  .navbar-nav .open .dropdown-menu .dropdown-header {
+    padding: 5px 15px 5px 25px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a {
+    line-height: 18px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-nav .open .dropdown-menu > li > a:focus {
+    background-image: none;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-nav {
+    float: left;
+    margin: 0;
+  }
+  .navbar-nav > li {
+    float: left;
+  }
+  .navbar-nav > li > a {
+    padding-top: 6px;
+    padding-bottom: 6px;
+  }
+}
+.navbar-form {
+  margin-left: 0px;
+  margin-right: 0px;
+  padding: 10px 0px;
+  border-top: 1px solid transparent;
+  border-bottom: 1px solid transparent;
+  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+@media (min-width: 768px) {
+  .navbar-form .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control-static {
+    display: inline-block;
+  }
+  .navbar-form .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .navbar-form .input-group .input-group-addon,
+  .navbar-form .input-group .input-group-btn,
+  .navbar-form .input-group .form-control {
+    width: auto;
+  }
+  .navbar-form .input-group > .form-control {
+    width: 100%;
+  }
+  .navbar-form .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio,
+  .navbar-form .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio label,
+  .navbar-form .checkbox label {
+    padding-left: 0;
+  }
+  .navbar-form .radio input[type="radio"],
+  .navbar-form .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .navbar-form .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+@media (max-width: 540px) {
+  .navbar-form .form-group {
+    margin-bottom: 5px;
+  }
+  .navbar-form .form-group:last-child {
+    margin-bottom: 0;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-form {
+    width: auto;
+    border: 0;
+    margin-left: 0;
+    margin-right: 0;
+    padding-top: 0;
+    padding-bottom: 0;
+    -webkit-box-shadow: none;
+    box-shadow: none;
+  }
+}
+.navbar-nav > li > .dropdown-menu {
+  margin-top: 0;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
+  margin-bottom: 0;
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.navbar-btn {
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+.navbar-btn.btn-sm {
+  margin-top: 0px;
+  margin-bottom: 0px;
+}
+.navbar-btn.btn-xs {
+  margin-top: 4px;
+  margin-bottom: 4px;
+}
+.navbar-text {
+  margin-top: 6px;
+  margin-bottom: 6px;
+}
+@media (min-width: 541px) {
+  .navbar-text {
+    float: left;
+    margin-left: 0px;
+    margin-right: 0px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-left {
+    float: left !important;
+    float: left;
+  }
+  .navbar-right {
+    float: right !important;
+    float: right;
+    margin-right: 0px;
+  }
+  .navbar-right ~ .navbar-right {
+    margin-right: 0;
+  }
+}
+.navbar-default {
+  background-color: #f8f8f8;
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-brand {
+  color: #777;
+}
+.navbar-default .navbar-brand:hover,
+.navbar-default .navbar-brand:focus {
+  color: #5e5e5e;
+  background-color: transparent;
+}
+.navbar-default .navbar-text {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a:hover,
+.navbar-default .navbar-nav > li > a:focus {
+  color: #333;
+  background-color: transparent;
+}
+.navbar-default .navbar-nav > .active > a,
+.navbar-default .navbar-nav > .active > a:hover,
+.navbar-default .navbar-nav > .active > a:focus {
+  color: #555;
+  background-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .disabled > a,
+.navbar-default .navbar-nav > .disabled > a:hover,
+.navbar-default .navbar-nav > .disabled > a:focus {
+  color: #ccc;
+  background-color: transparent;
+}
+.navbar-default .navbar-toggle {
+  border-color: #ddd;
+}
+.navbar-default .navbar-toggle:hover,
+.navbar-default .navbar-toggle:focus {
+  background-color: #ddd;
+}
+.navbar-default .navbar-toggle .icon-bar {
+  background-color: #888;
+}
+.navbar-default .navbar-collapse,
+.navbar-default .navbar-form {
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .open > a,
+.navbar-default .navbar-nav > .open > a:hover,
+.navbar-default .navbar-nav > .open > a:focus {
+  background-color: #e7e7e7;
+  color: #555;
+}
+@media (max-width: 540px) {
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
+    color: #777;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #333;
+    background-color: transparent;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #555;
+    background-color: #e7e7e7;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #ccc;
+    background-color: transparent;
+  }
+}
+.navbar-default .navbar-link {
+  color: #777;
+}
+.navbar-default .navbar-link:hover {
+  color: #333;
+}
+.navbar-default .btn-link {
+  color: #777;
+}
+.navbar-default .btn-link:hover,
+.navbar-default .btn-link:focus {
+  color: #333;
+}
+.navbar-default .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-default .btn-link:hover,
+.navbar-default .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-default .btn-link:focus {
+  color: #ccc;
+}
+.navbar-inverse {
+  background-color: #222;
+  border-color: #080808;
+}
+.navbar-inverse .navbar-brand {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-brand:hover,
+.navbar-inverse .navbar-brand:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-text {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a:hover,
+.navbar-inverse .navbar-nav > li > a:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-nav > .active > a,
+.navbar-inverse .navbar-nav > .active > a:hover,
+.navbar-inverse .navbar-nav > .active > a:focus {
+  color: #fff;
+  background-color: #080808;
+}
+.navbar-inverse .navbar-nav > .disabled > a,
+.navbar-inverse .navbar-nav > .disabled > a:hover,
+.navbar-inverse .navbar-nav > .disabled > a:focus {
+  color: #444;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-toggle {
+  border-color: #333;
+}
+.navbar-inverse .navbar-toggle:hover,
+.navbar-inverse .navbar-toggle:focus {
+  background-color: #333;
+}
+.navbar-inverse .navbar-toggle .icon-bar {
+  background-color: #fff;
+}
+.navbar-inverse .navbar-collapse,
+.navbar-inverse .navbar-form {
+  border-color: #101010;
+}
+.navbar-inverse .navbar-nav > .open > a,
+.navbar-inverse .navbar-nav > .open > a:hover,
+.navbar-inverse .navbar-nav > .open > a:focus {
+  background-color: #080808;
+  color: #fff;
+}
+@media (max-width: 540px) {
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
+    border-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
+    color: #9d9d9d;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #fff;
+    background-color: transparent;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #fff;
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #444;
+    background-color: transparent;
+  }
+}
+.navbar-inverse .navbar-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-link:hover {
+  color: #fff;
+}
+.navbar-inverse .btn-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link:focus {
+  color: #fff;
+}
+.navbar-inverse .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-inverse .btn-link:focus {
+  color: #444;
+}
+.breadcrumb {
+  padding: 8px 15px;
+  margin-bottom: 18px;
+  list-style: none;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+}
+.breadcrumb > li {
+  display: inline-block;
+}
+.breadcrumb > li + li:before {
+  content: "/\00a0";
+  padding: 0 5px;
+  color: #5e5e5e;
+}
+.breadcrumb > .active {
+  color: #777777;
+}
+.pagination {
+  display: inline-block;
+  padding-left: 0;
+  margin: 18px 0;
+  border-radius: 2px;
+}
+.pagination > li {
+  display: inline;
+}
+.pagination > li > a,
+.pagination > li > span {
+  position: relative;
+  float: left;
+  padding: 6px 12px;
+  line-height: 1.42857143;
+  text-decoration: none;
+  color: #337ab7;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  margin-left: -1px;
+}
+.pagination > li:first-child > a,
+.pagination > li:first-child > span {
+  margin-left: 0;
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.pagination > li:last-child > a,
+.pagination > li:last-child > span {
+  border-bottom-right-radius: 2px;
+  border-top-right-radius: 2px;
+}
+.pagination > li > a:hover,
+.pagination > li > span:hover,
+.pagination > li > a:focus,
+.pagination > li > span:focus {
+  z-index: 2;
+  color: #23527c;
+  background-color: #eeeeee;
+  border-color: #ddd;
+}
+.pagination > .active > a,
+.pagination > .active > span,
+.pagination > .active > a:hover,
+.pagination > .active > span:hover,
+.pagination > .active > a:focus,
+.pagination > .active > span:focus {
+  z-index: 3;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+  cursor: default;
+}
+.pagination > .disabled > span,
+.pagination > .disabled > span:hover,
+.pagination > .disabled > span:focus,
+.pagination > .disabled > a,
+.pagination > .disabled > a:hover,
+.pagination > .disabled > a:focus {
+  color: #777777;
+  background-color: #fff;
+  border-color: #ddd;
+  cursor: not-allowed;
+}
+.pagination-lg > li > a,
+.pagination-lg > li > span {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.pagination-lg > li:first-child > a,
+.pagination-lg > li:first-child > span {
+  border-bottom-left-radius: 3px;
+  border-top-left-radius: 3px;
+}
+.pagination-lg > li:last-child > a,
+.pagination-lg > li:last-child > span {
+  border-bottom-right-radius: 3px;
+  border-top-right-radius: 3px;
+}
+.pagination-sm > li > a,
+.pagination-sm > li > span {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.pagination-sm > li:first-child > a,
+.pagination-sm > li:first-child > span {
+  border-bottom-left-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.pagination-sm > li:last-child > a,
+.pagination-sm > li:last-child > span {
+  border-bottom-right-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.pager {
+  padding-left: 0;
+  margin: 18px 0;
+  list-style: none;
+  text-align: center;
+}
+.pager li {
+  display: inline;
+}
+.pager li > a,
+.pager li > span {
+  display: inline-block;
+  padding: 5px 14px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 15px;
+}
+.pager li > a:hover,
+.pager li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.pager .next > a,
+.pager .next > span {
+  float: right;
+}
+.pager .previous > a,
+.pager .previous > span {
+  float: left;
+}
+.pager .disabled > a,
+.pager .disabled > a:hover,
+.pager .disabled > a:focus,
+.pager .disabled > span {
+  color: #777777;
+  background-color: #fff;
+  cursor: not-allowed;
+}
+.label {
+  display: inline;
+  padding: .2em .6em .3em;
+  font-size: 75%;
+  font-weight: bold;
+  line-height: 1;
+  color: #fff;
+  text-align: center;
+  white-space: nowrap;
+  vertical-align: baseline;
+  border-radius: .25em;
+}
+a.label:hover,
+a.label:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.label:empty {
+  display: none;
+}
+.btn .label {
+  position: relative;
+  top: -1px;
+}
+.label-default {
+  background-color: #777777;
+}
+.label-default[href]:hover,
+.label-default[href]:focus {
+  background-color: #5e5e5e;
+}
+.label-primary {
+  background-color: #337ab7;
+}
+.label-primary[href]:hover,
+.label-primary[href]:focus {
+  background-color: #286090;
+}
+.label-success {
+  background-color: #5cb85c;
+}
+.label-success[href]:hover,
+.label-success[href]:focus {
+  background-color: #449d44;
+}
+.label-info {
+  background-color: #5bc0de;
+}
+.label-info[href]:hover,
+.label-info[href]:focus {
+  background-color: #31b0d5;
+}
+.label-warning {
+  background-color: #f0ad4e;
+}
+.label-warning[href]:hover,
+.label-warning[href]:focus {
+  background-color: #ec971f;
+}
+.label-danger {
+  background-color: #d9534f;
+}
+.label-danger[href]:hover,
+.label-danger[href]:focus {
+  background-color: #c9302c;
+}
+.badge {
+  display: inline-block;
+  min-width: 10px;
+  padding: 3px 7px;
+  font-size: 12px;
+  font-weight: bold;
+  color: #fff;
+  line-height: 1;
+  vertical-align: middle;
+  white-space: nowrap;
+  text-align: center;
+  background-color: #777777;
+  border-radius: 10px;
+}
+.badge:empty {
+  display: none;
+}
+.btn .badge {
+  position: relative;
+  top: -1px;
+}
+.btn-xs .badge,
+.btn-group-xs > .btn .badge {
+  top: 0;
+  padding: 1px 5px;
+}
+a.badge:hover,
+a.badge:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.list-group-item.active > .badge,
+.nav-pills > .active > a > .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.list-group-item > .badge {
+  float: right;
+}
+.list-group-item > .badge + .badge {
+  margin-right: 5px;
+}
+.nav-pills > li > a > .badge {
+  margin-left: 3px;
+}
+.jumbotron {
+  padding-top: 30px;
+  padding-bottom: 30px;
+  margin-bottom: 30px;
+  color: inherit;
+  background-color: #eeeeee;
+}
+.jumbotron h1,
+.jumbotron .h1 {
+  color: inherit;
+}
+.jumbotron p {
+  margin-bottom: 15px;
+  font-size: 20px;
+  font-weight: 200;
+}
+.jumbotron > hr {
+  border-top-color: #d5d5d5;
+}
+.container .jumbotron,
+.container-fluid .jumbotron {
+  border-radius: 3px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.jumbotron .container {
+  max-width: 100%;
+}
+@media screen and (min-width: 768px) {
+  .jumbotron {
+    padding-top: 48px;
+    padding-bottom: 48px;
+  }
+  .container .jumbotron,
+  .container-fluid .jumbotron {
+    padding-left: 60px;
+    padding-right: 60px;
+  }
+  .jumbotron h1,
+  .jumbotron .h1 {
+    font-size: 59px;
+  }
+}
+.thumbnail {
+  display: block;
+  padding: 4px;
+  margin-bottom: 18px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: border 0.2s ease-in-out;
+  -o-transition: border 0.2s ease-in-out;
+  transition: border 0.2s ease-in-out;
+}
+.thumbnail > img,
+.thumbnail a > img {
+  margin-left: auto;
+  margin-right: auto;
+}
+a.thumbnail:hover,
+a.thumbnail:focus,
+a.thumbnail.active {
+  border-color: #337ab7;
+}
+.thumbnail .caption {
+  padding: 9px;
+  color: #000;
+}
+.alert {
+  padding: 15px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.alert h4 {
+  margin-top: 0;
+  color: inherit;
+}
+.alert .alert-link {
+  font-weight: bold;
+}
+.alert > p,
+.alert > ul {
+  margin-bottom: 0;
+}
+.alert > p + p {
+  margin-top: 5px;
+}
+.alert-dismissable,
+.alert-dismissible {
+  padding-right: 35px;
+}
+.alert-dismissable .close,
+.alert-dismissible .close {
+  position: relative;
+  top: -2px;
+  right: -21px;
+  color: inherit;
+}
+.alert-success {
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+  color: #3c763d;
+}
+.alert-success hr {
+  border-top-color: #c9e2b3;
+}
+.alert-success .alert-link {
+  color: #2b542c;
+}
+.alert-info {
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+  color: #31708f;
+}
+.alert-info hr {
+  border-top-color: #a6e1ec;
+}
+.alert-info .alert-link {
+  color: #245269;
+}
+.alert-warning {
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+  color: #8a6d3b;
+}
+.alert-warning hr {
+  border-top-color: #f7e1b5;
+}
+.alert-warning .alert-link {
+  color: #66512c;
+}
+.alert-danger {
+  background-color: #f2dede;
+  border-color: #ebccd1;
+  color: #a94442;
+}
+.alert-danger hr {
+  border-top-color: #e4b9c0;
+}
+.alert-danger .alert-link {
+  color: #843534;
+}
+@-webkit-keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+@keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+.progress {
+  overflow: hidden;
+  height: 18px;
+  margin-bottom: 18px;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+}
+.progress-bar {
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 18px;
+  color: #fff;
+  text-align: center;
+  background-color: #337ab7;
+  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  -webkit-transition: width 0.6s ease;
+  -o-transition: width 0.6s ease;
+  transition: width 0.6s ease;
+}
+.progress-striped .progress-bar,
+.progress-bar-striped {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-size: 40px 40px;
+}
+.progress.active .progress-bar,
+.progress-bar.active {
+  -webkit-animation: progress-bar-stripes 2s linear infinite;
+  -o-animation: progress-bar-stripes 2s linear infinite;
+  animation: progress-bar-stripes 2s linear infinite;
+}
+.progress-bar-success {
+  background-color: #5cb85c;
+}
+.progress-striped .progress-bar-success {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-info {
+  background-color: #5bc0de;
+}
+.progress-striped .progress-bar-info {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-warning {
+  background-color: #f0ad4e;
+}
+.progress-striped .progress-bar-warning {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-danger {
+  background-color: #d9534f;
+}
+.progress-striped .progress-bar-danger {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.media {
+  margin-top: 15px;
+}
+.media:first-child {
+  margin-top: 0;
+}
+.media,
+.media-body {
+  zoom: 1;
+  overflow: hidden;
+}
+.media-body {
+  width: 10000px;
+}
+.media-object {
+  display: block;
+}
+.media-object.img-thumbnail {
+  max-width: none;
+}
+.media-right,
+.media > .pull-right {
+  padding-left: 10px;
+}
+.media-left,
+.media > .pull-left {
+  padding-right: 10px;
+}
+.media-left,
+.media-right,
+.media-body {
+  display: table-cell;
+  vertical-align: top;
+}
+.media-middle {
+  vertical-align: middle;
+}
+.media-bottom {
+  vertical-align: bottom;
+}
+.media-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.media-list {
+  padding-left: 0;
+  list-style: none;
+}
+.list-group {
+  margin-bottom: 20px;
+  padding-left: 0;
+}
+.list-group-item {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+  margin-bottom: -1px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+}
+.list-group-item:first-child {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.list-group-item:last-child {
+  margin-bottom: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+a.list-group-item,
+button.list-group-item {
+  color: #555;
+}
+a.list-group-item .list-group-item-heading,
+button.list-group-item .list-group-item-heading {
+  color: #333;
+}
+a.list-group-item:hover,
+button.list-group-item:hover,
+a.list-group-item:focus,
+button.list-group-item:focus {
+  text-decoration: none;
+  color: #555;
+  background-color: #f5f5f5;
+}
+button.list-group-item {
+  width: 100%;
+  text-align: left;
+}
+.list-group-item.disabled,
+.list-group-item.disabled:hover,
+.list-group-item.disabled:focus {
+  background-color: #eeeeee;
+  color: #777777;
+  cursor: not-allowed;
+}
+.list-group-item.disabled .list-group-item-heading,
+.list-group-item.disabled:hover .list-group-item-heading,
+.list-group-item.disabled:focus .list-group-item-heading {
+  color: inherit;
+}
+.list-group-item.disabled .list-group-item-text,
+.list-group-item.disabled:hover .list-group-item-text,
+.list-group-item.disabled:focus .list-group-item-text {
+  color: #777777;
+}
+.list-group-item.active,
+.list-group-item.active:hover,
+.list-group-item.active:focus {
+  z-index: 2;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.list-group-item.active .list-group-item-heading,
+.list-group-item.active:hover .list-group-item-heading,
+.list-group-item.active:focus .list-group-item-heading,
+.list-group-item.active .list-group-item-heading > small,
+.list-group-item.active:hover .list-group-item-heading > small,
+.list-group-item.active:focus .list-group-item-heading > small,
+.list-group-item.active .list-group-item-heading > .small,
+.list-group-item.active:hover .list-group-item-heading > .small,
+.list-group-item.active:focus .list-group-item-heading > .small {
+  color: inherit;
+}
+.list-group-item.active .list-group-item-text,
+.list-group-item.active:hover .list-group-item-text,
+.list-group-item.active:focus .list-group-item-text {
+  color: #c7ddef;
+}
+.list-group-item-success {
+  color: #3c763d;
+  background-color: #dff0d8;
+}
+a.list-group-item-success,
+button.list-group-item-success {
+  color: #3c763d;
+}
+a.list-group-item-success .list-group-item-heading,
+button.list-group-item-success .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-success:hover,
+button.list-group-item-success:hover,
+a.list-group-item-success:focus,
+button.list-group-item-success:focus {
+  color: #3c763d;
+  background-color: #d0e9c6;
+}
+a.list-group-item-success.active,
+button.list-group-item-success.active,
+a.list-group-item-success.active:hover,
+button.list-group-item-success.active:hover,
+a.list-group-item-success.active:focus,
+button.list-group-item-success.active:focus {
+  color: #fff;
+  background-color: #3c763d;
+  border-color: #3c763d;
+}
+.list-group-item-info {
+  color: #31708f;
+  background-color: #d9edf7;
+}
+a.list-group-item-info,
+button.list-group-item-info {
+  color: #31708f;
+}
+a.list-group-item-info .list-group-item-heading,
+button.list-group-item-info .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-info:hover,
+button.list-group-item-info:hover,
+a.list-group-item-info:focus,
+button.list-group-item-info:focus {
+  color: #31708f;
+  background-color: #c4e3f3;
+}
+a.list-group-item-info.active,
+button.list-group-item-info.active,
+a.list-group-item-info.active:hover,
+button.list-group-item-info.active:hover,
+a.list-group-item-info.active:focus,
+button.list-group-item-info.active:focus {
+  color: #fff;
+  background-color: #31708f;
+  border-color: #31708f;
+}
+.list-group-item-warning {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+a.list-group-item-warning,
+button.list-group-item-warning {
+  color: #8a6d3b;
+}
+a.list-group-item-warning .list-group-item-heading,
+button.list-group-item-warning .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-warning:hover,
+button.list-group-item-warning:hover,
+a.list-group-item-warning:focus,
+button.list-group-item-warning:focus {
+  color: #8a6d3b;
+  background-color: #faf2cc;
+}
+a.list-group-item-warning.active,
+button.list-group-item-warning.active,
+a.list-group-item-warning.active:hover,
+button.list-group-item-warning.active:hover,
+a.list-group-item-warning.active:focus,
+button.list-group-item-warning.active:focus {
+  color: #fff;
+  background-color: #8a6d3b;
+  border-color: #8a6d3b;
+}
+.list-group-item-danger {
+  color: #a94442;
+  background-color: #f2dede;
+}
+a.list-group-item-danger,
+button.list-group-item-danger {
+  color: #a94442;
+}
+a.list-group-item-danger .list-group-item-heading,
+button.list-group-item-danger .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-danger:hover,
+button.list-group-item-danger:hover,
+a.list-group-item-danger:focus,
+button.list-group-item-danger:focus {
+  color: #a94442;
+  background-color: #ebcccc;
+}
+a.list-group-item-danger.active,
+button.list-group-item-danger.active,
+a.list-group-item-danger.active:hover,
+button.list-group-item-danger.active:hover,
+a.list-group-item-danger.active:focus,
+button.list-group-item-danger.active:focus {
+  color: #fff;
+  background-color: #a94442;
+  border-color: #a94442;
+}
+.list-group-item-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.list-group-item-text {
+  margin-bottom: 0;
+  line-height: 1.3;
+}
+.panel {
+  margin-bottom: 18px;
+  background-color: #fff;
+  border: 1px solid transparent;
+  border-radius: 2px;
+  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.panel-body {
+  padding: 15px;
+}
+.panel-heading {
+  padding: 10px 15px;
+  border-bottom: 1px solid transparent;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel-heading > .dropdown .dropdown-toggle {
+  color: inherit;
+}
+.panel-title {
+  margin-top: 0;
+  margin-bottom: 0;
+  font-size: 15px;
+  color: inherit;
+}
+.panel-title > a,
+.panel-title > small,
+.panel-title > .small,
+.panel-title > small > a,
+.panel-title > .small > a {
+  color: inherit;
+}
+.panel-footer {
+  padding: 10px 15px;
+  background-color: #f5f5f5;
+  border-top: 1px solid #ddd;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .list-group,
+.panel > .panel-collapse > .list-group {
+  margin-bottom: 0;
+}
+.panel > .list-group .list-group-item,
+.panel > .panel-collapse > .list-group .list-group-item {
+  border-width: 1px 0;
+  border-radius: 0;
+}
+.panel > .list-group:first-child .list-group-item:first-child,
+.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
+  border-top: 0;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .list-group:last-child .list-group-item:last-child,
+.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
+  border-bottom: 0;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.panel-heading + .list-group .list-group-item:first-child {
+  border-top-width: 0;
+}
+.list-group + .panel-footer {
+  border-top-width: 0;
+}
+.panel > .table,
+.panel > .table-responsive > .table,
+.panel > .panel-collapse > .table {
+  margin-bottom: 0;
+}
+.panel > .table caption,
+.panel > .table-responsive > .table caption,
+.panel > .panel-collapse > .table caption {
+  padding-left: 15px;
+  padding-right: 15px;
+}
+.panel > .table:first-child,
+.panel > .table-responsive:first-child > .table:first-child {
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
+  border-top-left-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
+  border-top-right-radius: 1px;
+}
+.panel > .table:last-child,
+.panel > .table-responsive:last-child > .table:last-child {
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
+  border-bottom-left-radius: 1px;
+  border-bottom-right-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
+  border-bottom-right-radius: 1px;
+}
+.panel > .panel-body + .table,
+.panel > .panel-body + .table-responsive,
+.panel > .table + .panel-body,
+.panel > .table-responsive + .panel-body {
+  border-top: 1px solid #ddd;
+}
+.panel > .table > tbody:first-child > tr:first-child th,
+.panel > .table > tbody:first-child > tr:first-child td {
+  border-top: 0;
+}
+.panel > .table-bordered,
+.panel > .table-responsive > .table-bordered {
+  border: 0;
+}
+.panel > .table-bordered > thead > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
+.panel > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-bordered > thead > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
+.panel > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-bordered > tfoot > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+  border-left: 0;
+}
+.panel > .table-bordered > thead > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
+.panel > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-bordered > thead > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
+.panel > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-bordered > tfoot > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+  border-right: 0;
+}
+.panel > .table-bordered > thead > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
+.panel > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-bordered > thead > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
+.panel > .table-bordered > tbody > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
+  border-bottom: 0;
+}
+.panel > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-bordered > tfoot > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
+  border-bottom: 0;
+}
+.panel > .table-responsive {
+  border: 0;
+  margin-bottom: 0;
+}
+.panel-group {
+  margin-bottom: 18px;
+}
+.panel-group .panel {
+  margin-bottom: 0;
+  border-radius: 2px;
+}
+.panel-group .panel + .panel {
+  margin-top: 5px;
+}
+.panel-group .panel-heading {
+  border-bottom: 0;
+}
+.panel-group .panel-heading + .panel-collapse > .panel-body,
+.panel-group .panel-heading + .panel-collapse > .list-group {
+  border-top: 1px solid #ddd;
+}
+.panel-group .panel-footer {
+  border-top: 0;
+}
+.panel-group .panel-footer + .panel-collapse .panel-body {
+  border-bottom: 1px solid #ddd;
+}
+.panel-default {
+  border-color: #ddd;
+}
+.panel-default > .panel-heading {
+  color: #333333;
+  background-color: #f5f5f5;
+  border-color: #ddd;
+}
+.panel-default > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ddd;
+}
+.panel-default > .panel-heading .badge {
+  color: #f5f5f5;
+  background-color: #333333;
+}
+.panel-default > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ddd;
+}
+.panel-primary {
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #337ab7;
+}
+.panel-primary > .panel-heading .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.panel-primary > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #337ab7;
+}
+.panel-success {
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading {
+  color: #3c763d;
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #d6e9c6;
+}
+.panel-success > .panel-heading .badge {
+  color: #dff0d8;
+  background-color: #3c763d;
+}
+.panel-success > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #d6e9c6;
+}
+.panel-info {
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading {
+  color: #31708f;
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #bce8f1;
+}
+.panel-info > .panel-heading .badge {
+  color: #d9edf7;
+  background-color: #31708f;
+}
+.panel-info > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #bce8f1;
+}
+.panel-warning {
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #faebcc;
+}
+.panel-warning > .panel-heading .badge {
+  color: #fcf8e3;
+  background-color: #8a6d3b;
+}
+.panel-warning > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #faebcc;
+}
+.panel-danger {
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading {
+  color: #a94442;
+  background-color: #f2dede;
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ebccd1;
+}
+.panel-danger > .panel-heading .badge {
+  color: #f2dede;
+  background-color: #a94442;
+}
+.panel-danger > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ebccd1;
+}
+.embed-responsive {
+  position: relative;
+  display: block;
+  height: 0;
+  padding: 0;
+  overflow: hidden;
+}
+.embed-responsive .embed-responsive-item,
+.embed-responsive iframe,
+.embed-responsive embed,
+.embed-responsive object,
+.embed-responsive video {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  height: 100%;
+  width: 100%;
+  border: 0;
+}
+.embed-responsive-16by9 {
+  padding-bottom: 56.25%;
+}
+.embed-responsive-4by3 {
+  padding-bottom: 75%;
+}
+.well {
+  min-height: 20px;
+  padding: 19px;
+  margin-bottom: 20px;
+  background-color: #f5f5f5;
+  border: 1px solid #e3e3e3;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.well blockquote {
+  border-color: #ddd;
+  border-color: rgba(0, 0, 0, 0.15);
+}
+.well-lg {
+  padding: 24px;
+  border-radius: 3px;
+}
+.well-sm {
+  padding: 9px;
+  border-radius: 1px;
+}
+.close {
+  float: right;
+  font-size: 19.5px;
+  font-weight: bold;
+  line-height: 1;
+  color: #000;
+  text-shadow: 0 1px 0 #fff;
+  opacity: 0.2;
+  filter: alpha(opacity=20);
+}
+.close:hover,
+.close:focus {
+  color: #000;
+  text-decoration: none;
+  cursor: pointer;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+button.close {
+  padding: 0;
+  cursor: pointer;
+  background: transparent;
+  border: 0;
+  -webkit-appearance: none;
+}
+.modal-open {
+  overflow: hidden;
+}
+.modal {
+  display: none;
+  overflow: hidden;
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1050;
+  -webkit-overflow-scrolling: touch;
+  outline: 0;
+}
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, -25%);
+  -ms-transform: translate(0, -25%);
+  -o-transform: translate(0, -25%);
+  transform: translate(0, -25%);
+  -webkit-transition: -webkit-transform 0.3s ease-out;
+  -moz-transition: -moz-transform 0.3s ease-out;
+  -o-transition: -o-transform 0.3s ease-out;
+  transition: transform 0.3s ease-out;
+}
+.modal.in .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+.modal-open .modal {
+  overflow-x: hidden;
+  overflow-y: auto;
+}
+.modal-dialog {
+  position: relative;
+  width: auto;
+  margin: 10px;
+}
+.modal-content {
+  position: relative;
+  background-color: #fff;
+  border: 1px solid #999;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  background-clip: padding-box;
+  outline: 0;
+}
+.modal-backdrop {
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1040;
+  background-color: #000;
+}
+.modal-backdrop.fade {
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.modal-backdrop.in {
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+.modal-header {
+  padding: 15px;
+  border-bottom: 1px solid #e5e5e5;
+}
+.modal-header .close {
+  margin-top: -2px;
+}
+.modal-title {
+  margin: 0;
+  line-height: 1.42857143;
+}
+.modal-body {
+  position: relative;
+  padding: 15px;
+}
+.modal-footer {
+  padding: 15px;
+  text-align: right;
+  border-top: 1px solid #e5e5e5;
+}
+.modal-footer .btn + .btn {
+  margin-left: 5px;
+  margin-bottom: 0;
+}
+.modal-footer .btn-group .btn + .btn {
+  margin-left: -1px;
+}
+.modal-footer .btn-block + .btn-block {
+  margin-left: 0;
+}
+.modal-scrollbar-measure {
+  position: absolute;
+  top: -9999px;
+  width: 50px;
+  height: 50px;
+  overflow: scroll;
+}
+@media (min-width: 768px) {
+  .modal-dialog {
+    width: 600px;
+    margin: 30px auto;
+  }
+  .modal-content {
+    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+  }
+  .modal-sm {
+    width: 300px;
+  }
+}
+@media (min-width: 992px) {
+  .modal-lg {
+    width: 900px;
+  }
+}
+.tooltip {
+  position: absolute;
+  z-index: 1070;
+  display: block;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 12px;
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.tooltip.in {
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.tooltip.top {
+  margin-top: -3px;
+  padding: 5px 0;
+}
+.tooltip.right {
+  margin-left: 3px;
+  padding: 0 5px;
+}
+.tooltip.bottom {
+  margin-top: 3px;
+  padding: 5px 0;
+}
+.tooltip.left {
+  margin-left: -3px;
+  padding: 0 5px;
+}
+.tooltip-inner {
+  max-width: 200px;
+  padding: 3px 8px;
+  color: #fff;
+  text-align: center;
+  background-color: #000;
+  border-radius: 2px;
+}
+.tooltip-arrow {
+  position: absolute;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.tooltip.top .tooltip-arrow {
+  bottom: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-left .tooltip-arrow {
+  bottom: 0;
+  right: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-right .tooltip-arrow {
+  bottom: 0;
+  left: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.right .tooltip-arrow {
+  top: 50%;
+  left: 0;
+  margin-top: -5px;
+  border-width: 5px 5px 5px 0;
+  border-right-color: #000;
+}
+.tooltip.left .tooltip-arrow {
+  top: 50%;
+  right: 0;
+  margin-top: -5px;
+  border-width: 5px 0 5px 5px;
+  border-left-color: #000;
+}
+.tooltip.bottom .tooltip-arrow {
+  top: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-left .tooltip-arrow {
+  top: 0;
+  right: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-right .tooltip-arrow {
+  top: 0;
+  left: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.popover {
+  position: absolute;
+  top: 0;
+  left: 0;
+  z-index: 1060;
+  display: none;
+  max-width: 276px;
+  padding: 1px;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 13px;
+  background-color: #fff;
+  background-clip: padding-box;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+}
+.popover.top {
+  margin-top: -10px;
+}
+.popover.right {
+  margin-left: 10px;
+}
+.popover.bottom {
+  margin-top: 10px;
+}
+.popover.left {
+  margin-left: -10px;
+}
+.popover-title {
+  margin: 0;
+  padding: 8px 14px;
+  font-size: 13px;
+  background-color: #f7f7f7;
+  border-bottom: 1px solid #ebebeb;
+  border-radius: 2px 2px 0 0;
+}
+.popover-content {
+  padding: 9px 14px;
+}
+.popover > .arrow,
+.popover > .arrow:after {
+  position: absolute;
+  display: block;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.popover > .arrow {
+  border-width: 11px;
+}
+.popover > .arrow:after {
+  border-width: 10px;
+  content: "";
+}
+.popover.top > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-bottom-width: 0;
+  border-top-color: #999999;
+  border-top-color: rgba(0, 0, 0, 0.25);
+  bottom: -11px;
+}
+.popover.top > .arrow:after {
+  content: " ";
+  bottom: 1px;
+  margin-left: -10px;
+  border-bottom-width: 0;
+  border-top-color: #fff;
+}
+.popover.right > .arrow {
+  top: 50%;
+  left: -11px;
+  margin-top: -11px;
+  border-left-width: 0;
+  border-right-color: #999999;
+  border-right-color: rgba(0, 0, 0, 0.25);
+}
+.popover.right > .arrow:after {
+  content: " ";
+  left: 1px;
+  bottom: -10px;
+  border-left-width: 0;
+  border-right-color: #fff;
+}
+.popover.bottom > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-top-width: 0;
+  border-bottom-color: #999999;
+  border-bottom-color: rgba(0, 0, 0, 0.25);
+  top: -11px;
+}
+.popover.bottom > .arrow:after {
+  content: " ";
+  top: 1px;
+  margin-left: -10px;
+  border-top-width: 0;
+  border-bottom-color: #fff;
+}
+.popover.left > .arrow {
+  top: 50%;
+  right: -11px;
+  margin-top: -11px;
+  border-right-width: 0;
+  border-left-color: #999999;
+  border-left-color: rgba(0, 0, 0, 0.25);
+}
+.popover.left > .arrow:after {
+  content: " ";
+  right: 1px;
+  border-right-width: 0;
+  border-left-color: #fff;
+  bottom: -10px;
+}
+.carousel {
+  position: relative;
+}
+.carousel-inner {
+  position: relative;
+  overflow: hidden;
+  width: 100%;
+}
+.carousel-inner > .item {
+  display: none;
+  position: relative;
+  -webkit-transition: 0.6s ease-in-out left;
+  -o-transition: 0.6s ease-in-out left;
+  transition: 0.6s ease-in-out left;
+}
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  line-height: 1;
+}
+@media all and (transform-3d), (-webkit-transform-3d) {
+  .carousel-inner > .item {
+    -webkit-transition: -webkit-transform 0.6s ease-in-out;
+    -moz-transition: -moz-transform 0.6s ease-in-out;
+    -o-transition: -o-transform 0.6s ease-in-out;
+    transition: transform 0.6s ease-in-out;
+    -webkit-backface-visibility: hidden;
+    -moz-backface-visibility: hidden;
+    backface-visibility: hidden;
+    -webkit-perspective: 1000px;
+    -moz-perspective: 1000px;
+    perspective: 1000px;
+  }
+  .carousel-inner > .item.next,
+  .carousel-inner > .item.active.right {
+    -webkit-transform: translate3d(100%, 0, 0);
+    transform: translate3d(100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.prev,
+  .carousel-inner > .item.active.left {
+    -webkit-transform: translate3d(-100%, 0, 0);
+    transform: translate3d(-100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.next.left,
+  .carousel-inner > .item.prev.right,
+  .carousel-inner > .item.active {
+    -webkit-transform: translate3d(0, 0, 0);
+    transform: translate3d(0, 0, 0);
+    left: 0;
+  }
+}
+.carousel-inner > .active,
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  display: block;
+}
+.carousel-inner > .active {
+  left: 0;
+}
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  position: absolute;
+  top: 0;
+  width: 100%;
+}
+.carousel-inner > .next {
+  left: 100%;
+}
+.carousel-inner > .prev {
+  left: -100%;
+}
+.carousel-inner > .next.left,
+.carousel-inner > .prev.right {
+  left: 0;
+}
+.carousel-inner > .active.left {
+  left: -100%;
+}
+.carousel-inner > .active.right {
+  left: 100%;
+}
+.carousel-control {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  width: 15%;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+  font-size: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-control.left {
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
+}
+.carousel-control.right {
+  left: auto;
+  right: 0;
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
+}
+.carousel-control:hover,
+.carousel-control:focus {
+  outline: 0;
+  color: #fff;
+  text-decoration: none;
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-left,
+.carousel-control .glyphicon-chevron-right {
+  position: absolute;
+  top: 50%;
+  margin-top: -10px;
+  z-index: 5;
+  display: inline-block;
+}
+.carousel-control .icon-prev,
+.carousel-control .glyphicon-chevron-left {
+  left: 50%;
+  margin-left: -10px;
+}
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-right {
+  right: 50%;
+  margin-right: -10px;
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next {
+  width: 20px;
+  height: 20px;
+  line-height: 1;
+  font-family: serif;
+}
+.carousel-control .icon-prev:before {
+  content: '\2039';
+}
+.carousel-control .icon-next:before {
+  content: '\203a';
+}
+.carousel-indicators {
+  position: absolute;
+  bottom: 10px;
+  left: 50%;
+  z-index: 15;
+  width: 60%;
+  margin-left: -30%;
+  padding-left: 0;
+  list-style: none;
+  text-align: center;
+}
+.carousel-indicators li {
+  display: inline-block;
+  width: 10px;
+  height: 10px;
+  margin: 1px;
+  text-indent: -999px;
+  border: 1px solid #fff;
+  border-radius: 10px;
+  cursor: pointer;
+  background-color: #000 \9;
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-indicators .active {
+  margin: 0;
+  width: 12px;
+  height: 12px;
+  background-color: #fff;
+}
+.carousel-caption {
+  position: absolute;
+  left: 15%;
+  right: 15%;
+  bottom: 20px;
+  z-index: 10;
+  padding-top: 20px;
+  padding-bottom: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+}
+.carousel-caption .btn {
+  text-shadow: none;
+}
+@media screen and (min-width: 768px) {
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-prev,
+  .carousel-control .icon-next {
+    width: 30px;
+    height: 30px;
+    margin-top: -10px;
+    font-size: 30px;
+  }
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .icon-prev {
+    margin-left: -10px;
+  }
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-next {
+    margin-right: -10px;
+  }
+  .carousel-caption {
+    left: 20%;
+    right: 20%;
+    padding-bottom: 30px;
+  }
+  .carousel-indicators {
+    bottom: 20px;
+  }
+}
+.clearfix:before,
+.clearfix:after,
+.dl-horizontal dd:before,
+.dl-horizontal dd:after,
+.container:before,
+.container:after,
+.container-fluid:before,
+.container-fluid:after,
+.row:before,
+.row:after,
+.form-horizontal .form-group:before,
+.form-horizontal .form-group:after,
+.btn-toolbar:before,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:before,
+.btn-group-vertical > .btn-group:after,
+.nav:before,
+.nav:after,
+.navbar:before,
+.navbar:after,
+.navbar-header:before,
+.navbar-header:after,
+.navbar-collapse:before,
+.navbar-collapse:after,
+.pager:before,
+.pager:after,
+.panel-body:before,
+.panel-body:after,
+.modal-header:before,
+.modal-header:after,
+.modal-footer:before,
+.modal-footer:after,
+.item_buttons:before,
+.item_buttons:after {
+  content: " ";
+  display: table;
+}
+.clearfix:after,
+.dl-horizontal dd:after,
+.container:after,
+.container-fluid:after,
+.row:after,
+.form-horizontal .form-group:after,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:after,
+.nav:after,
+.navbar:after,
+.navbar-header:after,
+.navbar-collapse:after,
+.pager:after,
+.panel-body:after,
+.modal-header:after,
+.modal-footer:after,
+.item_buttons:after {
+  clear: both;
+}
+.center-block {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.pull-right {
+  float: right !important;
+}
+.pull-left {
+  float: left !important;
+}
+.hide {
+  display: none !important;
+}
+.show {
+  display: block !important;
+}
+.invisible {
+  visibility: hidden;
+}
+.text-hide {
+  font: 0/0 a;
+  color: transparent;
+  text-shadow: none;
+  background-color: transparent;
+  border: 0;
+}
+.hidden {
+  display: none !important;
+}
+.affix {
+  position: fixed;
+}
+@-ms-viewport {
+  width: device-width;
+}
+.visible-xs,
+.visible-sm,
+.visible-md,
+.visible-lg {
+  display: none !important;
+}
+.visible-xs-block,
+.visible-xs-inline,
+.visible-xs-inline-block,
+.visible-sm-block,
+.visible-sm-inline,
+.visible-sm-inline-block,
+.visible-md-block,
+.visible-md-inline,
+.visible-md-inline-block,
+.visible-lg-block,
+.visible-lg-inline,
+.visible-lg-inline-block {
+  display: none !important;
+}
+@media (max-width: 767px) {
+  .visible-xs {
+    display: block !important;
+  }
+  table.visible-xs {
+    display: table !important;
+  }
+  tr.visible-xs {
+    display: table-row !important;
+  }
+  th.visible-xs,
+  td.visible-xs {
+    display: table-cell !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-block {
+    display: block !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline {
+    display: inline !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm {
+    display: block !important;
+  }
+  table.visible-sm {
+    display: table !important;
+  }
+  tr.visible-sm {
+    display: table-row !important;
+  }
+  th.visible-sm,
+  td.visible-sm {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-block {
+    display: block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md {
+    display: block !important;
+  }
+  table.visible-md {
+    display: table !important;
+  }
+  tr.visible-md {
+    display: table-row !important;
+  }
+  th.visible-md,
+  td.visible-md {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-block {
+    display: block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg {
+    display: block !important;
+  }
+  table.visible-lg {
+    display: table !important;
+  }
+  tr.visible-lg {
+    display: table-row !important;
+  }
+  th.visible-lg,
+  td.visible-lg {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-block {
+    display: block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (max-width: 767px) {
+  .hidden-xs {
+    display: none !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .hidden-sm {
+    display: none !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .hidden-md {
+    display: none !important;
+  }
+}
+@media (min-width: 1200px) {
+  .hidden-lg {
+    display: none !important;
+  }
+}
+.visible-print {
+  display: none !important;
+}
+@media print {
+  .visible-print {
+    display: block !important;
+  }
+  table.visible-print {
+    display: table !important;
+  }
+  tr.visible-print {
+    display: table-row !important;
+  }
+  th.visible-print,
+  td.visible-print {
+    display: table-cell !important;
+  }
+}
+.visible-print-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-block {
+    display: block !important;
+  }
+}
+.visible-print-inline {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline {
+    display: inline !important;
+  }
+}
+.visible-print-inline-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline-block {
+    display: inline-block !important;
+  }
+}
+@media print {
+  .hidden-print {
+    display: none !important;
+  }
+}
+/*!
 *
 * Font Awesome
 *
-*//*!
+*/
+/*!
  *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
  *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
- */@font-face{font-family:'FontAwesome';src:url(../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0);src:url(../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0)format('embedded-opentype'),url(../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0)format('woff'),url(../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0)format('truetype'),url(../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular)format('svg');font-weight:400;font-style:normal}.fa{display:inline-block;font:normal normal normal 14px/1 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fa-spin{0%{-webkit-transform:rotate(0);transform:rotate(0)}100%{-webkit-transform:rotate(359deg);transform:rotate(359deg)}}.fa-rotate-90{filter:progid:DXImageTransform.Microsoft.BasicImage(rotation=1);-webkit-transform:rotate(90deg);-ms-transform:rotate(90deg);transform:rotate(90deg)}.fa-rotate-180{filter:progid:DXImageTransform.Microsoft.BasicImage(rotation=2);-webkit-transform:rotate(180deg);-ms-transform:rotate(180deg);transform:rotate(180deg)}.fa-rotate-270{filter:progid:DXImageTransform.Microsoft.BasicImage(rotation=3);-webkit-transform:rotate(270deg);-ms-transform:rotate(270deg);transform:rotate(270deg)}.fa-flip-horizontal{filter:progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);-webkit-transform:scale(-1,1);-ms-transform:scale(-1,1);transform:scale(-1,1)}.fa-flip-vertical{filter:progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);-webkit-transform:scale(1,-1);-ms-transform:scale(1,-1);transform:scale(1,-1)}:root .fa-flip-horizontal,:root .fa-flip-vertical,:root .fa-rotate-180,:root .fa-rotate-270,:root 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+ */
+/* FONT PATH
+ * -------------------------- */
+@font-face {
+  font-family: 'FontAwesome';
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
+  font-weight: normal;
+  font-style: normal;
+}
+.fa {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+/* makes the font 33% larger relative to the icon container */
+.fa-lg {
+  font-size: 1.33333333em;
+  line-height: 0.75em;
+  vertical-align: -15%;
+}
+.fa-2x {
+  font-size: 2em;
+}
+.fa-3x {
+  font-size: 3em;
+}
+.fa-4x {
+  font-size: 4em;
+}
+.fa-5x {
+  font-size: 5em;
+}
+.fa-fw {
+  width: 1.28571429em;
+  text-align: center;
+}
+.fa-ul {
+  padding-left: 0;
+  margin-left: 2.14285714em;
+  list-style-type: none;
+}
+.fa-ul > li {
+  position: relative;
+}
+.fa-li {
+  position: absolute;
+  left: -2.14285714em;
+  width: 2.14285714em;
+  top: 0.14285714em;
+  text-align: center;
+}
+.fa-li.fa-lg {
+  left: -1.85714286em;
+}
+.fa-border {
+  padding: .2em .25em .15em;
+  border: solid 0.08em #eee;
+  border-radius: .1em;
+}
+.pull-right {
+  float: right;
+}
+.pull-left {
+  float: left;
+}
+.fa.pull-left {
+  margin-right: .3em;
+}
+.fa.pull-right {
+  margin-left: .3em;
+}
+.fa-spin {
+  -webkit-animation: fa-spin 2s infinite linear;
+  animation: fa-spin 2s infinite linear;
+}
+@-webkit-keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+@keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+.fa-rotate-90 {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
+  -webkit-transform: rotate(90deg);
+  -ms-transform: rotate(90deg);
+  transform: rotate(90deg);
+}
+.fa-rotate-180 {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
+  -webkit-transform: rotate(180deg);
+  -ms-transform: rotate(180deg);
+  transform: rotate(180deg);
+}
+.fa-rotate-270 {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
+  -webkit-transform: rotate(270deg);
+  -ms-transform: rotate(270deg);
+  transform: rotate(270deg);
+}
+.fa-flip-horizontal {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
+  -webkit-transform: scale(-1, 1);
+  -ms-transform: scale(-1, 1);
+  transform: scale(-1, 1);
+}
+.fa-flip-vertical {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
+  -webkit-transform: scale(1, -1);
+  -ms-transform: scale(1, -1);
+  transform: scale(1, -1);
+}
+:root .fa-rotate-90,
+:root .fa-rotate-180,
+:root .fa-rotate-270,
+:root .fa-flip-horizontal,
+:root .fa-flip-vertical {
+  filter: none;
+}
+.fa-stack {
+  position: relative;
+  display: inline-block;
+  width: 2em;
+  height: 2em;
+  line-height: 2em;
+  vertical-align: middle;
+}
+.fa-stack-1x,
+.fa-stack-2x {
+  position: absolute;
+  left: 0;
+  width: 100%;
+  text-align: center;
+}
+.fa-stack-1x {
+  line-height: inherit;
+}
+.fa-stack-2x {
+  font-size: 2em;
+}
+.fa-inverse {
+  color: #fff;
+}
+/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
+   readers do not read off random characters that represent icons */
+.fa-glass:before {
+  content: "\f000";
+}
+.fa-music:before {
+  content: "\f001";
+}
+.fa-search:before {
+  content: "\f002";
+}
+.fa-envelope-o:before {
+  content: "\f003";
+}
+.fa-heart:before {
+  content: "\f004";
+}
+.fa-star:before {
+  content: "\f005";
+}
+.fa-star-o:before {
+  content: "\f006";
+}
+.fa-user:before {
+  content: "\f007";
+}
+.fa-film:before {
+  content: "\f008";
+}
+.fa-th-large:before {
+  content: "\f009";
+}
+.fa-th:before {
+  content: "\f00a";
+}
+.fa-th-list:before {
+  content: "\f00b";
+}
+.fa-check:before {
+  content: "\f00c";
+}
+.fa-remove:before,
+.fa-close:before,
+.fa-times:before {
+  content: "\f00d";
+}
+.fa-search-plus:before {
+  content: "\f00e";
+}
+.fa-search-minus:before {
+  content: "\f010";
+}
+.fa-power-off:before {
+  content: "\f011";
+}
+.fa-signal:before {
+  content: "\f012";
+}
+.fa-gear:before,
+.fa-cog:before {
+  content: "\f013";
+}
+.fa-trash-o:before {
+  content: "\f014";
+}
+.fa-home:before {
+  content: "\f015";
+}
+.fa-file-o:before {
+  content: "\f016";
+}
+.fa-clock-o:before {
+  content: "\f017";
+}
+.fa-road:before {
+  content: "\f018";
+}
+.fa-download:before {
+  content: "\f019";
+}
+.fa-arrow-circle-o-down:before {
+  content: "\f01a";
+}
+.fa-arrow-circle-o-up:before {
+  content: "\f01b";
+}
+.fa-inbox:before {
+  content: "\f01c";
+}
+.fa-play-circle-o:before {
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+.fa-dribbble:before {
+  content: "\f17d";
+}
+.fa-skype:before {
+  content: "\f17e";
+}
+.fa-foursquare:before {
+  content: "\f180";
+}
+.fa-trello:before {
+  content: "\f181";
+}
+.fa-female:before {
+  content: "\f182";
+}
+.fa-male:before {
+  content: "\f183";
+}
+.fa-gittip:before {
+  content: "\f184";
+}
+.fa-sun-o:before {
+  content: "\f185";
+}
+.fa-moon-o:before {
+  content: "\f186";
+}
+.fa-archive:before {
+  content: "\f187";
+}
+.fa-bug:before {
+  content: "\f188";
+}
+.fa-vk:before {
+  content: "\f189";
+}
+.fa-weibo:before {
+  content: "\f18a";
+}
+.fa-renren:before {
+  content: "\f18b";
+}
+.fa-pagelines:before {
+  content: "\f18c";
+}
+.fa-stack-exchange:before {
+  content: "\f18d";
+}
+.fa-arrow-circle-o-right:before {
+  content: "\f18e";
+}
+.fa-arrow-circle-o-left:before {
+  content: "\f190";
+}
+.fa-toggle-left:before,
+.fa-caret-square-o-left:before {
+  content: "\f191";
+}
+.fa-dot-circle-o:before {
+  content: "\f192";
+}
+.fa-wheelchair:before {
+  content: "\f193";
+}
+.fa-vimeo-square:before {
+  content: "\f194";
+}
+.fa-turkish-lira:before,
+.fa-try:before {
+  content: "\f195";
+}
+.fa-plus-square-o:before {
+  content: "\f196";
+}
+.fa-space-shuttle:before {
+  content: "\f197";
+}
+.fa-slack:before {
+  content: "\f198";
+}
+.fa-envelope-square:before {
+  content: "\f199";
+}
+.fa-wordpress:before {
+  content: "\f19a";
+}
+.fa-openid:before {
+  content: "\f19b";
+}
+.fa-institution:before,
+.fa-bank:before,
+.fa-university:before {
+  content: "\f19c";
+}
+.fa-mortar-board:before,
+.fa-graduation-cap:before {
+  content: "\f19d";
+}
+.fa-yahoo:before {
+  content: "\f19e";
+}
+.fa-google:before {
+  content: "\f1a0";
+}
+.fa-reddit:before {
+  content: "\f1a1";
+}
+.fa-reddit-square:before {
+  content: "\f1a2";
+}
+.fa-stumbleupon-circle:before {
+  content: "\f1a3";
+}
+.fa-stumbleupon:before {
+  content: "\f1a4";
+}
+.fa-delicious:before {
+  content: "\f1a5";
+}
+.fa-digg:before {
+  content: "\f1a6";
+}
+.fa-pied-piper:before {
+  content: "\f1a7";
+}
+.fa-pied-piper-alt:before {
+  content: "\f1a8";
+}
+.fa-drupal:before {
+  content: "\f1a9";
+}
+.fa-joomla:before {
+  content: "\f1aa";
+}
+.fa-language:before {
+  content: "\f1ab";
+}
+.fa-fax:before {
+  content: "\f1ac";
+}
+.fa-building:before {
+  content: "\f1ad";
+}
+.fa-child:before {
+  content: "\f1ae";
+}
+.fa-paw:before {
+  content: "\f1b0";
+}
+.fa-spoon:before {
+  content: "\f1b1";
+}
+.fa-cube:before {
+  content: "\f1b2";
+}
+.fa-cubes:before {
+  content: "\f1b3";
+}
+.fa-behance:before {
+  content: "\f1b4";
+}
+.fa-behance-square:before {
+  content: "\f1b5";
+}
+.fa-steam:before {
+  content: "\f1b6";
+}
+.fa-steam-square:before {
+  content: "\f1b7";
+}
+.fa-recycle:before {
+  content: "\f1b8";
+}
+.fa-automobile:before,
+.fa-car:before {
+  content: "\f1b9";
+}
+.fa-cab:before,
+.fa-taxi:before {
+  content: "\f1ba";
+}
+.fa-tree:before {
+  content: "\f1bb";
+}
+.fa-spotify:before {
+  content: "\f1bc";
+}
+.fa-deviantart:before {
+  content: "\f1bd";
+}
+.fa-soundcloud:before {
+  content: "\f1be";
+}
+.fa-database:before {
+  content: "\f1c0";
+}
+.fa-file-pdf-o:before {
+  content: "\f1c1";
+}
+.fa-file-word-o:before {
+  content: "\f1c2";
+}
+.fa-file-excel-o:before {
+  content: "\f1c3";
+}
+.fa-file-powerpoint-o:before {
+  content: "\f1c4";
+}
+.fa-file-photo-o:before,
+.fa-file-picture-o:before,
+.fa-file-image-o:before {
+  content: "\f1c5";
+}
+.fa-file-zip-o:before,
+.fa-file-archive-o:before {
+  content: "\f1c6";
+}
+.fa-file-sound-o:before,
+.fa-file-audio-o:before {
+  content: "\f1c7";
+}
+.fa-file-movie-o:before,
+.fa-file-video-o:before {
+  content: "\f1c8";
+}
+.fa-file-code-o:before {
+  content: "\f1c9";
+}
+.fa-vine:before {
+  content: "\f1ca";
+}
+.fa-codepen:before {
+  content: "\f1cb";
+}
+.fa-jsfiddle:before {
+  content: "\f1cc";
+}
+.fa-life-bouy:before,
+.fa-life-buoy:before,
+.fa-life-saver:before,
+.fa-support:before,
+.fa-life-ring:before {
+  content: "\f1cd";
+}
+.fa-circle-o-notch:before {
+  content: "\f1ce";
+}
+.fa-ra:before,
+.fa-rebel:before {
+  content: "\f1d0";
+}
+.fa-ge:before,
+.fa-empire:before {
+  content: "\f1d1";
+}
+.fa-git-square:before {
+  content: "\f1d2";
+}
+.fa-git:before {
+  content: "\f1d3";
+}
+.fa-hacker-news:before {
+  content: "\f1d4";
+}
+.fa-tencent-weibo:before {
+  content: "\f1d5";
+}
+.fa-qq:before {
+  content: "\f1d6";
+}
+.fa-wechat:before,
+.fa-weixin:before {
+  content: "\f1d7";
+}
+.fa-send:before,
+.fa-paper-plane:before {
+  content: "\f1d8";
+}
+.fa-send-o:before,
+.fa-paper-plane-o:before {
+  content: "\f1d9";
+}
+.fa-history:before {
+  content: "\f1da";
+}
+.fa-circle-thin:before {
+  content: "\f1db";
+}
+.fa-header:before {
+  content: "\f1dc";
+}
+.fa-paragraph:before {
+  content: "\f1dd";
+}
+.fa-sliders:before {
+  content: "\f1de";
+}
+.fa-share-alt:before {
+  content: "\f1e0";
+}
+.fa-share-alt-square:before {
+  content: "\f1e1";
+}
+.fa-bomb:before {
+  content: "\f1e2";
+}
+.fa-soccer-ball-o:before,
+.fa-futbol-o:before {
+  content: "\f1e3";
+}
+.fa-tty:before {
+  content: "\f1e4";
+}
+.fa-binoculars:before {
+  content: "\f1e5";
+}
+.fa-plug:before {
+  content: "\f1e6";
+}
+.fa-slideshare:before {
+  content: "\f1e7";
+}
+.fa-twitch:before {
+  content: "\f1e8";
+}
+.fa-yelp:before {
+  content: "\f1e9";
+}
+.fa-newspaper-o:before {
+  content: "\f1ea";
+}
+.fa-wifi:before {
+  content: "\f1eb";
+}
+.fa-calculator:before {
+  content: "\f1ec";
+}
+.fa-paypal:before {
+  content: "\f1ed";
+}
+.fa-google-wallet:before {
+  content: "\f1ee";
+}
+.fa-cc-visa:before {
+  content: "\f1f0";
+}
+.fa-cc-mastercard:before {
+  content: "\f1f1";
+}
+.fa-cc-discover:before {
+  content: "\f1f2";
+}
+.fa-cc-amex:before {
+  content: "\f1f3";
+}
+.fa-cc-paypal:before {
+  content: "\f1f4";
+}
+.fa-cc-stripe:before {
+  content: "\f1f5";
+}
+.fa-bell-slash:before {
+  content: "\f1f6";
+}
+.fa-bell-slash-o:before {
+  content: "\f1f7";
+}
+.fa-trash:before {
+  content: "\f1f8";
+}
+.fa-copyright:before {
+  content: "\f1f9";
+}
+.fa-at:before {
+  content: "\f1fa";
+}
+.fa-eyedropper:before {
+  content: "\f1fb";
+}
+.fa-paint-brush:before {
+  content: "\f1fc";
+}
+.fa-birthday-cake:before {
+  content: "\f1fd";
+}
+.fa-area-chart:before {
+  content: "\f1fe";
+}
+.fa-pie-chart:before {
+  content: "\f200";
+}
+.fa-line-chart:before {
+  content: "\f201";
+}
+.fa-lastfm:before {
+  content: "\f202";
+}
+.fa-lastfm-square:before {
+  content: "\f203";
+}
+.fa-toggle-off:before {
+  content: "\f204";
+}
+.fa-toggle-on:before {
+  content: "\f205";
+}
+.fa-bicycle:before {
+  content: "\f206";
+}
+.fa-bus:before {
+  content: "\f207";
+}
+.fa-ioxhost:before {
+  content: "\f208";
+}
+.fa-angellist:before {
+  content: "\f209";
+}
+.fa-cc:before {
+  content: "\f20a";
+}
+.fa-shekel:before,
+.fa-sheqel:before,
+.fa-ils:before {
+  content: "\f20b";
+}
+.fa-meanpath:before {
+  content: "\f20c";
+}
+/*!
 *
 * IPython base
 *
-*/.modal.fade .modal-dialog{-webkit-transform:translate(0,0);-ms-transform:translate(0,0);-o-transform:translate(0,0);transform:translate(0,0)}code{color:#000}pre{font-size:inherit;line-height:inherit}label{font-weight:400}.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:0}.hbox{display:-webkit-box;-webkit-box-orient:horizontal;display:-moz-box;-moz-box-orient:horizontal;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}.hbox>*{-webkit-box-flex:0;-moz-box-flex:0;box-flex:0;flex:none}.vbox{display:-webkit-box;-webkit-box-orient:vertical;display:-moz-box;-moz-box-orient:vertical;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch}.vbox>*{-webkit-box-flex:0;-moz-box-flex:0;box-flex:0;flex:none}.hbox.reverse,.reverse,.vbox.reverse{-webkit-box-direction:reverse;-moz-box-direction:reverse;box-direction:reverse;flex-direction:row-reverse}.box-flex0,.hbox.box-flex0,.vbox.box-flex0{-webkit-box-flex:0;-moz-box-flex:0;box-flex:0;flex:none;width:auto}.box-flex1,.hbox.box-flex1,.vbox.box-flex1{-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}.box-flex,.hbox.box-flex,.vbox.box-flex{-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}.box-flex2,.hbox.box-flex2,.vbox.box-flex2{-webkit-box-flex:2;-moz-box-flex:2;box-flex:2;flex:2}.box-group1{-webkit-box-flex-group:1;-moz-box-flex-group:1;box-flex-group:1}.box-group2{-webkit-box-flex-group:2;-moz-box-flex-group:2;box-flex-group:2}.hbox.start,.start,.vbox.start{-webkit-box-pack:start;-moz-box-pack:start;box-pack:start;justify-content:flex-start}.end,.hbox.end,.vbox.end{-webkit-box-pack:end;-moz-box-pack:end;box-pack:end;justify-content:flex-end}.center,.hbox.center,.vbox.center{-webkit-box-pack:center;-moz-box-pack:center;box-pack:center;justify-content:center}.baseline,.hbox.baseline,.vbox.baseline{-webkit-box-pack:baseline;-moz-box-pack:baseline;box-pack:baseline;justify-content:baseline}.hbox.stretch,.stretch,.vbox.stretch{-webkit-box-pack:stretch;-moz-box-pack:stretch;box-pack:stretch;justify-content:stretch}.align-start,.hbox.align-start,.vbox.align-start{-webkit-box-align:start;-moz-box-align:start;box-align:start;align-items:flex-start}.align-end,.hbox.align-end,.vbox.align-end{-webkit-box-align:end;-moz-box-align:end;box-align:end;align-items:flex-end}.align-center,.hbox.align-center,.vbox.align-center{-webkit-box-align:center;-moz-box-align:center;box-align:center;align-items:center}.align-baseline,.hbox.align-baseline,.vbox.align-baseline{-webkit-box-align:baseline;-moz-box-align:baseline;box-align:baseline;align-items:baseline}.align-stretch,.hbox.align-stretch,.vbox.align-stretch{-webkit-box-align:stretch;-moz-box-align:stretch;box-align:stretch;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}body{position:absolute;left:0;right:0;top:0;bottom:0;overflow:visible}#header{display:none;background-color:#fff;position:relative;z-index:100}#header #header-container{padding-bottom:5px;padding-top:5px;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box}#header .header-bar{width:100%;height:1px;background:#e7e7e7;margin-bottom:-1px}#header-spacer{width:100%;visibility:hidden}@media print{#header{display:none!important}#header-spacer{display:none}}#ipython_notebook{padding-left:0;padding-top:1px;padding-bottom:1px}@media (max-width:991px){#ipython_notebook{margin-left:10px}}#noscript{width:auto;padding-top:16px;padding-bottom:16px;text-align:center;font-size:22px;color:red;font-weight:700}#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}}.ui-button .ui-button-text{padding:.2em .8em;font-size:77%}input.ui-button{padding:.3em .9em}span#login_widget{float:right}#logout,span#login_widget>.button{color:#333;background-color:#fff;border-color:#ccc}#logout.active,#logout.focus,#logout:active,#logout:focus,#logout:hover,.open>.dropdown-toggle#logout,.open>.dropdown-togglespan#login_widget>.button,span#login_widget>.button.active,span#login_widget>.button.focus,span#login_widget>.button:active,span#login_widget>.button:focus,span#login_widget>.button:hover{color:#333;background-color:#e6e6e6;border-color:#adadad}#logout.active,#logout:active,.open>.dropdown-toggle#logout,.open>.dropdown-togglespan#login_widget>.button,span#login_widget>.button.active,span#login_widget>.button:active{background-image:none}#logout.disabled,#logout.disabled.active,#logout.disabled.focus,#logout.disabled:active,#logout.disabled:focus,#logout.disabled:hover,#logout[disabled],#logout[disabled].active,#logout[disabled].focus,#logout[disabled]:active,#logout[disabled]:focus,#logout[disabled]:hover,fieldset[disabled] #logout,fieldset[disabled] #logout.active,fieldset[disabled] #logout.focus,fieldset[disabled] #logout:active,fieldset[disabled] #logout:focus,fieldset[disabled] #logout:hover,fieldset[disabled] span#login_widget>.button,fieldset[disabled] span#login_widget>.button.active,fieldset[disabled] span#login_widget>.button.focus,fieldset[disabled] span#login_widget>.button:active,fieldset[disabled] span#login_widget>.button:focus,fieldset[disabled] span#login_widget>.button:hover,span#login_widget>.button.disabled,span#login_widget>.button.disabled.active,span#login_widget>.button.disabled.focus,span#login_widget>.button.disabled:active,span#login_widget>.button.disabled:focus,span#login_widget>.button.disabled:hover,span#login_widget>.button[disabled],span#login_widget>.button[disabled].active,span#login_widget>.button[disabled].focus,span#login_widget>.button[disabled]:active,span#login_widget>.button[disabled]:focus,span#login_widget>.button[disabled]:hover{background-color:#fff;border-color:#ccc}#logout .badge,span#login_widget>.button .badge{color:#fff;background-color:#333}.nav-header{text-transform:none}#header>span{margin-top:10px}.modal_stretch .modal-dialog{display:-webkit-box;-webkit-box-orient:vertical;display:-moz-box;-moz-box-orient:vertical;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch;min-height:80vh}.modal_stretch .modal-dialog .modal-body{max-height:calc(100vh - 200px);overflow:auto;flex:1}@media (min-width:768px){.modal .modal-dialog{width:700px}select.form-control{margin-left:12px;margin-right:12px}}/*!
+*/
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+code {
+  color: #000;
+}
+pre {
+  font-size: inherit;
+  line-height: inherit;
+}
+label {
+  font-weight: normal;
+}
+/* Make the page background atleast 100% the height of the view port */
+/* Make the page itself atleast 70% the height of the view port */
+.border-box-sizing {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.corner-all {
+  border-radius: 2px;
+}
+.no-padding {
+  padding: 0px;
+}
+/* Flexible box model classes */
+/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
+/* This file is a compatability layer.  It allows the usage of flexible box 
+model layouts accross multiple browsers, including older browsers.  The newest,
+universal implementation of the flexible box model is used when available (see
+`Modern browsers` comments below).  Browsers that are known to implement this 
+new spec completely include:
+
+    Firefox 28.0+
+    Chrome 29.0+
+    Internet Explorer 11+ 
+    Opera 17.0+
+
+Browsers not listed, including Safari, are supported via the styling under the
+`Old browsers` comments below.
+*/
+.hbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+.hbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.vbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+.vbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.hbox.reverse,
+.vbox.reverse,
+.reverse {
+  /* Old browsers */
+  -webkit-box-direction: reverse;
+  -moz-box-direction: reverse;
+  box-direction: reverse;
+  /* Modern browsers */
+  flex-direction: row-reverse;
+}
+.hbox.box-flex0,
+.vbox.box-flex0,
+.box-flex0 {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+  width: auto;
+}
+.hbox.box-flex1,
+.vbox.box-flex1,
+.box-flex1 {
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex,
+.vbox.box-flex,
+.box-flex {
+  /* Old browsers */
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex2,
+.vbox.box-flex2,
+.box-flex2 {
+  /* Old browsers */
+  -webkit-box-flex: 2;
+  -moz-box-flex: 2;
+  box-flex: 2;
+  /* Modern browsers */
+  flex: 2;
+}
+.box-group1 {
+  /*  Deprecated */
+  -webkit-box-flex-group: 1;
+  -moz-box-flex-group: 1;
+  box-flex-group: 1;
+}
+.box-group2 {
+  /* Deprecated */
+  -webkit-box-flex-group: 2;
+  -moz-box-flex-group: 2;
+  box-flex-group: 2;
+}
+.hbox.start,
+.vbox.start,
+.start {
+  /* Old browsers */
+  -webkit-box-pack: start;
+  -moz-box-pack: start;
+  box-pack: start;
+  /* Modern browsers */
+  justify-content: flex-start;
+}
+.hbox.end,
+.vbox.end,
+.end {
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+}
+.hbox.center,
+.vbox.center,
+.center {
+  /* Old browsers */
+  -webkit-box-pack: center;
+  -moz-box-pack: center;
+  box-pack: center;
+  /* Modern browsers */
+  justify-content: center;
+}
+.hbox.baseline,
+.vbox.baseline,
+.baseline {
+  /* Old browsers */
+  -webkit-box-pack: baseline;
+  -moz-box-pack: baseline;
+  box-pack: baseline;
+  /* Modern browsers */
+  justify-content: baseline;
+}
+.hbox.stretch,
+.vbox.stretch,
+.stretch {
+  /* Old browsers */
+  -webkit-box-pack: stretch;
+  -moz-box-pack: stretch;
+  box-pack: stretch;
+  /* Modern browsers */
+  justify-content: stretch;
+}
+.hbox.align-start,
+.vbox.align-start,
+.align-start {
+  /* Old browsers */
+  -webkit-box-align: start;
+  -moz-box-align: start;
+  box-align: start;
+  /* Modern browsers */
+  align-items: flex-start;
+}
+.hbox.align-end,
+.vbox.align-end,
+.align-end {
+  /* Old browsers */
+  -webkit-box-align: end;
+  -moz-box-align: end;
+  box-align: end;
+  /* Modern browsers */
+  align-items: flex-end;
+}
+.hbox.align-center,
+.vbox.align-center,
+.align-center {
+  /* Old browsers */
+  -webkit-box-align: center;
+  -moz-box-align: center;
+  box-align: center;
+  /* Modern browsers */
+  align-items: center;
+}
+.hbox.align-baseline,
+.vbox.align-baseline,
+.align-baseline {
+  /* Old browsers */
+  -webkit-box-align: baseline;
+  -moz-box-align: baseline;
+  box-align: baseline;
+  /* Modern browsers */
+  align-items: baseline;
+}
+.hbox.align-stretch,
+.vbox.align-stretch,
+.align-stretch {
+  /* Old browsers */
+  -webkit-box-align: stretch;
+  -moz-box-align: stretch;
+  box-align: stretch;
+  /* Modern browsers */
+  align-items: stretch;
+}
+div.error {
+  margin: 2em;
+  text-align: center;
+}
+div.error > h1 {
+  font-size: 500%;
+  line-height: normal;
+}
+div.error > p {
+  font-size: 200%;
+  line-height: normal;
+}
+div.traceback-wrapper {
+  text-align: left;
+  max-width: 800px;
+  margin: auto;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+body {
+  background-color: #fff;
+  /* This makes sure that the body covers the entire window and needs to
+       be in a different element than the display: box in wrapper below */
+  position: absolute;
+  left: 0px;
+  right: 0px;
+  top: 0px;
+  bottom: 0px;
+  overflow: visible;
+}
+body > #header {
+  /* Initially hidden to prevent FLOUC */
+  display: none;
+  background-color: #fff;
+  /* Display over codemirror */
+  position: relative;
+  z-index: 100;
+}
+body > #header #header-container {
+  padding-bottom: 5px;
+  padding-top: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+body > #header .header-bar {
+  width: 100%;
+  height: 1px;
+  background: #e7e7e7;
+  margin-bottom: -1px;
+}
+@media print {
+  body > #header {
+    display: none !important;
+  }
+}
+#header-spacer {
+  width: 100%;
+  visibility: hidden;
+}
+@media print {
+  #header-spacer {
+    display: none;
+  }
+}
+#ipython_notebook {
+  padding-left: 0px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+@media (max-width: 991px) {
+  #ipython_notebook {
+    margin-left: 10px;
+  }
+}
+#noscript {
+  width: auto;
+  padding-top: 16px;
+  padding-bottom: 16px;
+  text-align: center;
+  font-size: 22px;
+  color: red;
+  font-weight: bold;
+}
+#ipython_notebook img {
+  height: 28px;
+}
+#site {
+  width: 100%;
+  display: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  overflow: auto;
+}
+@media print {
+  #site {
+    height: auto !important;
+  }
+}
+/* Smaller buttons */
+.ui-button .ui-button-text {
+  padding: 0.2em 0.8em;
+  font-size: 77%;
+}
+input.ui-button {
+  padding: 0.3em 0.9em;
+}
+span#login_widget {
+  float: right;
+}
+span#login_widget > .button,
+#logout {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button:focus,
+#logout:focus,
+span#login_widget > .button.focus,
+#logout.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:hover,
+#logout:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active:hover,
+#logout:active:hover,
+span#login_widget > .button.active:hover,
+#logout.active:hover,
+.open > .dropdown-togglespan#login_widget > .button:hover,
+.open > .dropdown-toggle#logout:hover,
+span#login_widget > .button:active:focus,
+#logout:active:focus,
+span#login_widget > .button.active:focus,
+#logout.active:focus,
+.open > .dropdown-togglespan#login_widget > .button:focus,
+.open > .dropdown-toggle#logout:focus,
+span#login_widget > .button:active.focus,
+#logout:active.focus,
+span#login_widget > .button.active.focus,
+#logout.active.focus,
+.open > .dropdown-togglespan#login_widget > .button.focus,
+.open > .dropdown-toggle#logout.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  background-image: none;
+}
+span#login_widget > .button.disabled:hover,
+#logout.disabled:hover,
+span#login_widget > .button[disabled]:hover,
+#logout[disabled]:hover,
+fieldset[disabled] span#login_widget > .button:hover,
+fieldset[disabled] #logout:hover,
+span#login_widget > .button.disabled:focus,
+#logout.disabled:focus,
+span#login_widget > .button[disabled]:focus,
+#logout[disabled]:focus,
+fieldset[disabled] span#login_widget > .button:focus,
+fieldset[disabled] #logout:focus,
+span#login_widget > .button.disabled.focus,
+#logout.disabled.focus,
+span#login_widget > .button[disabled].focus,
+#logout[disabled].focus,
+fieldset[disabled] span#login_widget > .button.focus,
+fieldset[disabled] #logout.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button .badge,
+#logout .badge {
+  color: #fff;
+  background-color: #333;
+}
+.nav-header {
+  text-transform: none;
+}
+#header > span {
+  margin-top: 10px;
+}
+.modal_stretch .modal-dialog {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  min-height: 80vh;
+}
+.modal_stretch .modal-dialog .modal-body {
+  max-height: calc(100vh - 200px);
+  overflow: auto;
+  flex: 1;
+}
+@media (min-width: 768px) {
+  .modal .modal-dialog {
+    width: 700px;
+  }
+}
+@media (min-width: 768px) {
+  select.form-control {
+    margin-left: 12px;
+    margin-right: 12px;
+  }
+}
+/*!
 *
 * IPython auth
 *
-*/.center-nav{display:inline-block;margin-bottom:-4px}/*!
+*/
+.center-nav {
+  display: inline-block;
+  margin-bottom: -4px;
+}
+/*!
 *
 * IPython tree view
 *
-*/.alternate_upload{background-color:none;display:inline}.alternate_upload.form{padding:0;margin:0}.alternate_upload input.fileinput{text-align:center;vertical-align:middle;display:inline;opacity:0;z-index:2;width:12ex;margin-right:-12ex}.alternate_upload .btn-upload{height:22px}ul#tabs{margin-bottom:4px}ul#tabs a{padding-top:6px;padding-bottom:4px}ul.breadcrumb a:focus,ul.breadcrumb a:hover{text-decoration:none}ul.breadcrumb i.icon-home{font-size:16px;margin-right:4px}ul.breadcrumb span{color:#5e5e5e}.list_toolbar{padding:4px 0;vertical-align:middle}.list_toolbar .tree-buttons{padding-top:1px}.dynamic-buttons{padding-top:3px;display:inline-block}.list_toolbar [class*=span]{min-height:24px}.list_header{font-weight:700;background-color:#eee}.list_placeholder{font-weight:700;padding:4px 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}.action_col{text-align:right}.list_header>div,.list_item>div{line-height:22px;padding:4px 7px}.list_header>div input,.list_item>div input{margin-right:7px;margin-left:14px;vertical-align:baseline;line-height:22px;position:relative;top:-1px}.list_header>div .item_link,.list_item>div .item_link{margin-left:-1px;vertical-align:baseline;line-height:22px}.new-file input[type=checkbox]{visibility:hidden}.item_name{line-height:22px;height:24px}.item_icon{font-size:14px;color:#5e5e5e;margin-right:7px;margin-left:7px;line-height:22px;vertical-align:baseline}.item_buttons{line-height:1em;margin-left:-5px}.item_buttons .btn-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}.toolbar_info{height:24px;line-height:24px}input.engine_num_input,input.nbname_input{padding-top:3px;padding-bottom:3px;height:22px;line-height:14px;margin:0}input.engine_num_input{width:60px}.highlight_text{color:#00f}#project_name{display:inline-block;padding-left:7px;margin-left:-2px}#project_name>.breadcrumb{padding:0;margin-bottom:0;background-color:transparent;font-weight:700}#tree-selector{padding-right:0}#button-select-all{min-width:50px}#select-all{margin-left:7px;margin-right:2px}.menu_icon{margin-right:2px}.tab-content .row{margin-left:0;margin-right:0}.folder_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;content:"\f114"}.folder_icon:before.pull-left{margin-right:.3em}.folder_icon:before.pull-right{margin-left:.3em}.notebook_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;content:"\f02d";position:relative;top:-1px}.notebook_icon:before.pull-left{margin-right:.3em}.notebook_icon:before.pull-right{margin-left:.3em}.running_notebook_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;content:"\f02d";position:relative;top:-1px;color:#5cb85c}.running_notebook_icon:before.pull-left{margin-right:.3em}.running_notebook_icon:before.pull-right{margin-left:.3em}.file_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;content:"\f016";position:relative;top:-2px}.file_icon:before.pull-left{margin-right:.3em}.file_icon:before.pull-right{margin-left:.3em}#notebook_toolbar .pull-right{padding-top:0;margin-right:-1px}ul#new-menu{left:auto;right:0}.kernel-menu-icon{padding-right:12px;width:24px;content:"\f096"}.kernel-menu-icon:before{content:"\f096"}.kernel-menu-icon-current:before{content:"\f00c"}#tab_content{padding-top:20px}#running .panel-group .panel{margin-top:3px;margin-bottom:1em}#running .panel-group .panel .panel-heading{background-color:#eee;line-height:22px;padding:4px 7px}#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:0}#running .panel-group .panel .panel-body .list_container{margin-top:0;margin-bottom:0;border:0;border-radius:0}#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:0}.delete-button,.duplicate-button,.rename-button,.shutdown-button{display:none}.dynamic-instructions{display:inline-block;padding-top:4px}/*!
+*/
+/* We need an invisible input field on top of the sentense*/
+/* "Drag file onto the list ..." */
+.alternate_upload {
+  background-color: none;
+  display: inline;
+}
+.alternate_upload.form {
+  padding: 0;
+  margin: 0;
+}
+.alternate_upload input.fileinput {
+  text-align: center;
+  vertical-align: middle;
+  display: inline;
+  opacity: 0;
+  z-index: 2;
+  width: 12ex;
+  margin-right: -12ex;
+}
+.alternate_upload .btn-upload {
+  height: 22px;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+ul#tabs {
+  margin-bottom: 4px;
+}
+ul#tabs a {
+  padding-top: 6px;
+  padding-bottom: 4px;
+}
+ul.breadcrumb a:focus,
+ul.breadcrumb a:hover {
+  text-decoration: none;
+}
+ul.breadcrumb i.icon-home {
+  font-size: 16px;
+  margin-right: 4px;
+}
+ul.breadcrumb span {
+  color: #5e5e5e;
+}
+.list_toolbar {
+  padding: 4px 0 4px 0;
+  vertical-align: middle;
+}
+.list_toolbar .tree-buttons {
+  padding-top: 1px;
+}
+.dynamic-buttons {
+  padding-top: 3px;
+  display: inline-block;
+}
+.list_toolbar [class*="span"] {
+  min-height: 24px;
+}
+.list_header {
+  font-weight: bold;
+  background-color: #EEE;
+}
+.list_placeholder {
+  font-weight: bold;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+}
+.list_container {
+  margin-top: 4px;
+  margin-bottom: 20px;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+}
+.list_container > div {
+  border-bottom: 1px solid #ddd;
+}
+.list_container > div:hover .list-item {
+  background-color: red;
+}
+.list_container > div:last-child {
+  border: none;
+}
+.list_item:hover .list_item {
+  background-color: #ddd;
+}
+.list_item a {
+  text-decoration: none;
+}
+.list_item:hover {
+  background-color: #fafafa;
+}
+.list_header > div,
+.list_item > div {
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+.list_header > div input,
+.list_item > div input {
+  margin-right: 7px;
+  margin-left: 14px;
+  vertical-align: baseline;
+  line-height: 22px;
+  position: relative;
+  top: -1px;
+}
+.list_header > div .item_link,
+.list_item > div .item_link {
+  margin-left: -1px;
+  vertical-align: baseline;
+  line-height: 22px;
+}
+.new-file input[type=checkbox] {
+  visibility: hidden;
+}
+.item_name {
+  line-height: 22px;
+  height: 24px;
+}
+.item_icon {
+  font-size: 14px;
+  color: #5e5e5e;
+  margin-right: 7px;
+  margin-left: 7px;
+  line-height: 22px;
+  vertical-align: baseline;
+}
+.item_buttons {
+  line-height: 1em;
+  margin-left: -5px;
+}
+.item_buttons .btn,
+.item_buttons .btn-group,
+.item_buttons .input-group {
+  float: left;
+}
+.item_buttons > .btn,
+.item_buttons > .btn-group,
+.item_buttons > .input-group {
+  margin-left: 5px;
+}
+.item_buttons .btn {
+  min-width: 13ex;
+}
+.item_buttons .running-indicator {
+  padding-top: 4px;
+  color: #5cb85c;
+}
+.item_buttons .kernel-name {
+  padding-top: 4px;
+  color: #5bc0de;
+  margin-right: 7px;
+  float: left;
+}
+.toolbar_info {
+  height: 24px;
+  line-height: 24px;
+}
+.list_item input:not([type=checkbox]) {
+  padding-top: 3px;
+  padding-bottom: 3px;
+  height: 22px;
+  line-height: 14px;
+  margin: 0px;
+}
+.highlight_text {
+  color: blue;
+}
+#project_name {
+  display: inline-block;
+  padding-left: 7px;
+  margin-left: -2px;
+}
+#project_name > .breadcrumb {
+  padding: 0px;
+  margin-bottom: 0px;
+  background-color: transparent;
+  font-weight: bold;
+}
+#tree-selector {
+  padding-right: 0px;
+}
+#button-select-all {
+  min-width: 50px;
+}
+#select-all {
+  margin-left: 7px;
+  margin-right: 2px;
+}
+.menu_icon {
+  margin-right: 2px;
+}
+.tab-content .row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.folder_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f114";
+}
+.folder_icon:before.pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+}
+.notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+  color: #5cb85c;
+}
+.running_notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.file_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f016";
+  position: relative;
+  top: -2px;
+}
+.file_icon:before.pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.pull-right {
+  margin-left: .3em;
+}
+#notebook_toolbar .pull-right {
+  padding-top: 0px;
+  margin-right: -1px;
+}
+ul#new-menu {
+  left: auto;
+  right: 0;
+}
+.kernel-menu-icon {
+  padding-right: 12px;
+  width: 24px;
+  content: "\f096";
+}
+.kernel-menu-icon:before {
+  content: "\f096";
+}
+.kernel-menu-icon-current:before {
+  content: "\f00c";
+}
+#tab_content {
+  padding-top: 20px;
+}
+#running .panel-group .panel {
+  margin-top: 3px;
+  margin-bottom: 1em;
+}
+#running .panel-group .panel .panel-heading {
+  background-color: #EEE;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+#running .panel-group .panel .panel-heading a:focus,
+#running .panel-group .panel .panel-heading a:hover {
+  text-decoration: none;
+}
+#running .panel-group .panel .panel-body {
+  padding: 0px;
+}
+#running .panel-group .panel .panel-body .list_container {
+  margin-top: 0px;
+  margin-bottom: 0px;
+  border: 0px;
+  border-radius: 0px;
+}
+#running .panel-group .panel .panel-body .list_container .list_item {
+  border-bottom: 1px solid #ddd;
+}
+#running .panel-group .panel .panel-body .list_container .list_item:last-child {
+  border-bottom: 0px;
+}
+.delete-button {
+  display: none;
+}
+.duplicate-button {
+  display: none;
+}
+.rename-button {
+  display: none;
+}
+.shutdown-button {
+  display: none;
+}
+.dynamic-instructions {
+  display: inline-block;
+  padding-top: 4px;
+}
+/*!
 *
 * IPython text editor webapp
 *
-*/.selected-keymap i.fa{padding:0 5px}.selected-keymap i.fa:before{content:"\f00c"}#mode-menu{overflow:auto;max-height:20em}.edit_app #header{-webkit-box-shadow:0 0 12px 1px rgba(87,87,87,.2);box-shadow:0 0 12px 1px rgba(87,87,87,.2)}.edit_app #menubar .navbar{margin-bottom:-1px}.dirty-indicator{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;width:20px}.dirty-indicator.pull-left{margin-right:.3em}.dirty-indicator.pull-right{margin-left:.3em}.dirty-indicator-dirty{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;width:20px}.dirty-indicator-dirty.pull-left{margin-right:.3em}.dirty-indicator-dirty.pull-right{margin-left:.3em}.dirty-indicator-clean{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;width:20px}.dirty-indicator-clean.pull-left{margin-right:.3em}.dirty-indicator-clean.pull-right{margin-left:.3em}.dirty-indicator-clean:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;content:"\f00c"}.dirty-indicator-clean:before.pull-left{margin-right:.3em}.dirty-indicator-clean:before.pull-right{margin-left:.3em}#filename{font-size:16pt;display:table;padding:0 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}#texteditor-backdrop #texteditor-container{padding:0;background-color:#fff;-webkit-box-shadow:0 0 12px 1px rgba(87,87,87,.2);box-shadow:0 0 12px 1px rgba(87,87,87,.2)}}/*!
+*/
+.selected-keymap i.fa {
+  padding: 0px 5px;
+}
+.selected-keymap i.fa:before {
+  content: "\f00c";
+}
+#mode-menu {
+  overflow: auto;
+  max-height: 20em;
+}
+.edit_app #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.edit_app #menubar .navbar {
+  /* Use a negative 1 bottom margin, so the border overlaps the border of the
+    header */
+  margin-bottom: -1px;
+}
+.dirty-indicator {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-dirty.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-clean.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f00c";
+}
+.dirty-indicator-clean:before.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.pull-right {
+  margin-left: .3em;
+}
+#filename {
+  font-size: 16pt;
+  display: table;
+  padding: 0px 5px;
+}
+#current-mode {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#texteditor-backdrop {
+  padding-top: 20px;
+  padding-bottom: 20px;
+}
+@media not print {
+  #texteditor-backdrop {
+    background-color: #EEE;
+  }
+}
+@media print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container {
+    padding: 0px;
+    background-color: #fff;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+/*!
 *
 * IPython notebook
 *
-*/.ansibold{font-weight:700}.ansiblack{color:#000}.ansired{color:#8b0000}.ansigreen{color:#006400}.ansiyellow{color:#c4a000}.ansiblue{color:#00008b}.ansipurple{color:#9400d3}.ansicyan{color:#4682b4}.ansigray{color:gray}.ansibgblack{background-color:#000}.ansibgred{background-color:red}.ansibggreen{background-color:green}.ansibgyellow{background-color:#ff0}.ansibgblue{background-color:#00f}.ansibgpurple{background-color:#ff00ff}.ansibgcyan{background-color:#0ff}.ansibggray{background-color:gray}div.cell{border:1px solid transparent;display:-webkit-box;-webkit-box-orient:vertical;display:-moz-box;-moz-box-orient:vertical;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch;border-radius:2px;box-sizing:border-box;-moz-box-sizing:border-box;border-width:thin;border-style:solid;width:100%;padding:5px;margin:0;outline:0}div.cell.selected{border-color:#ababab}@media print{div.cell.selected{border-color:transparent}}.edit_mode div.cell.selected{border-color:green}.prompt{min-width:14ex;padding:.4em;margin:0;font-family:monospace;text-align:right;line-height:1.21429em}div.inner_cell{display:-webkit-box;-webkit-box-orient:vertical;display:-moz-box;-moz-box-orient:vertical;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch;-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}@-moz-document url-prefix(){div.inner_cell{overflow-x:hidden}}div.input_area{border:1px solid #cfcfcf;border-radius:2px;background:#f7f7f7;line-height:1.21429em}div.prompt:empty{padding-top:0;padding-bottom:0}div.unrecognized_cell{padding:5px 5px 5px 0;display:-webkit-box;-webkit-box-orient:horizontal;display:-moz-box;-moz-box-orient:horizontal;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}div.unrecognized_cell .inner_cell{border-radius:2px;padding:5px;font-weight:700;color:red;border:1px solid #cfcfcf;background:#eaeaea}div.unrecognized_cell .inner_cell a,div.unrecognized_cell .inner_cell a:hover{color:inherit;text-decoration:none}@media (max-width:540px){.prompt{text-align:left}div.unrecognized_cell>div.prompt{display:none}}div.code_cell{}div.input{page-break-inside:avoid;display:-webkit-box;-webkit-box-orient:horizontal;display:-moz-box;-moz-box-orient:horizontal;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}@media (max-width:540px){div.input{-webkit-box-orient:vertical;-moz-box-orient:vertical;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch}}div.input_prompt{color:navy;border-top:1px solid transparent}div.input_area>div.highlight{margin:.4em;border:none;padding:0;background-color:transparent}div.input_area>div.highlight>pre{margin:0;border:none;padding:0;background-color:transparent}.CodeMirror{line-height:1.21429em;font-size:14px;height:auto;background:0 0}.CodeMirror-scroll{overflow-y:hidden;overflow-x:auto}.CodeMirror-lines{padding:.4em}.CodeMirror-linenumber{padding:0 8px 0 4px}.CodeMirror-gutters{border-bottom-left-radius:2px;border-top-left-radius:2px}.CodeMirror pre{padding:0;border:0;border-radius:0}.highlight-base,.highlight-variable{color:#000}.highlight-variable-2{color:#1a1a1a}.highlight-variable-3{color:#333}.highlight-string{color:#BA2121}.highlight-comment{color:#408080;font-style:italic}.highlight-number{color:#080}.highlight-atom{color:#88F}.highlight-keyword{color:green;font-weight:700}.highlight-builtin{color:green}.highlight-error{color:red}.highlight-operator{color:#A2F;font-weight:700}.highlight-meta{color:#A2F}.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:#00f}.highlight-quote{color:#090}.highlight-link{color:#00c}.cm-s-ipython span.cm-keyword{color:green;font-weight:700}.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:#A2F;font-weight:700}.cm-s-ipython span.cm-variable-2{color:#1a1a1a}.cm-s-ipython span.cm-variable-3{color:#333}.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:#A2F}.cm-s-ipython span.cm-qualifier{color:#555}.cm-s-ipython span.cm-builtin{color:green}.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:#00f}.cm-s-ipython span.cm-quote{color:#090}.cm-s-ipython span.cm-link{color:#00c}.cm-s-ipython span.cm-error{color:red}.cm-s-ipython span.cm-tab{background:url('data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=')right no-repeat}div.output_wrapper{display:-webkit-box;-webkit-box-align:stretch;display:-moz-box;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch;z-index:1}div.output_scroll{height:24em;width:100%;overflow:auto;border-radius:2px;-webkit-box-shadow:inset 0 2px 8px rgba(0,0,0,.8);box-shadow:inset 0 2px 8px rgba(0,0,0,.8);display:block}div.output_collapsed{margin:0;padding:0;display:-webkit-box;-webkit-box-orient:vertical;display:-moz-box;-moz-box-orient:vertical;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch}div.out_prompt_overlay{height:100%;padding:0 .4em;position:absolute;border-radius:2px}div.out_prompt_overlay:hover{-webkit-box-shadow:inset 0 0 1px #000;box-shadow:inset 0 0 1px #000;background:rgba(240,240,240,.5)}div.output_prompt{color:#8b0000}div.output_area{padding:0;page-break-inside:avoid;display:-webkit-box;-webkit-box-orient:horizontal;display:-moz-box;-moz-box-orient:horizontal;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}div.output_area .MathJax_Display{text-align:left!important}div.output_area .rendered_html img,div.output_area .rendered_html table{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}.output{display:-webkit-box;-webkit-box-orient:vertical;display:-moz-box;-moz-box-orient:vertical;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch}@media (max-width:540px){div.output_area{-webkit-box-orient:vertical;-moz-box-orient:vertical;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch}}div.output_area pre{margin:0;padding:0;border:0;vertical-align:baseline;color:#000;background-color:transparent;border-radius:0}div.output_subarea{overflow-x:auto;padding:.4em;-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1;max-width:calc(100% - 14ex)}div.output_text{text-align:left;color:#000;line-height:1.21429em}div.output_stderr{background:#fdd}div.output_latex{text-align:left}div.output_javascript:empty{padding:0}.js-error{color:#8b0000}div.raw_input_container{font-family:monospace;padding-top:5px}span.raw_input_prompt{}input.raw_input{font-family:inherit;font-size:inherit;color:inherit;width:auto;vertical-align:baseline;padding:0 .25em;margin:0 .25em}input.raw_input:focus{box-shadow:none}p.p-space{margin-bottom:10px}div.output_unrecognized{padding:5px;font-weight:700;color:red}div.output_unrecognized a,div.output_unrecognized a:hover{color:inherit;text-decoration:none}.rendered_html{color:#000}.rendered_html em{font-style:italic}.rendered_html strong{font-weight:700}.rendered_html :link,.rendered_html :visited,.rendered_html u{text-decoration:underline}.rendered_html h1{font-size:185.7%;margin:1.08em 0 0;font-weight:700;line-height:1}.rendered_html h2{font-size:157.1%;margin:1.27em 0 0;font-weight:700;line-height:1}.rendered_html h3{font-size:128.6%;margin:1.55em 0 0;font-weight:700;line-height:1}.rendered_html h4{font-size:100%;margin:2em 0 0;font-weight:700;line-height:1}.rendered_html h5,.rendered_html h6{font-size:100%;margin:2em 0 0;font-weight:700;line-height:1;font-style:italic}.rendered_html h1:first-child{margin-top:.538em}.rendered_html h2:first-child{margin-top:.636em}.rendered_html h3:first-child{margin-top:.777em}.rendered_html h4:first-child,.rendered_html h5:first-child,.rendered_html h6:first-child{margin-top:1em}.rendered_html ul{list-style:disc;margin:0 2em;padding-left:0}.rendered_html ul ul{list-style:square;margin:0 2em}.rendered_html ul ul ul{list-style:circle;margin:0 2em}.rendered_html ol{list-style:decimal;margin:0 2em;padding-left:0}.rendered_html ol ol{list-style:upper-alpha;margin:0 2em}.rendered_html ol ol ol{list-style:lower-alpha;margin:0 2em}.rendered_html ol ol ol ol{list-style:lower-roman;margin:0 2em}.rendered_html ol ol ol ol ol{list-style:decimal;margin:0 2em}.rendered_html *+ol,.rendered_html *+ul{margin-top:1em}.rendered_html hr{color:#000;background-color:#000}.rendered_html pre{margin:1em 2em}.rendered_html code,.rendered_html pre{border:0;background-color:#fff;color:#000;font-size:100%;padding:0}.rendered_html blockquote{margin:1em 2em}.rendered_html table{margin-left:auto;margin-right:auto;border:1px solid #000;border-collapse:collapse}.rendered_html td,.rendered_html th,.rendered_html tr{border:1px solid #000;border-collapse:collapse;margin:1em 2em}.rendered_html td,.rendered_html th{text-align:left;vertical-align:middle;padding:4px}.rendered_html th{font-weight:700}.rendered_html *+table{margin-top:1em}.rendered_html p{text-align:left}.rendered_html *+p{margin-top:1em}.rendered_html img{display:block;margin-left:auto;margin-right:auto}.rendered_html *+img{margin-top:1em}.rendered_html img,.rendered_html svg{max-width:100%;height:auto}.rendered_html img.unconfined,.rendered_html svg.unconfined{max-width:none}div.text_cell{display:-webkit-box;-webkit-box-orient:horizontal;display:-moz-box;-moz-box-orient:horizontal;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}@media (max-width:540px){div.text_cell>div.prompt{display:none}}div.text_cell_render{outline:0;resize:none;width:inherit;border-style:none;padding:.5em .5em .5em .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:0 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}.text_cell.unrendered .text_cell_render{display:none}.cm-header-1,.cm-header-2,.cm-header-3,.cm-header-4,.cm-header-5,.cm-header-6{font-weight:700;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,.cm-header-6{font-size:100%;font-style:italic}/*!
+*/
+/* CSS font colors for translated ANSI colors. */
+.ansibold {
+  font-weight: bold;
+}
+/* use dark versions for foreground, to improve visibility */
+.ansiblack {
+  color: black;
+}
+.ansired {
+  color: darkred;
+}
+.ansigreen {
+  color: darkgreen;
+}
+.ansiyellow {
+  color: #c4a000;
+}
+.ansiblue {
+  color: darkblue;
+}
+.ansipurple {
+  color: darkviolet;
+}
+.ansicyan {
+  color: steelblue;
+}
+.ansigray {
+  color: gray;
+}
+/* and light for background, for the same reason */
+.ansibgblack {
+  background-color: black;
+}
+.ansibgred {
+  background-color: red;
+}
+.ansibggreen {
+  background-color: green;
+}
+.ansibgyellow {
+  background-color: yellow;
+}
+.ansibgblue {
+  background-color: blue;
+}
+.ansibgpurple {
+  background-color: magenta;
+}
+.ansibgcyan {
+  background-color: cyan;
+}
+.ansibggray {
+  background-color: gray;
+}
+div.cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-radius: 2px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  border-width: 1px;
+  border-style: solid;
+  border-color: transparent;
+  width: 100%;
+  padding: 5px;
+  /* This acts as a spacer between cells, that is outside the border */
+  margin: 0px;
+  outline: none;
+  border-left-width: 1px;
+  padding-left: 5px;
+  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
+}
+div.cell.jupyter-soft-selected {
+  border-left-color: #90CAF9;
+  border-left-color: #E3F2FD;
+  border-left-width: 1px;
+  padding-left: 5px;
+  border-right-color: #E3F2FD;
+  border-right-width: 1px;
+  background: #E3F2FD;
+}
+@media print {
+  div.cell.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected {
+  border-color: #ababab;
+  border-left-width: 0px;
+  padding-left: 6px;
+  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
+}
+@media print {
+  div.cell.selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected.jupyter-soft-selected {
+  border-left-width: 0;
+  padding-left: 6px;
+  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
+}
+.edit_mode div.cell.selected {
+  border-color: #66BB6A;
+  border-left-width: 0px;
+  padding-left: 6px;
+  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
+}
+@media print {
+  .edit_mode div.cell.selected {
+    border-color: transparent;
+  }
+}
+.prompt {
+  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
+  min-width: 14ex;
+  /* This padding is tuned to match the padding on the CodeMirror editor. */
+  padding: 0.4em;
+  margin: 0px;
+  font-family: monospace;
+  text-align: right;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+  /* Don't highlight prompt number selection */
+  -webkit-touch-callout: none;
+  -webkit-user-select: none;
+  -khtml-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+  /* Use default cursor */
+  cursor: default;
+}
+@media (max-width: 540px) {
+  .prompt {
+    text-align: left;
+  }
+}
+div.inner_cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+@-moz-document url-prefix() {
+  div.inner_cell {
+    overflow-x: hidden;
+  }
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_area {
+  border: 1px solid #cfcfcf;
+  border-radius: 2px;
+  background: #f7f7f7;
+  line-height: 1.21429em;
+}
+/* This is needed so that empty prompt areas can collapse to zero height when there
+   is no content in the output_subarea and the prompt. The main purpose of this is
+   to make sure that empty JavaScript output_subareas have no height. */
+div.prompt:empty {
+  padding-top: 0;
+  padding-bottom: 0;
+}
+div.unrecognized_cell {
+  padding: 5px 5px 5px 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.unrecognized_cell .inner_cell {
+  border-radius: 2px;
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+  border: 1px solid #cfcfcf;
+  background: #eaeaea;
+}
+div.unrecognized_cell .inner_cell a {
+  color: inherit;
+  text-decoration: none;
+}
+div.unrecognized_cell .inner_cell a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+@media (max-width: 540px) {
+  div.unrecognized_cell > div.prompt {
+    display: none;
+  }
+}
+div.code_cell {
+  /* avoid page breaking on code cells when printing */
+}
+@media print {
+  div.code_cell {
+    page-break-inside: avoid;
+  }
+}
+/* any special styling for code cells that are currently running goes here */
+div.input {
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.input {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_prompt {
+  color: #303F9F;
+  border-top: 1px solid transparent;
+}
+div.input_area > div.highlight {
+  margin: 0.4em;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+div.input_area > div.highlight > pre {
+  margin: 0px;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+/* The following gets added to the <head> if it is detected that the user has a
+ * monospace font with inconsistent normal/bold/italic height.  See
+ * notebookmain.js.  Such fonts will have keywords vertically offset with
+ * respect to the rest of the text.  The user should select a better font.
+ * See: https://github.com/ipython/ipython/issues/1503
+ *
+ * .CodeMirror span {
+ *      vertical-align: bottom;
+ * }
+ */
+.CodeMirror {
+  line-height: 1.21429em;
+  /* Changed from 1em to our global default */
+  font-size: 14px;
+  height: auto;
+  /* Changed to auto to autogrow */
+  background: none;
+  /* Changed from white to allow our bg to show through */
+}
+.CodeMirror-scroll {
+  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
+  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
+  overflow-y: hidden;
+  overflow-x: auto;
+}
+.CodeMirror-lines {
+  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
+  /* we have set a different line-height and want this to scale with that. */
+  padding: 0.4em;
+}
+.CodeMirror-linenumber {
+  padding: 0 8px 0 4px;
+}
+.CodeMirror-gutters {
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.CodeMirror pre {
+  /* In CM3 this went to 4px from 0 in CM2. We need the 0 value because of how we size */
+  /* .CodeMirror-lines */
+  padding: 0;
+  border: 0;
+  border-radius: 0;
+}
+/*
+
+Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
+Adapted from GitHub theme
+
+*/
+.highlight-base {
+  color: #000;
+}
+.highlight-variable {
+  color: #000;
+}
+.highlight-variable-2 {
+  color: #1a1a1a;
+}
+.highlight-variable-3 {
+  color: #333333;
+}
+.highlight-string {
+  color: #BA2121;
+}
+.highlight-comment {
+  color: #408080;
+  font-style: italic;
+}
+.highlight-number {
+  color: #080;
+}
+.highlight-atom {
+  color: #88F;
+}
+.highlight-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.highlight-builtin {
+  color: #008000;
+}
+.highlight-error {
+  color: #f00;
+}
+.highlight-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.highlight-meta {
+  color: #AA22FF;
+}
+/* previously not defined, copying from default codemirror */
+.highlight-def {
+  color: #00f;
+}
+.highlight-string-2 {
+  color: #f50;
+}
+.highlight-qualifier {
+  color: #555;
+}
+.highlight-bracket {
+  color: #997;
+}
+.highlight-tag {
+  color: #170;
+}
+.highlight-attribute {
+  color: #00c;
+}
+.highlight-header {
+  color: blue;
+}
+.highlight-quote {
+  color: #090;
+}
+.highlight-link {
+  color: #00c;
+}
+/* apply the same style to codemirror */
+.cm-s-ipython span.cm-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-atom {
+  color: #88F;
+}
+.cm-s-ipython span.cm-number {
+  color: #080;
+}
+.cm-s-ipython span.cm-def {
+  color: #00f;
+}
+.cm-s-ipython span.cm-variable {
+  color: #000;
+}
+.cm-s-ipython span.cm-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-variable-2 {
+  color: #1a1a1a;
+}
+.cm-s-ipython span.cm-variable-3 {
+  color: #333333;
+}
+.cm-s-ipython span.cm-comment {
+  color: #408080;
+  font-style: italic;
+}
+.cm-s-ipython span.cm-string {
+  color: #BA2121;
+}
+.cm-s-ipython span.cm-string-2 {
+  color: #f50;
+}
+.cm-s-ipython span.cm-meta {
+  color: #AA22FF;
+}
+.cm-s-ipython span.cm-qualifier {
+  color: #555;
+}
+.cm-s-ipython span.cm-builtin {
+  color: #008000;
+}
+.cm-s-ipython span.cm-bracket {
+  color: #997;
+}
+.cm-s-ipython span.cm-tag {
+  color: #170;
+}
+.cm-s-ipython span.cm-attribute {
+  color: #00c;
+}
+.cm-s-ipython span.cm-header {
+  color: blue;
+}
+.cm-s-ipython span.cm-quote {
+  color: #090;
+}
+.cm-s-ipython span.cm-link {
+  color: #00c;
+}
+.cm-s-ipython span.cm-error {
+  color: #f00;
+}
+.cm-s-ipython span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+div.output_wrapper {
+  /* this position must be relative to enable descendents to be absolute within it */
+  position: relative;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  z-index: 1;
+}
+/* class for the output area when it should be height-limited */
+div.output_scroll {
+  /* ideally, this would be max-height, but FF barfs all over that */
+  height: 24em;
+  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
+  width: 100%;
+  overflow: auto;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  display: block;
+}
+/* output div while it is collapsed */
+div.output_collapsed {
+  margin: 0px;
+  padding: 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+div.out_prompt_overlay {
+  height: 100%;
+  padding: 0px 0.4em;
+  position: absolute;
+  border-radius: 2px;
+}
+div.out_prompt_overlay:hover {
+  /* use inner shadow to get border that is computed the same on WebKit/FF */
+  -webkit-box-shadow: inset 0 0 1px #000;
+  box-shadow: inset 0 0 1px #000;
+  background: rgba(240, 240, 240, 0.5);
+}
+div.output_prompt {
+  color: #D84315;
+}
+/* This class is the outer container of all output sections. */
+div.output_area {
+  padding: 0px;
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.output_area .MathJax_Display {
+  text-align: left !important;
+}
+div.output_area .rendered_html table {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area .rendered_html img {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area img,
+div.output_area svg {
+  max-width: 100%;
+  height: auto;
+}
+div.output_area img.unconfined,
+div.output_area svg.unconfined {
+  max-width: none;
+}
+/* This is needed to protect the pre formating from global settings such
+   as that of bootstrap */
+.output {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.output_area {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+div.output_area pre {
+  margin: 0;
+  padding: 0;
+  border: 0;
+  vertical-align: baseline;
+  color: black;
+  background-color: transparent;
+  border-radius: 0;
+}
+/* This class is for the output subarea inside the output_area and after
+   the prompt div. */
+div.output_subarea {
+  overflow-x: auto;
+  padding: 0.4em;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+  max-width: calc(100% - 14ex);
+}
+div.output_scroll div.output_subarea {
+  overflow-x: visible;
+}
+/* The rest of the output_* classes are for special styling of the different
+   output types */
+/* all text output has this class: */
+div.output_text {
+  text-align: left;
+  color: #000;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+}
+/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
+div.output_stderr {
+  background: #fdd;
+  /* very light red background for stderr */
+}
+div.output_latex {
+  text-align: left;
+}
+/* Empty output_javascript divs should have no height */
+div.output_javascript:empty {
+  padding: 0;
+}
+.js-error {
+  color: darkred;
+}
+/* raw_input styles */
+div.raw_input_container {
+  line-height: 1.21429em;
+  padding-top: 5px;
+}
+pre.raw_input_prompt {
+  /* nothing needed here. */
+}
+input.raw_input {
+  font-family: monospace;
+  font-size: inherit;
+  color: inherit;
+  width: auto;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+}
+input.raw_input:focus {
+  box-shadow: none;
+}
+p.p-space {
+  margin-bottom: 10px;
+}
+div.output_unrecognized {
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+}
+div.output_unrecognized a {
+  color: inherit;
+  text-decoration: none;
+}
+div.output_unrecognized a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+.rendered_html {
+  color: #000;
+  /* any extras will just be numbers: */
+}
+.rendered_html em {
+  font-style: italic;
+}
+.rendered_html strong {
+  font-weight: bold;
+}
+.rendered_html u {
+  text-decoration: underline;
+}
+.rendered_html :link {
+  text-decoration: underline;
+}
+.rendered_html :visited {
+  text-decoration: underline;
+}
+.rendered_html h1 {
+  font-size: 185.7%;
+  margin: 1.08em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h2 {
+  font-size: 157.1%;
+  margin: 1.27em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h3 {
+  font-size: 128.6%;
+  margin: 1.55em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h4 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h5 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h6 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h1:first-child {
+  margin-top: 0.538em;
+}
+.rendered_html h2:first-child {
+  margin-top: 0.636em;
+}
+.rendered_html h3:first-child {
+  margin-top: 0.777em;
+}
+.rendered_html h4:first-child {
+  margin-top: 1em;
+}
+.rendered_html h5:first-child {
+  margin-top: 1em;
+}
+.rendered_html h6:first-child {
+  margin-top: 1em;
+}
+.rendered_html ul {
+  list-style: disc;
+  margin: 0em 2em;
+  padding-left: 0px;
+}
+.rendered_html ul ul {
+  list-style: square;
+  margin: 0em 2em;
+}
+.rendered_html ul ul ul {
+  list-style: circle;
+  margin: 0em 2em;
+}
+.rendered_html ol {
+  list-style: decimal;
+  margin: 0em 2em;
+  padding-left: 0px;
+}
+.rendered_html ol ol {
+  list-style: upper-alpha;
+  margin: 0em 2em;
+}
+.rendered_html ol ol ol {
+  list-style: lower-alpha;
+  margin: 0em 2em;
+}
+.rendered_html ol ol ol ol {
+  list-style: lower-roman;
+  margin: 0em 2em;
+}
+.rendered_html ol ol ol ol ol {
+  list-style: decimal;
+  margin: 0em 2em;
+}
+.rendered_html * + ul {
+  margin-top: 1em;
+}
+.rendered_html * + ol {
+  margin-top: 1em;
+}
+.rendered_html hr {
+  color: black;
+  background-color: black;
+}
+.rendered_html pre {
+  margin: 1em 2em;
+}
+.rendered_html pre,
+.rendered_html code {
+  border: 0;
+  background-color: #fff;
+  color: #000;
+  font-size: 100%;
+  padding: 0px;
+}
+.rendered_html blockquote {
+  margin: 1em 2em;
+}
+.rendered_html table {
+  margin-left: auto;
+  margin-right: auto;
+  border: 1px solid black;
+  border-collapse: collapse;
+}
+.rendered_html tr,
+.rendered_html th,
+.rendered_html td {
+  border: 1px solid black;
+  border-collapse: collapse;
+  margin: 1em 2em;
+}
+.rendered_html td,
+.rendered_html th {
+  text-align: left;
+  vertical-align: middle;
+  padding: 4px;
+}
+.rendered_html th {
+  font-weight: bold;
+}
+.rendered_html * + table {
+  margin-top: 1em;
+}
+.rendered_html p {
+  text-align: left;
+}
+.rendered_html * + p {
+  margin-top: 1em;
+}
+.rendered_html img {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.rendered_html * + img {
+  margin-top: 1em;
+}
+.rendered_html img,
+.rendered_html svg {
+  max-width: 100%;
+  height: auto;
+}
+.rendered_html img.unconfined,
+.rendered_html svg.unconfined {
+  max-width: none;
+}
+div.text_cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.text_cell > div.prompt {
+    display: none;
+  }
+}
+div.text_cell_render {
+  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
+  outline: none;
+  resize: none;
+  width: inherit;
+  border-style: none;
+  padding: 0.5em 0.5em 0.5em 0.4em;
+  color: #000;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+a.anchor-link:link {
+  text-decoration: none;
+  padding: 0px 20px;
+  visibility: hidden;
+}
+h1:hover .anchor-link,
+h2:hover .anchor-link,
+h3:hover .anchor-link,
+h4:hover .anchor-link,
+h5:hover .anchor-link,
+h6:hover .anchor-link {
+  visibility: visible;
+}
+.text_cell.rendered .input_area {
+  display: none;
+}
+.text_cell.rendered .rendered_html {
+  overflow-x: auto;
+  overflow-y: hidden;
+}
+.text_cell.unrendered .text_cell_render {
+  display: none;
+}
+.cm-header-1,
+.cm-header-2,
+.cm-header-3,
+.cm-header-4,
+.cm-header-5,
+.cm-header-6 {
+  font-weight: bold;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+}
+.cm-header-1 {
+  font-size: 185.7%;
+}
+.cm-header-2 {
+  font-size: 157.1%;
+}
+.cm-header-3 {
+  font-size: 128.6%;
+}
+.cm-header-4 {
+  font-size: 110%;
+}
+.cm-header-5 {
+  font-size: 100%;
+  font-style: italic;
+}
+.cm-header-6 {
+  font-size: 100%;
+  font-style: italic;
+}
+/*!
 *
 * IPython notebook webapp
 *
-*/@media (max-width:767px){.notebook_app{padding-left:0;padding-right:0}}#ipython-main-app{box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;height:100%}div#notebook_panel{margin:0;padding:0;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;height:100%}#notebook{font-size:14px;line-height:20px;overflow-y:hidden;overflow-x:auto;width:100%;padding-top:20px;margin:0;outline:0;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:0 0 12px 1px rgba(87,87,87,.2);box-shadow:0 0 12px 1px rgba(87,87,87,.2)}}div.ui-widget-content{border:1px solid #ababab;outline:0}pre.dialog{background-color:#f7f7f7;border:1px solid #ddd;border-radius:2px;padding:.4em .4em .4em 2em}p.dialog{padding:.2em}code,kbd,pre,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:0 0 12px 1px rgba(87,87,87,.2);box-shadow:0 0 12px 1px rgba(87,87,87,.2)}@media not print{.notebook_app{background-color:#eee}}.celltoolbar{border:thin solid #CFCFCF;border-bottom:none;background:#EEE;border-radius:2px 2px 0 0;width:100%;height:29px;padding-right:4px;-webkit-box-orient:horizontal;-moz-box-orient:horizontal;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch;-webkit-box-pack:end;-moz-box-pack:end;box-pack:end;justify-content:flex-end;font-size:87%;padding-top:3px}@media print{.edit_mode div.cell.selected{border-color:transparent}div.code_cell{page-break-inside:avoid}#notebook-container{width:100%}.celltoolbar{display:none}}.ctb_hideshow{display:none;vertical-align:bottom}.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:0;border-top-left-radius:0}.ctb_global_show .ctb_show~div.text_cell_render{border:1px solid #cfcfcf}.celltoolbar select{color:#555;background-color:#fff;background-image:none;border:1px solid #ccc;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.075);box-shadow:inset 0 1px 1px rgba(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;line-height:1.5;border-radius:1px;width:inherit;font-size:inherit;height:22px;padding:0;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,.6);box-shadow:inset 0 1px 1px rgba(0,0,0,.075),0 0 8px rgba(102,175,233,.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[disabled],.celltoolbar select[readonly],fieldset[disabled] .celltoolbar select{background-color:#eee;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}select[multiple].celltoolbar select,textarea.celltoolbar select{height:auto}.celltoolbar label{margin-left:5px;margin-right:5px}.completions{position:absolute;z-index:10;overflow:hidden;border:1px solid #ababab;border-radius:2px;-webkit-box-shadow:0 6px 10px -1px #adadad;box-shadow:0 6px 10px -1px #adadad;line-height:1}.completions select{background:#fff;outline:0;border:none;padding:0;margin:0;overflow:auto;font-family:monospace;font-size:110%;color:#000;width:auto}.completions select option.context{color:#286090}#kernel_logo_widget{float:right!important;float:right}#kernel_logo_widget .current_kernel_logo{display:none;margin-top:-1px;margin-bottom:-1px;width:32px;height:32px}#menubar{box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;margin-top:1px}#menubar .navbar{border-top:1px;border-radius:0 0 2px 2px;margin-bottom:0}#menubar .navbar-toggle{float:left;padding-top:7px;padding-bottom:7px;border:none}#menubar .navbar-collapse{clear:left}.nav-wrapper{border-bottom:1px solid #e7e7e7}i.menu-icon{padding-top:4px}ul#help_menu li a{overflow:hidden;padding-right:2.2em}ul#help_menu li a i{margin-right:-1.2em}.dropdown-submenu{position:relative}.dropdown-submenu>.dropdown-menu{top:0;left:100%;margin-top:-6px;margin-left:-1px}.dropdown-submenu:hover>.dropdown-menu{display:block}.dropdown-submenu>a:after{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:#333;margin-top:2px;margin-right:-10px}.dropdown-submenu>a:after.pull-left{margin-right:.3em}.dropdown-submenu>a:after.pull-right{margin-left:.3em}.dropdown-submenu:hover>a:after{color:#262626}.dropdown-submenu.pull-left{float:none}.dropdown-submenu.pull-left>.dropdown-menu{left:-100%;margin-left:10px}#notification_area{float:right!important;float:right;z-index:10}.indicator_area{float:right!important;float:right;color:#777;margin-left:5px;margin-right:5px;z-index:10;text-align:center;width:auto}#kernel_indicator{float:right!important;float:right;color:#777;margin-left:5px;margin-right:5px;z-index:10;text-align:center;width:auto;border-left:1px solid}#kernel_indicator .kernel_indicator_name{padding-left:5px;padding-right:5px}#modal_indicator{float:right!important;float:right;color:#777;margin-left:5px;margin-right:5px;z-index:10;text-align:center;width:auto}#readonly-indicator{float:right!important;float:right;color:#777;z-index:10;text-align:center;width:auto;display:none;margin:2px 0 0}.modal_indicator:before{width:1.28571429em;text-align:center}.edit_mode .modal_indicator:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;content:"\f040"}.edit_mode .modal_indicator:before.pull-left{margin-right:.3em}.edit_mode .modal_indicator:before.pull-right{margin-left:.3em}.command_mode .modal_indicator:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;content:' '}.command_mode .modal_indicator:before.pull-left{margin-right:.3em}.command_mode .modal_indicator:before.pull-right{margin-left:.3em}.kernel_idle_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;content:"\f10c"}.kernel_idle_icon:before.pull-left{margin-right:.3em}.kernel_idle_icon:before.pull-right{margin-left:.3em}.kernel_busy_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;content:"\f111"}.kernel_busy_icon:before.pull-left{margin-right:.3em}.kernel_busy_icon:before.pull-right{margin-left:.3em}.kernel_dead_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;content:"\f1e2"}.kernel_dead_icon:before.pull-left{margin-right:.3em}.kernel_dead_icon:before.pull-right{margin-left:.3em}.kernel_disconnected_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;content:"\f127"}.kernel_disconnected_icon:before.pull-left{margin-right:.3em}.kernel_disconnected_icon:before.pull-right{margin-left:.3em}.notification_widget{z-index:10;background:rgba(240,240,240,.5);margin-right:4px;color:#333;background-color:#fff;border-color:#ccc}.notification_widget.active,.notification_widget.focus,.notification_widget:active,.notification_widget:focus,.notification_widget:hover,.open>.dropdown-toggle.notification_widget{color:#333;background-color:#e6e6e6;border-color:#adadad}.notification_widget.active,.notification_widget:active,.open>.dropdown-toggle.notification_widget{background-image:none}.notification_widget.disabled,.notification_widget.disabled.active,.notification_widget.disabled.focus,.notification_widget.disabled:active,.notification_widget.disabled:focus,.notification_widget.disabled:hover,.notification_widget[disabled],.notification_widget[disabled].active,.notification_widget[disabled].focus,.notification_widget[disabled]:active,.notification_widget[disabled]:focus,.notification_widget[disabled]:hover,fieldset[disabled] .notification_widget,fieldset[disabled] .notification_widget.active,fieldset[disabled] .notification_widget.focus,fieldset[disabled] .notification_widget:active,fieldset[disabled] .notification_widget:focus,fieldset[disabled] .notification_widget:hover{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.active,.notification_widget.warning.focus,.notification_widget.warning:active,.notification_widget.warning:focus,.notification_widget.warning:hover,.open>.dropdown-toggle.notification_widget.warning{color:#fff;background-color:#ec971f;border-color:#d58512}.notification_widget.warning.active,.notification_widget.warning:active,.open>.dropdown-toggle.notification_widget.warning{background-image:none}.notification_widget.warning.disabled,.notification_widget.warning.disabled.active,.notification_widget.warning.disabled.focus,.notification_widget.warning.disabled:active,.notification_widget.warning.disabled:focus,.notification_widget.warning.disabled:hover,.notification_widget.warning[disabled],.notification_widget.warning[disabled].active,.notification_widget.warning[disabled].focus,.notification_widget.warning[disabled]:active,.notification_widget.warning[disabled]:focus,.notification_widget.warning[disabled]:hover,fieldset[disabled] .notification_widget.warning,fieldset[disabled] .notification_widget.warning.active,fieldset[disabled] .notification_widget.warning.focus,fieldset[disabled] .notification_widget.warning:active,fieldset[disabled] .notification_widget.warning:focus,fieldset[disabled] .notification_widget.warning:hover{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.active,.notification_widget.success.focus,.notification_widget.success:active,.notification_widget.success:focus,.notification_widget.success:hover,.open>.dropdown-toggle.notification_widget.success{color:#fff;background-color:#449d44;border-color:#398439}.notification_widget.success.active,.notification_widget.success:active,.open>.dropdown-toggle.notification_widget.success{background-image:none}.notification_widget.success.disabled,.notification_widget.success.disabled.active,.notification_widget.success.disabled.focus,.notification_widget.success.disabled:active,.notification_widget.success.disabled:focus,.notification_widget.success.disabled:hover,.notification_widget.success[disabled],.notification_widget.success[disabled].active,.notification_widget.success[disabled].focus,.notification_widget.success[disabled]:active,.notification_widget.success[disabled]:focus,.notification_widget.success[disabled]:hover,fieldset[disabled] .notification_widget.success,fieldset[disabled] .notification_widget.success.active,fieldset[disabled] .notification_widget.success.focus,fieldset[disabled] .notification_widget.success:active,fieldset[disabled] .notification_widget.success:focus,fieldset[disabled] .notification_widget.success:hover{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.active,.notification_widget.info.focus,.notification_widget.info:active,.notification_widget.info:focus,.notification_widget.info:hover,.open>.dropdown-toggle.notification_widget.info{color:#fff;background-color:#31b0d5;border-color:#269abc}.notification_widget.info.active,.notification_widget.info:active,.open>.dropdown-toggle.notification_widget.info{background-image:none}.notification_widget.info.disabled,.notification_widget.info.disabled.active,.notification_widget.info.disabled.focus,.notification_widget.info.disabled:active,.notification_widget.info.disabled:focus,.notification_widget.info.disabled:hover,.notification_widget.info[disabled],.notification_widget.info[disabled].active,.notification_widget.info[disabled].focus,.notification_widget.info[disabled]:active,.notification_widget.info[disabled]:focus,.notification_widget.info[disabled]:hover,fieldset[disabled] .notification_widget.info,fieldset[disabled] .notification_widget.info.active,fieldset[disabled] .notification_widget.info.focus,fieldset[disabled] .notification_widget.info:active,fieldset[disabled] .notification_widget.info:focus,fieldset[disabled] .notification_widget.info:hover{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.active,.notification_widget.danger.focus,.notification_widget.danger:active,.notification_widget.danger:focus,.notification_widget.danger:hover,.open>.dropdown-toggle.notification_widget.danger{color:#fff;background-color:#c9302c;border-color:#ac2925}.notification_widget.danger.active,.notification_widget.danger:active,.open>.dropdown-toggle.notification_widget.danger{background-image:none}.notification_widget.danger.disabled,.notification_widget.danger.disabled.active,.notification_widget.danger.disabled.focus,.notification_widget.danger.disabled:active,.notification_widget.danger.disabled:focus,.notification_widget.danger.disabled:hover,.notification_widget.danger[disabled],.notification_widget.danger[disabled].active,.notification_widget.danger[disabled].focus,.notification_widget.danger[disabled]:active,.notification_widget.danger[disabled]:focus,.notification_widget.danger[disabled]:hover,fieldset[disabled] .notification_widget.danger,fieldset[disabled] .notification_widget.danger.active,fieldset[disabled] .notification_widget.danger.focus,fieldset[disabled] .notification_widget.danger:active,fieldset[disabled] .notification_widget.danger:focus,fieldset[disabled] .notification_widget.danger:hover{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:0;width:100%;max-height:50%;padding-top:8px;-webkit-box-shadow:0 0 12px 1px rgba(87,87,87,.2);box-shadow:0 0 12px 1px rgba(87,87,87,.2);z-index:100;top:auto!important}div#pager pre{line-height:1.21429em;color:#000;background-color:#f7f7f7;padding:.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 0;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box}div#pager .ui-resizable-handle{top:0;height:8px;background:#f7f7f7;border-top:1px solid #cfcfcf;border-bottom:1px solid #cfcfcf}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{display:-webkit-box;-webkit-box-orient:horizontal;display:-moz-box;-moz-box-orient:horizontal;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}.shortcut_key{display:inline-block;width:20ex;text-align:right;font-family:monospace}.shortcut_descr{display:inline-block;-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}span.save_widget{margin-top:6px}span.save_widget span.filename{height:1em;line-height:1em;padding:3px;margin-left:16px;border:none;font-size:146.5%;border-radius:2px}span.save_widget span.filename:hover{background-color:#e6e6e6}span.autosave_status,span.checkpoint_status{font-size:small}@media (max-width:767px){span.save_widget{font-size:small}span.autosave_status,span.checkpoint_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:0;margin-left:-5px;margin-top:2px;margin-bottom:5px;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box}.toolbar label,.toolbar select{width:auto;vertical-align:middle;margin-bottom:0;display:inline;font-size:92%;margin-left:.3em;margin-right:.3em;padding:3px 0 0}.toolbar .btn{padding:2px 8px}.toolbar .btn-group{margin-top:0;margin-left:5px}#maintoolbar{margin-bottom:-3px;margin-top:-8px;border:0;min-height:27px;margin-left:0;padding-top:11px;padding-bottom:3px}#maintoolbar .navbar-text{float:none;vertical-align:middle;text-align:right;margin-left:5px;margin-right:0;margin-top:0}.select-xs{height:24px}@-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}}.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}.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:0;right:0}.tooltiptext{padding-right:30px}.ipython_tooltip{max-width:700px;animation:fadeOut 400ms;-webkit-animation:fadeIn 400ms;-moz-animation:fadeIn 400ms;animation:fadeIn 400ms;vertical-align:middle;background-color:#f7f7f7;overflow:visible;border:1px solid #ababab;outline:0;padding:3px 3px 3px 7px;padding-left:7px;font-family:monospace;min-height:50px;-moz-box-shadow:0 6px 10px -1px #adadad;-webkit-box-shadow:0 6px 10px -1px #adadad;box-shadow:0 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:0;margin:0;top:-16px;width:40px;height:16px;overflow:hidden;position:absolute}.pretooltiparrow:before{background-color:#f7f7f7;border:1px solid #ababab;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)}.terminal-app{background:#eee}.terminal-app #header{background:#fff;-webkit-box-shadow:0 0 12px 1px rgba(87,87,87,.2);box-shadow:0 0 12px 1px rgba(87,87,87,.2)}.terminal-app .terminal{float:left;font-family:monospace;color:#fff;background:#000;padding:.4em;border-radius:2px;-webkit-box-shadow:0 0 12px 1px rgba(87,87,87,.4);box-shadow:0 0 12px 1px rgba(87,87,87,.4)}.terminal-app .terminal,.terminal-app .terminal dummy-screen{line-height:1em;font-size:14px}.terminal-app .terminal-cursor{color:#000;background:#fff}.terminal-app #terminado-container{margin-top:20px}
+*/
+@media (max-width: 767px) {
+  .notebook_app {
+    padding-left: 0px;
+    padding-right: 0px;
+  }
+}
+#ipython-main-app {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook_panel {
+  margin: 0px;
+  padding: 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook {
+  font-size: 14px;
+  line-height: 20px;
+  overflow-y: hidden;
+  overflow-x: auto;
+  width: 100%;
+  /* This spaces the page away from the edge of the notebook area */
+  padding-top: 20px;
+  margin: 0px;
+  outline: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  min-height: 100%;
+}
+@media not print {
+  #notebook-container {
+    padding: 15px;
+    background-color: #fff;
+    min-height: 0;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+@media print {
+  #notebook-container {
+    width: 100%;
+  }
+}
+div.ui-widget-content {
+  border: 1px solid #ababab;
+  outline: none;
+}
+pre.dialog {
+  background-color: #f7f7f7;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  padding: 0.4em;
+  padding-left: 2em;
+}
+p.dialog {
+  padding: 0.2em;
+}
+/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
+   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
+ */
+pre,
+code,
+kbd,
+samp {
+  white-space: pre-wrap;
+}
+#fonttest {
+  font-family: monospace;
+}
+p {
+  margin-bottom: 0;
+}
+.end_space {
+  min-height: 100px;
+  transition: height .2s ease;
+}
+.notebook_app > #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+@media not print {
+  .notebook_app {
+    background-color: #EEE;
+  }
+}
+kbd {
+  border-style: solid;
+  border-width: 1px;
+  box-shadow: none;
+  margin: 2px;
+  padding-left: 2px;
+  padding-right: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+/* CSS for the cell toolbar */
+.celltoolbar {
+  border: thin solid #CFCFCF;
+  border-bottom: none;
+  background: #EEE;
+  border-radius: 2px 2px 0px 0px;
+  width: 100%;
+  height: 29px;
+  padding-right: 4px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+  display: -webkit-flex;
+}
+@media print {
+  .celltoolbar {
+    display: none;
+  }
+}
+.ctb_hideshow {
+  display: none;
+  vertical-align: bottom;
+}
+/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
+   Cell toolbars are only shown when the ctb_global_show class is also set.
+*/
+.ctb_global_show .ctb_show.ctb_hideshow {
+  display: block;
+}
+.ctb_global_show .ctb_show + .input_area,
+.ctb_global_show .ctb_show + div.text_cell_input,
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border-top-right-radius: 0px;
+  border-top-left-radius: 0px;
+}
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border: 1px solid #cfcfcf;
+}
+.celltoolbar {
+  font-size: 87%;
+  padding-top: 3px;
+}
+.celltoolbar select {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  padding: 0px;
+  display: inline-block;
+}
+.celltoolbar select:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.celltoolbar select::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.celltoolbar select:-ms-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-webkit-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.celltoolbar select[disabled],
+.celltoolbar select[readonly],
+fieldset[disabled] .celltoolbar select {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.celltoolbar select[disabled],
+fieldset[disabled] .celltoolbar select {
+  cursor: not-allowed;
+}
+textarea.celltoolbar select {
+  height: auto;
+}
+select.celltoolbar select {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.celltoolbar select,
+select[multiple].celltoolbar select {
+  height: auto;
+}
+.celltoolbar label {
+  margin-left: 5px;
+  margin-right: 5px;
+}
+.completions {
+  position: absolute;
+  z-index: 110;
+  overflow: hidden;
+  border: 1px solid #ababab;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  line-height: 1;
+}
+.completions select {
+  background: white;
+  outline: none;
+  border: none;
+  padding: 0px;
+  margin: 0px;
+  overflow: auto;
+  font-family: monospace;
+  font-size: 110%;
+  color: #000;
+  width: auto;
+}
+.completions select option.context {
+  color: #286090;
+}
+#kernel_logo_widget {
+  float: right !important;
+  float: right;
+}
+#kernel_logo_widget .current_kernel_logo {
+  display: none;
+  margin-top: -1px;
+  margin-bottom: -1px;
+  width: 32px;
+  height: 32px;
+}
+#menubar {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  margin-top: 1px;
+}
+#menubar .navbar {
+  border-top: 1px;
+  border-radius: 0px 0px 2px 2px;
+  margin-bottom: 0px;
+}
+#menubar .navbar-toggle {
+  float: left;
+  padding-top: 7px;
+  padding-bottom: 7px;
+  border: none;
+}
+#menubar .navbar-collapse {
+  clear: left;
+}
+.nav-wrapper {
+  border-bottom: 1px solid #e7e7e7;
+}
+i.menu-icon {
+  padding-top: 4px;
+}
+ul#help_menu li a {
+  overflow: hidden;
+  padding-right: 2.2em;
+}
+ul#help_menu li a i {
+  margin-right: -1.2em;
+}
+.dropdown-submenu {
+  position: relative;
+}
+.dropdown-submenu > .dropdown-menu {
+  top: 0;
+  left: 100%;
+  margin-top: -6px;
+  margin-left: -1px;
+}
+.dropdown-submenu:hover > .dropdown-menu {
+  display: block;
+}
+.dropdown-submenu > a:after {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  display: block;
+  content: "\f0da";
+  float: right;
+  color: #333333;
+  margin-top: 2px;
+  margin-right: -10px;
+}
+.dropdown-submenu > a:after.pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.pull-right {
+  margin-left: .3em;
+}
+.dropdown-submenu:hover > a:after {
+  color: #262626;
+}
+.dropdown-submenu.pull-left {
+  float: none;
+}
+.dropdown-submenu.pull-left > .dropdown-menu {
+  left: -100%;
+  margin-left: 10px;
+}
+#notification_area {
+  float: right !important;
+  float: right;
+  z-index: 10;
+}
+.indicator_area {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+#kernel_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  border-left: 1px solid;
+}
+#kernel_indicator .kernel_indicator_name {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#modal_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+#readonly-indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  margin-top: 2px;
+  margin-bottom: 0px;
+  margin-left: 0px;
+  margin-right: 0px;
+  display: none;
+}
+.modal_indicator:before {
+  width: 1.28571429em;
+  text-align: center;
+}
+.edit_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f040";
+}
+.edit_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: ' ';
+}
+.command_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f10c";
+}
+.kernel_idle_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f111";
+}
+.kernel_busy_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f1e2";
+}
+.kernel_dead_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f127";
+}
+.kernel_disconnected_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notification_widget {
+  color: #777;
+  z-index: 10;
+  background: rgba(240, 240, 240, 0.5);
+  margin-right: 4px;
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget:focus,
+.notification_widget.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.notification_widget:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active:hover,
+.notification_widget.active:hover,
+.open > .dropdown-toggle.notification_widget:hover,
+.notification_widget:active:focus,
+.notification_widget.active:focus,
+.open > .dropdown-toggle.notification_widget:focus,
+.notification_widget:active.focus,
+.notification_widget.active.focus,
+.open > .dropdown-toggle.notification_widget.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  background-image: none;
+}
+.notification_widget.disabled:hover,
+.notification_widget[disabled]:hover,
+fieldset[disabled] .notification_widget:hover,
+.notification_widget.disabled:focus,
+.notification_widget[disabled]:focus,
+fieldset[disabled] .notification_widget:focus,
+.notification_widget.disabled.focus,
+.notification_widget[disabled].focus,
+fieldset[disabled] .notification_widget.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget .badge {
+  color: #fff;
+  background-color: #333;
+}
+.notification_widget.warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning:focus,
+.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.notification_widget.warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active:hover,
+.notification_widget.warning.active:hover,
+.open > .dropdown-toggle.notification_widget.warning:hover,
+.notification_widget.warning:active:focus,
+.notification_widget.warning.active:focus,
+.open > .dropdown-toggle.notification_widget.warning:focus,
+.notification_widget.warning:active.focus,
+.notification_widget.warning.active.focus,
+.open > .dropdown-toggle.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  background-image: none;
+}
+.notification_widget.warning.disabled:hover,
+.notification_widget.warning[disabled]:hover,
+fieldset[disabled] .notification_widget.warning:hover,
+.notification_widget.warning.disabled:focus,
+.notification_widget.warning[disabled]:focus,
+fieldset[disabled] .notification_widget.warning:focus,
+.notification_widget.warning.disabled.focus,
+.notification_widget.warning[disabled].focus,
+fieldset[disabled] .notification_widget.warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.notification_widget.success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success:focus,
+.notification_widget.success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.notification_widget.success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active:hover,
+.notification_widget.success.active:hover,
+.open > .dropdown-toggle.notification_widget.success:hover,
+.notification_widget.success:active:focus,
+.notification_widget.success.active:focus,
+.open > .dropdown-toggle.notification_widget.success:focus,
+.notification_widget.success:active.focus,
+.notification_widget.success.active.focus,
+.open > .dropdown-toggle.notification_widget.success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  background-image: none;
+}
+.notification_widget.success.disabled:hover,
+.notification_widget.success[disabled]:hover,
+fieldset[disabled] .notification_widget.success:hover,
+.notification_widget.success.disabled:focus,
+.notification_widget.success[disabled]:focus,
+fieldset[disabled] .notification_widget.success:focus,
+.notification_widget.success.disabled.focus,
+.notification_widget.success[disabled].focus,
+fieldset[disabled] .notification_widget.success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.notification_widget.info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info:focus,
+.notification_widget.info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.notification_widget.info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active:hover,
+.notification_widget.info.active:hover,
+.open > .dropdown-toggle.notification_widget.info:hover,
+.notification_widget.info:active:focus,
+.notification_widget.info.active:focus,
+.open > .dropdown-toggle.notification_widget.info:focus,
+.notification_widget.info:active.focus,
+.notification_widget.info.active.focus,
+.open > .dropdown-toggle.notification_widget.info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  background-image: none;
+}
+.notification_widget.info.disabled:hover,
+.notification_widget.info[disabled]:hover,
+fieldset[disabled] .notification_widget.info:hover,
+.notification_widget.info.disabled:focus,
+.notification_widget.info[disabled]:focus,
+fieldset[disabled] .notification_widget.info:focus,
+.notification_widget.info.disabled.focus,
+.notification_widget.info[disabled].focus,
+fieldset[disabled] .notification_widget.info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.notification_widget.danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger:focus,
+.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.notification_widget.danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active:hover,
+.notification_widget.danger.active:hover,
+.open > .dropdown-toggle.notification_widget.danger:hover,
+.notification_widget.danger:active:focus,
+.notification_widget.danger.active:focus,
+.open > .dropdown-toggle.notification_widget.danger:focus,
+.notification_widget.danger:active.focus,
+.notification_widget.danger.active.focus,
+.open > .dropdown-toggle.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  background-image: none;
+}
+.notification_widget.danger.disabled:hover,
+.notification_widget.danger[disabled]:hover,
+fieldset[disabled] .notification_widget.danger:hover,
+.notification_widget.danger.disabled:focus,
+.notification_widget.danger[disabled]:focus,
+fieldset[disabled] .notification_widget.danger:focus,
+.notification_widget.danger.disabled.focus,
+.notification_widget.danger[disabled].focus,
+fieldset[disabled] .notification_widget.danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+div#pager {
+  background-color: #fff;
+  font-size: 14px;
+  line-height: 20px;
+  overflow: hidden;
+  display: none;
+  position: fixed;
+  bottom: 0px;
+  width: 100%;
+  max-height: 50%;
+  padding-top: 8px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  /* Display over codemirror */
+  z-index: 100;
+  /* Hack which prevents jquery ui resizable from changing top. */
+  top: auto !important;
+}
+div#pager pre {
+  line-height: 1.21429em;
+  color: #000;
+  background-color: #f7f7f7;
+  padding: 0.4em;
+}
+div#pager #pager-button-area {
+  position: absolute;
+  top: 8px;
+  right: 20px;
+}
+div#pager #pager-contents {
+  position: relative;
+  overflow: auto;
+  width: 100%;
+  height: 100%;
+}
+div#pager #pager-contents #pager-container {
+  position: relative;
+  padding: 15px 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+div#pager .ui-resizable-handle {
+  top: 0px;
+  height: 8px;
+  background: #f7f7f7;
+  border-top: 1px solid #cfcfcf;
+  border-bottom: 1px solid #cfcfcf;
+  /* This injects handle bars (a short, wide = symbol) for 
+        the resize handle. */
+}
+div#pager .ui-resizable-handle::after {
+  content: '';
+  top: 2px;
+  left: 50%;
+  height: 3px;
+  width: 30px;
+  margin-left: -15px;
+  position: absolute;
+  border-top: 1px solid #cfcfcf;
+}
+.quickhelp {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  line-height: 1.8em;
+}
+.shortcut_key {
+  display: inline-block;
+  width: 20ex;
+  text-align: right;
+  font-family: monospace;
+}
+.shortcut_descr {
+  display: inline-block;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+span.save_widget {
+  margin-top: 6px;
+}
+span.save_widget span.filename {
+  height: 1em;
+  line-height: 1em;
+  padding: 3px;
+  margin-left: 16px;
+  border: none;
+  font-size: 146.5%;
+  border-radius: 2px;
+}
+span.save_widget span.filename:hover {
+  background-color: #e6e6e6;
+}
+span.checkpoint_status,
+span.autosave_status {
+  font-size: small;
+}
+@media (max-width: 767px) {
+  span.save_widget {
+    font-size: small;
+  }
+  span.checkpoint_status,
+  span.autosave_status {
+    display: none;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  span.checkpoint_status {
+    display: none;
+  }
+  span.autosave_status {
+    font-size: x-small;
+  }
+}
+.toolbar {
+  padding: 0px;
+  margin-left: -5px;
+  margin-top: 2px;
+  margin-bottom: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
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+  padding: 2px 8px;
+}
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+}
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+  min-height: 27px;
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+}
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+}
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+li.pulse > a.dropdown-toggle,
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+}
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+ * 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;
+  }
+}
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+  -moz-animation: fadeIn 400ms;
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+  background-color: #f7f7f7;
+  overflow: visible;
+  border: #ababab 1px solid;
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+  border: 1px #ababab solid;
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+  content: "";
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+  left: 15px;
+  top: 10px;
+  width: 25px;
+  height: 25px;
+  -webkit-transform: rotate(45deg);
+  -moz-transform: rotate(45deg);
+  -ms-transform: rotate(45deg);
+  -o-transform: rotate(45deg);
+}
+ul.typeahead-list i {
+  margin-left: -10px;
+  width: 18px;
+}
+ul.typeahead-list {
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+  overflow: auto;
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+}
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+  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);
+}
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+  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);
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+}
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+}
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+}
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 .highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
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+
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 <style type="text/css">
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diff --git a/content/articles/2016-5-15-the-unfair-casino.md b/content/articles/2016-5-15-the-unfair-casino.md
new file mode 100644
index 0000000..d4362bd
--- /dev/null
+++ b/content/articles/2016-5-15-the-unfair-casino.md
@@ -0,0 +1,15 @@
+Title: The Unfair Casino
+Date: 2016-05-15
+Category: Blog
+Tags: casino, probability, em, machine learning, simulated annealing
+Authors: Bradlee Speice
+Summary: Trying to figure out how exactly two dice are loaded in a cheating casino
+[//]: <> "Modified: "
+
+{% notebook 2016-5-15-the-unfair-casino.ipynb %}
+
+<script type="text/x-mathjax-config">
+//MathJax.Hub.Config({tex2jax: {inlineMath: [['$','$'], ['\(','\)']]}});
+MathJax.Hub.Config({tex2jax: {inlineMath: [['\$','\$']]}});
+</script>
+<script async src='https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS_CHTML'></script>
diff --git a/content/notebooks/2016-5-15-the-unfair-casino.ipynb b/content/notebooks/2016-5-15-the-unfair-casino.ipynb
new file mode 100644
index 0000000..ed00df1
--- /dev/null
+++ b/content/notebooks/2016-5-15-the-unfair-casino.ipynb
@@ -0,0 +1,719 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Or, how to get thrown out of a casino because you're a mathematician.\n",
+    "\n",
+    "---\n",
+    "\n",
+    "In the ongoing eternal cycle of mathematicians asking generally useless questions about probability, I dreamt up another one. The scenario is as follows:\n",
+    "\n",
+    "**You're playing a game with two die, and you do not get to see what the outcome of the die are on each roll. All you get to see is their sum. Given an arbitrarily long list of the sum of two rolls, can you determine if one or both die are loaded, and what those loadings are?**\n",
+    "\n",
+    "# Proving we can detect cheating\n",
+    "\n",
+    "My first question is simply, is this possible? There's a lot of trivial cases that make it obvious that there's cheating going on. But there are some edge cases that might give us more difficulty. First though, let's get a picture of what the fair distribution looks like. In principle, we can only detect cheating if the distribution of the fair die differs from the distribution of the loaded die."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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AtZIeohgQHQDeVzHmobaHAGxvlXRo2T4TuKNluy1l2zCwuaV9c9keERE1aquA2L5L0iuB\no8qmB2xvm6AcMksWETEFjeeGUm8AZpevmV/O2F9RIeaQpBm2h8rhqUfK9i0UZ7qPmFW2jdU+psHB\nwR3LjUaDRqNRIc2IiN7VbDZpNpt7tI92D+O9EngFcC/wTNls2+e18drZwA22jynXLwYes32xpD8H\nDrF9QTmJfhXwRoohqluA37ZtSXcC5wF3AX8LfN72qjHi5TDeLslhvP0Qt87YOYy3m6ocxttuD+T1\nwNHj/WaWdDXQAF4i6UFgKXARxXzKWcBGiiOvsL1O0gpgHbANWNwS71zgqxTXVLhxrOIRERHd024P\n5FrgPNsPdz6lPZMeSPekB9IPceuMnR5IN3WyB/JSYJ2kNbRcVc32wvEEi4iI3tFuARnsZBIRETH1\ntH05d0mHU0xqr5Z0ADDN9i87ml0FGcLqngxh9UPcOmNnCKubOnYtLEkfBq4Dvlg2zQS+Nb70IiKi\nl7R7KZNzgeMobiKF7fXAobt8RURE9LR2C8hTtp8eWZG0NzmDPCKir7VbQL4j6UJg//Je6NcCN3Qu\nrYiImOzaPQ9kL+Bs4ESKGbWbgMsm42x1JtG7J5Po/RC3ztiZRO+mjt2RcCpJAemeFJB+iFtn7BSQ\nburYiYSSfsZO/oJsHzGeYBER0TvGcy2sEfsBfwC8eOLTiYiIqaLyEJakH9h+3QTns8cyhNU9GcLq\nh7h1xs4QVjd1cghrfsvqXhQ9kvHcSyQiInpMu0XgkpblYWAD5WXYIyKiP+UorKgsQ1j9ELfO2BnC\n6qZODmF9bFfP2/5f4wkaERFTX7tnor8eOIfiIoozgT8B5gPTy8e4SfqopB9KWivpKkn7SDpE0s2S\nHpB0k6SDW7ZfImm9pPslnVglZkRETJx2z0T/e+A9I5dvlzQd+Fvbv1spqPQy4HbglbaflvQ3wI3A\n0cDPbX96jPulvwGYBaymvF/6TvadIawuyRBWP8StM3aGsLqpY5dzB2YAT7esP1227YlpwAvLCzPu\nD2wBTgWWl88vBxaVywuBa2wP294ArAcW7GH8iJjU9kVSLY+Bgdl1v/kpod2jsK4A1kj6Zrm+iGe/\n6MfN9kOSLgEeBJ4Ebi5vVDXD9lC5zVZJI5eMnwnc0bKLLWVbRPSsp6ir1zU0NK4f4n2rrQJi+39I\n+jZwfNn0Idv3VA0q6UUUvY3DgSeAayV9gOf/taT/2oaBgdkMDW2sO42I6DPjORnwAOAXtpdJ+neS\n5tj+WcW47wR+avsxgLJn8xZgaKQXImkAeKTcfgvw8pbXzyrbdmpwcHDHcqPRoNFoVExzaiiKR13j\n8hExFTWbTZrN5h7to91J9KUUR2IdZXtuOQl+re3jKgWVFgCXU0yKPwUsA+4CDgMes33xGJPob6QY\nurqFTKLv0H+T2f05oZz33N3Y/fg90pHzQIDfB14L3A075jAqHb5bvn6NpOuAe4Bt5b9fojgkeIWk\ns4CNlGe7214naQWwrtx+cd9ViYiISabdHsga2wsk3W17vqQXAnfYPrbzKY5PeiBdjdxnceuMnffc\n7dj9+D3SqcN4V0j6IvAiSR+mOA/jy+NNMCIiekfb18Iq74W+45a2tm/pZGJVpQfS1ch9FrfO2HnP\n3Y7dj98jE35LW0nTgNW2374nyXVLCkhXI/dZ3Dpj5z13O3Y/fo9M+BCW7WeA7a3XpYqIiGj3KKxf\nAfdJugX49Uij7fM6klVEREx67RaQb5SPiIgIYDdzIJIOs/1gF/PZY5kD6WrkPotbZ+y8527H7sfv\nkYmeA/lWy86/XimriIjoSbsrIK3V6IhOJhIREVPL7gqIx1iOiIg+t7s5kGcojroSxU2fnhx5CrDt\ngzqe4ThlDqSrkfssbp2x8567Hbsfv0cm9GKKtqftWUoREdGr2r0WVkRExHOkgERERCUpIBERUUkK\nSEREVFJbAZF0sKRrJd0v6UeS3ijpEEk3S3pA0k2tF3CUtETS+nL7E+vKOyIiCnX2QD4H3Gh7HvBq\n4MfABRSXjj8KuBVYAlDeE/00YB5wCnCpimNXIyKiJrUUEEkHAcfbXgZge9j2E8CpwPJys+XAonJ5\nIXBNud0GYD2woLtZR0REq7p6IHOARyUtk3S3pC9JOgCYYXsIwPZW4NBy+5nAppbXbynbIiKiJu1e\nzr0TcecD59r+vqTPUAxfjT71s9KpoIODgzuWG40GjUajWpYRET2q2WzSbDb3aB9t3xN9IkmaAdxh\n+4hy/a0UBeQVQMP2kKQB4Dbb8yRdQHHplIvL7VcBS21/byf7zqVMuhe5z+LWGTvvudux+/F7ZMJv\nadsJ5TDVJklzy6YTgB8BK4Ezy7YPAteXyyuB0yXtI2kOcCSwpnsZR0TEaHUNYQGcB1wl6QXAT4EP\nAdOAFZLOAjZSHHmF7XWSVgDrgG3A4r7rZkRETDK1DGF1Uoawuhq5z+LWGTvvudux+/F7ZEKvxhvt\nGxiYzdDQxrrTiIjomvRAJi4u+YXY63HrjJ333O3YvfbduDvpgURETIh9qeNiFzNmHM7WrRu6Hreq\n9EAmLi75hdjrceuMnffcH7Hr6/lMmcN4IyJi6ksBiYiISlJAIiKikhSQiIioJAUkIiIqSQGJiIhK\nUkAiIqKSFJCIiKgkBSQiIipJAYmIiEpSQCIiopIUkIiIqKTWAiJpL0l3S1pZrh8i6WZJD0i6SdLB\nLdsukbRe0v2STqwv64iIgPp7IOdT3KZ2xAXAattHAbcCSwAkHU1xe9t5wCnAparjWssREbFDbQVE\n0izg3cBlLc2nAsvL5eXAonJ5IXCN7WHbG4D1wIIupRoRETtRZw/kM8DHee5F92fYHgKwvRU4tGyf\nCWxq2W5L2RYRETWp5Y6Ekt4DDNm+V1JjF5tWurPK4ODgjuVGo0GjsasQERH9p9ls0mw292gftdyR\nUNIngT8ChoH9genAN4HXAw3bQ5IGgNtsz5N0AWDbF5evXwUstf29new7dyRM3B6MnffcH7FzR8Ld\nsn2h7cNsHwGcDtxq+4+BG4Azy80+CFxfLq8ETpe0j6Q5wJHAmi6nHRERLWoZwtqFi4AVks4CNlIc\neYXtdZJWUByxtQ1YXEs3IyIidqhlCKuTMoSVuL0ZO++5P2JnCCsiIvpACkhERFSSAhIREZWkgERE\nRCUpIBERUUkKSEREVJICEhERlaSAREREJZPtTPQJ8eSTT9adQkREBfsylW511JNnou+99/5djbl9\n+zDbt2+jH8+a7a+4dcbOe+6P2PW+5/Geid6TPZDh4W73QK4EzuhyzIiIemUOJCIiKkkBiYiISlJA\nIiKikhSQiIioJAUkIiIqqaWASJol6VZJP5J0n6TzyvZDJN0s6QFJN0k6uOU1SyStl3S/pBPryDsi\nIp5VVw9kGPiY7VcBbwbOlfRK4AJgte2jgFuBJQCSjqa4ve084BTgUk2ls20iInpQLQXE9lbb95bL\nvwLuB2YBpwLLy82WA4vK5YXANbaHbW8A1gMLupp0REQ8R+1zIJJmA68B7gRm2B6CosgAh5abzQQ2\ntbxsS9kWERE1qfVMdEkHAtcB59v+laTR5/BXPKd/sGW5UT4iIuJZzfJRXW0FRNLeFMXjStvXl81D\nkmbYHpI0ADxStm8BXt7y8lll2xgGJzzfiIje0uC5P67/27j3UOcQ1leAdbY/19K2EjizXP4gcH1L\n++mS9pE0BzgSWNOtRCMi4vlq6YFIOg74AHCfpHsohqouBC4GVkg6C9hIceQVttdJWgGsA7YBi91r\nlxGOiJhievJy7t2/HPLI1Xhz6enejltn7Lzn/og9tS7nXvtRWBERMTWlgERERCUpIBERUUkKSERE\nVJICEhERlaSAREREJSkgERFRSQpIRERUkgISERGVpIBEREQlKSAREVFJCkhERFSSAhIREZWkgERE\nRCUpIBERUcmUKiCSTpb0Y0k/kfTndecTEdHPpkwBkbQX8NfAScCrgPdLemW9WU12zboTmESadScw\niTTrTmASadadwJQ2ZQoIsABYb3uj7W3ANcCpNec0yTXrTmASadadwCTSrDuBSaRZdwJT2lQqIDOB\nTS3rm8u2iIiowd51J9AJBx303q7G27ZtM7/5TVdDRkTUTnZdN3AfH0lvAgZtn1yuXwDY9sWjtpsa\nbygiYpKxrfFsP5UKyDTgAeAE4GFgDfB+2/fXmlhERJ+aMkNYtp+R9BHgZoq5m8tTPCIi6jNleiAR\nETG5TKWjsMYkaZakWyX9SNJ9ks6rO6e6SdpL0t2SVtadS50kHSzpWkn3l38fb6w7p7pI+qikH0pa\nK+kqSfvUnVO3SLpc0pCktS1th0i6WdIDkm6SdHCdOXbLGJ/Fp8v/I/dK+rqkg9rZV08UEGAY+Jjt\nVwFvBs7NSYacD6yrO4lJ4HPAjbbnAa8G+nLYU9LLgD8F5ts+lmL4+vR6s+qqZRQnIbe6AFht+yjg\nVmBJ17Oqx84+i5uBV9l+DbCeNj+Lniggtrfavrdc/hXFl0TfniMiaRbwbuCyunOpU/kr6njbywBs\nD9v+Rc1p1Wka8EJJewMHAA/VnE/X2L4deHxU86nA8nJ5ObCoq0nVZGefhe3VtreXq3cCs9rZV08U\nkFaSZgOvAb5Xbya1+gzwcaDfJ7jmAI9KWlYO531J0v51J1UH2w8BlwAPAluAf7W9ut6saneo7SEo\nfoQCh9acz2RxFvDtdjbsqQIi6UDgOuD8sifSdyS9Bxgqe2QqH/1qb2A+8L9tzweepBi26DuSXkTx\ni/tw4GXAgZL+sN6sJp1+/8GFpE8A22xf3c72PVNAym75dcCVtq+vO58aHQcslPRT4GvA2yVdUXNO\nddkMbLL9/XL9OoqC0o/eCfzU9mO2nwG+Abyl5pzqNiRpBoCkAeCRmvOplaQzKYa+2/5h0TMFBPgK\nsM725+pOpE62L7R9mO0jKCZJb7V9Rt151aEcntgkaW7ZdAL9e2DBg8CbJO0nSRSfRb8dUDC6R74S\nOLNc/iDQTz88n/NZSDqZYth7oe2n2t1JTxQQSccBHwDeIemecrz75LrziknhPOAqSfdSHIX1yZrz\nqYXtNRQ9sHuAf6T48vhSrUl1kaSrgX8A5kp6UNKHgIuAd0kaucLFRXXm2C1jfBZ/BRwI3FJ+f17a\n1r5yImFERFTREz2QiIjovhSQiIioJAUkIiIqSQGJiIhKUkAiIqKSFJCIiKgkBSQiIipJAYmIiEr+\nP71BWn/o4C2PAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2a460450e80>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "%matplotlib inline\n",
+    "\n",
+    "fair_1 = np.random.randint(1, 7, 10000)\n",
+    "fair_2 = np.random.randint(1, 7, 10000)\n",
+    "\n",
+    "pd.Series(fair_1 + fair_2).plot(kind='hist', bins=11);\n",
+    "plt.title('Fair Distribution');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This distribution makes sense: there are many ways to make a 7 (the most frequent observed value) and very few ways to make a 12 or 2; an important symmetry. As a special note, you can notice that the sum of two fair dice is a discrete case of the [Triangle Distribution][1], which is itself a special case of the [Irwin-Hall Distribution][2].\n",
+    "\n",
+    "# The Edge Cases\n",
+    "\n",
+    "Given that we understand how the results of two fair dice are distributed, let's see some of the interesting edge cases that come up. This will give us assurance that when a casino is cheating, it is detectable (given sufficient data). To make this as hard as possible, we will think of scenarios where the expected value of the sum of loaded dice is the same as the expected value of the sum of fair dice.\n",
+    "\n",
+    "### Edge Case 1\n",
+    "What happens when one die is biased low, and one die is biased high? That is, where:\n",
+    "\n",
+    "\\begin{align}\n",
+    "\\begin{array}{cc}\n",
+    "D_1 = \\left\\{\n",
+    "\\begin{array}{lr}\n",
+    "1 & w.p. 1/3\\\\\n",
+    "2 & w.p. 1/3\\\\\n",
+    "3 & w.p. 1/12\\\\\n",
+    "4 & w.p. 1/12\\\\\n",
+    "5 & w.p. 1/12\\\\\n",
+    "6 & w.p. 1/12\n",
+    "\\end{array}\n",
+    "\\right. &\n",
+    "D_2 = \\left\\{\n",
+    "\\begin{array}{lr}\n",
+    "1 & w.p. 1/12\\\\\n",
+    "2 & w.p. 1/12\\\\\n",
+    "3 & w.p. 1/12\\\\\n",
+    "4 & w.p. 1/12\\\\\n",
+    "5 & w.p. 1/3\\\\\n",
+    "6 & w.p. 1/3\n",
+    "\\end{array}\n",
+    "\\right. \\\\\n",
+    "\\mathbb{E}[D_1] = 2.5 & \\mathbb{E}[D_2] = 4.5\n",
+    "\\end{array}\\\\\n",
+    "\\mathbb{E}[D_1 + D_2] = 7 = \\mathbb{E}[D_{fair} + D_{fair}]\n",
+    "\\end{align}\n",
+    "\n",
+    "[1]: https://en.wikipedia.org/wiki/Triangular_distribution\n",
+    "[2]: https://en.wikipedia.org/wiki/Irwin%E2%80%93Hall_distribution"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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uZ2H9gGrgPCJasTOSWnkMDR3Y9puPKarbFsgLgBWSlgFPjRXaPrGRqCJinKdoZ+wFRkcn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\nIBERUUsSSERE1JIEEhERtfx/t8CCaUQXJ5cAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2a460ad01d0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def unfair_die(p_vals, n):\n",
+    "    x = np.random.multinomial(1, p_vals, n)\n",
+    "    return x.nonzero()[1] + 1\n",
+    "\n",
+    "d1 = [1/3, 1/3, 1/12, 1/12, 1/12, 1/12]\n",
+    "d2 = [1/12, 1/12, 1/12, 1/12, 1/3, 1/3]\n",
+    "\n",
+    "x1 = unfair_die(d1, 10000)\n",
+    "x2 = unfair_die(d2, 10000)\n",
+    "\n",
+    "pd.Series(x1 + x2).plot(kind='hist', bins=11);\n",
+    "plt.title('$D_1$ biased low, $D_2$ biased high');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can see that while the 7 value remains the most likely (as expected), the distribution is not so nicely shaped any more. \n",
+    "\n",
+    "**Edge Case 2:** When one die is loaded low, and one is loaded high, we've seen how we can detect them. How about when two die are loaded both low and high? That is, we have the following distribution:\n",
+    "\n",
+    "\\begin{align}\n",
+    "\\begin{array}{cc}\n",
+    "D_1 = \\left\\{\n",
+    "\\begin{array}{lr}\n",
+    "1 & w.p. 1/3\\\\\n",
+    "2 & w.p. 1/12\\\\\n",
+    "3 & w.p. 1/12\\\\\n",
+    "4 & w.p. 1/12\\\\\n",
+    "5 & w.p. 1/12\\\\\n",
+    "6 & w.p. 1/3\n",
+    "\\end{array}\n",
+    "\\right. &\n",
+    "D_2 = \\left\\{\n",
+    "\\begin{array}{lr}\n",
+    "1 & w.p. 1/3\\\\\n",
+    "2 & w.p. 1/12\\\\\n",
+    "3 & w.p. 1/12\\\\\n",
+    "4 & w.p. 1/12\\\\\n",
+    "5 & w.p. 1/12\\\\\n",
+    "6 & w.p. 1/3\n",
+    "\\end{array}\n",
+    "\\right. \\\\\n",
+    "\\mathbb{E}[D_1] = 3.5 & \\mathbb{E}[D_2] = 3.5\n",
+    "\\end{array}\\\\\n",
+    "\\mathbb{E}[D_1 + D_2] = 7 = \\mathbb{E}[D_{fair} + D_{fair}]\n",
+    "\\end{align}\n",
+    "\n",
+    "We can see even that the expected value of each individual die is the same as the fair die! However, the distribution (if we are doing this correctly) should still be skewed:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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AeUREBNB9D2RPYLWklcDjw422j2mkqoiImPa6DZClTRYREREzz2TOwtoHeJHtGyTtDGxv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\nSwIkIiJq+f8KwJfCiHKoPQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2a461035a20>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "d1 = [1/3, 1/12, 1/12, 1/12, 1/12, 1/3]\n",
+    "d2 = d1\n",
+    "\n",
+    "x1 = unfair_die(d1, 10000)\n",
+    "x2 = unfair_die(d2, 10000)\n",
+    "\n",
+    "pd.Series(x1 + x2).plot(kind='hist', bins=11)\n",
+    "plt.title(\"$D_1$ and $D_2$ biased to 1 and 6\");"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In a very un-subtle way, we have of course made the values 2 and 12 far more likely.\n",
+    "\n",
+    "# Detection Conclusion\n",
+    "\n",
+    "There are some trivial examples of cheating that are easy to detect: whenever the expected value of the sum of two fair dice deviates from the expected value for the sum of two fair dice, we can immediately conclude that there is cheating at stake.\n",
+    "\n",
+    "The interesting edge cases occur when the expected value of the sum of loaded dice matches the expected value of the sum of fair dice. Considering the above examples (and a couple more I ran through in developing this), we have seen that in every circumstance having two unfair dice leads to a distribution of results different from the fair results.\n",
+    "\n",
+    "We can thus finally state: **just by looking at the distribution of results from this game, we can immediately conclude whether there is cheating.**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Simulated Annealing\n",
+    "\n",
+    "What we really would like to do though, is see if there is any way to determine how exactly the dice are loaded. This is significantly more complicated, but we can borrow some algorithms from Machine Learning to figure out exactly how to perform this process. I'm using the Simulated Annealing algorithm, and I discuss why this works and why I chose it over some of the alternatives in the [justification](#Justification-of-Simulated-Annealing). If you don't care about how I set up the model and just want to see the code, check out [the actual code](#The-actual-code).\n",
+    "\n",
+    "[Simulated Annealing][3] is a variation of the [Metropolis-Hastings Algorithm][4], but the important thing for us is: Simulated Annealing allows us to quickly optimize high-dimensional problems. But what exactly are we trying to optimize? Ideally, we want a function that can tell us whether one distribution for the dice better explains the results than another distribution. This is known as the **likelihood** function.\n",
+    "\n",
+    "## Deriving the Likelihood function\n",
+    "\n",
+    "To derive our likelihood function, we want to know: **what is the probability of seeing a specific result given those hidden parameters?** This is actually a surprisingly difficult problem. While we can do a lot of calculations by hand, we need a more general solution since we will be working with very some interesting die distributions.\n",
+    "\n",
+    "We first note that the sum of two dice can take on 11 different values - 2 through 12. This implies that each individual sum follows a [Categorical distribution](https://en.wikipedia.org/wiki/Categorical_distribution). That is:\n",
+    "\n",
+    "\\begin{align}\n",
+    "\\mathcal{L(x)} = \\left\\{\n",
+    "\\begin{array}{lr}\n",
+    "p_2 & x = 2\\\\\n",
+    "p_3 & x = 3\\\\\n",
+    "\\ldots & \\\\\n",
+    "p_{11} & x = 11\\\\\n",
+    "p_{12} & x = 12\n",
+    "\\end{array}\n",
+    "\\right.\n",
+    "\\end{align}\n",
+    "\n",
+    "Where each $p_i$ is the probability of seeing that specific result. However, we need to calculate what each probability is! I'll save you the details, but [this author](http://math.stackexchange.com/a/1646360/320784) explains how to do it.\n",
+    "\n",
+    "Now, we would like to know the likelihood of our entire data-set. This is trivial:\n",
+    "\n",
+    "\\begin{align}\n",
+    "\\mathcal{L(\\mathbf{X})} &= \\prod_{i=1}^n L(x)\n",
+    "\\end{align}\n",
+    "\n",
+    "However, it's typically much easier to work with the $\\log(\\mathcal{L})$ function instead. This is critically important from a computational perspective: when you multiply so many small numbers together (i.e. the product of $L(x)$ terms) the computer suffers from rounding error; if we don't control for this, we will find that no matter the distributions we choose for each die, the \"likelihood\" will be close to zero because the computer is not precise enough.\n",
+    "\n",
+    "\\begin{align}\n",
+    "\\log(\\mathcal{L}) &= \\sum_{i=1}^n \\log(L)\n",
+    "\\end{align}\n",
+    "\n",
+    "## The process of Simulated Annealing\n",
+    "\n",
+    "The means by which we optimize our likelihood function is the simulated annealing algorithm. The way it works is as follows:\n",
+    "\n",
+    "1. Start with a random guess for the parameters we are trying to optimize. In our case we are trying to guess the distribution of two dice, and so we \"optimize\" until we have a distribution that matches the data.\n",
+    "\n",
+    "2. For each iteration of the algorithm:\n",
+    "\n",
+    "    1. Generate a new \"proposed\" set of parameters based on the current parameters -\n",
+    "    i.e. slightly modify the current parameters to get a new set of parameters.\n",
+    "    2. Calculate the value of $\\log(\\mathcal{L})$ for each set of parameters. If the function value for the\n",
+    "    proposed parameter set is higher than for the current, automatically switch to the new parameter set\n",
+    "    and continue the next iteration.\n",
+    "    3. Given the new parameter set performs worse, determine a probability of switching to the new parameter set anyways: $\\mathcal{P}(p_{current}, p_{proposed})$\n",
+    "    4. Switch to the new parameter set with probability $\\mathcal{P}$. If you fail to switch, begin the next iteration.\n",
+    "    \n",
+    "3. The algorithm is complete after we fail to make a transition $n$ times in a row.\n",
+    "\n",
+    "If everything goes according to plan, we will have a value that is close to the true distribution of each die.\n",
+    "\n",
+    "# The actual code\n",
+    "\n",
+    "We start by defining the score function. This will tell us how well the proposed die densities actually explain the results.\n",
+    "\n",
+    "[3]:https://en.wikipedia.org/wiki/Simulated_annealing\n",
+    "[4]:https://en.wikipedia.org/wiki/Metropolis%E2%80%93Hastings_algorithm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "from numpy import polynomial\n",
+    "\n",
+    "def density_coef(d1_density, d2_density):\n",
+    "    # Calculating the probabilities of each outcome was taken\n",
+    "    # from this author: http://math.stackexchange.com/a/1710392/320784\n",
+    "    d1_p = polynomial.Polynomial(d1_density)\n",
+    "    d2_p = polynomial.Polynomial(d2_density)\n",
+    "    coefs = (d1_p * d2_p).coef\n",
+    "    return coefs\n",
+    "\n",
+    "def score(x, d1_density, d2_density):\n",
+    "    # We've now got the probabilities of each event, but we need\n",
+    "    # to shift the array a bit so we can use the x values to actually\n",
+    "    # index into it. This will allow us to do all the calculations\n",
+    "    # incredibly quickly\n",
+    "    coefs = density_coef(d1_density, d2_density)\n",
+    "    coefs = np.hstack((0, 0, coefs))\n",
+    "    return np.log(coefs[x]).sum()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Afterward, we need to write something to permute the proposal densities. We make random modifications, and eventually the best one survives."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "def permute(d1_density, d2_density):\n",
+    "    # To ensure we have legitimate densities, we will randomly\n",
+    "    # increase one die face probability by `change`,\n",
+    "    # and decrease one by `change`.\n",
+    "    # This means there are something less than (1/`change`)^12 possibilities\n",
+    "    # we are trying to search over.\n",
+    "    change = .01\n",
+    "    \n",
+    "    d1_index1, d1_index2 = np.random.randint(0, 6, 2)\n",
+    "    d2_index1, d2_index2 = np.random.randint(0, 6, 2)\n",
+    "    \n",
+    "    # Also make sure to copy. I've had some weird aliasing issues\n",
+    "    # in the past that made everything blow up.\n",
+    "    new_d1 = np.float64(np.copy(d1_density))\n",
+    "    new_d2 = np.float64(np.copy(d2_density))\n",
+    "    \n",
+    "    # While this doesn't account for the possibility that some\n",
+    "    # values go negative, in practice this never happens\n",
+    "    new_d1[d1_index1] += change\n",
+    "    new_d1[d1_index2] -= change\n",
+    "    new_d2[d2_index1] += change\n",
+    "    new_d2[d2_index2] -= change\n",
+    "    \n",
+    "    return new_d1, new_d2"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now we've got the main algorithm code to do. This is what brings all the pieces together."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "def optimize(data, conv_count=10, max_iter=1e4):\n",
+    "    switch_failures = 0\n",
+    "    iter_count = 0\n",
+    "    \n",
+    "    # Start with guessing fair dice\n",
+    "    cur_d1 = np.repeat(1/6, 6)\n",
+    "    cur_d2 = np.repeat(1/6, 6)\n",
+    "    cur_score = score(data, cur_d1, cur_d2)\n",
+    "    \n",
+    "    # Keep track of our best guesses - may not be\n",
+    "    # what we end with\n",
+    "    max_score = cur_score\n",
+    "    max_d1 = cur_d1\n",
+    "    max_d2 = cur_d2\n",
+    "    \n",
+    "    # Optimization stops when we have failed to switch `conv_count`\n",
+    "    # times (presumably because we have a great guess), or we reach\n",
+    "    # the maximum number of iterations.\n",
+    "    while switch_failures < conv_count and iter_count < max_iter:\n",
+    "        iter_count += 1\n",
+    "        if iter_count % (max_iter / 10) == 0:\n",
+    "            print('Iteration: {}; Current score (higher is better): {}'.format(\n",
+    "                    iter_count, cur_score))\n",
+    "                \n",
+    "        new_d1, new_d2 = permute(cur_d1, cur_d2)\n",
+    "        new_score = score(data, new_d1, new_d2)\n",
+    "        \n",
+    "        if new_score > max_score:\n",
+    "            max_score = new_score\n",
+    "            max_d1 = new_d1\n",
+    "            max_d2 = new_d2\n",
+    "            \n",
+    "        if new_score > cur_score:\n",
+    "            # If the new permutation beats the old one,\n",
+    "            # automatically select it.\n",
+    "            cur_score = new_score\n",
+    "            cur_d1 = new_d1\n",
+    "            cur_d2 = new_d2\n",
+    "            switch_failures = 0\n",
+    "        else:\n",
+    "            # We didn't beat the current score, but allow\n",
+    "            # for possibly switching anyways.\n",
+    "            accept_prob = np.exp(new_score - cur_score)\n",
+    "            coin_toss = np.random.rand()\n",
+    "            if coin_toss < accept_prob:\n",
+    "                # We randomly switch to the new distribution\n",
+    "                cur_score = new_score\n",
+    "                cur_d1 = new_d1\n",
+    "                cur_d2 = new_d2\n",
+    "                switch_failures = 0\n",
+    "            else:\n",
+    "                switch_failures += 1\n",
+    "            \n",
+    "    # Return both our best guess, and the ending guess\n",
+    "    return max_d1, max_d2, cur_d1, cur_d2"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "And now we have finished the hard work!\n",
+    "\n",
+    "# Catching the Casino\n",
+    "\n",
+    "Let's go through a couple of scenarios and see if we can catch the casino cheating with some loaded dice. **In every scenario we start with an assumption of fair dice**, and then try our hand to figure out what the *actual* distribution was.\n",
+    "\n",
+    "## Attempt 1\n",
+    "\n",
+    "\n",
+    "The casino is using two dice that are both biased low. How well can we recover the distribution?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Iteration: 1000; Current score (higher is better): -22147.004400281654\n",
+      "Simulated Annealing time: 0.30s\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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ckuRIYFNVHd0+Ph2oqjqrp827gE9V1Z+3j28Anteu/vuqelq7/GeA06rqFwfs\np+aKZdI0UztGEbP9dNPPKPsKy+39OmmSUFWdzo9KspaH56TTgQOAqaqaSbKOJp8d0p/vknwUOLOd\nRtHb75Llr9HlmYG927d9D9W3+e7hFpLDhjm8eDXw9CT7JdkDOAG4rK/NZcDL2iCOBL5ZVTPtcP22\nJAe27Y4Crp9PgJI0KrPkpC/T5LBXtMteDny4vX8ZcEKSPZI8FXg6cFV3EUtaSeY8vFhVDyR5LXAF\nTZF2flVtTnJys7rOq6rLkxyb5CvAd4FX9nRxCnBxkh8Cvtq3TpK6Nign7Q5cmuQkYCvNGYtU1fVJ\nLqX5sngf8OplNyQvaWLMeXixKx5etJ+l72eUfTncvljjOLy4VDy8aN8rvW/z3cMt1eFFSZIkLZJF\nlyRJUgcsuiRJkjpg0SVJktQBiy5JkqQOWHRJkiR1wKJLkiSpAxZdkiRJHVjqH7yWpFXhrrvuGncI\nkiacRZckjcCTn/z0kfd5//3fG3mfksbHokuSRuDee5dipOtM4HeXoF9J4+CcLkmSpA6syqJr3br9\nSbLomyRJ0rBW5eHFmZmtjObX2C28JEnScFblSJckSVLXLLokSZI6YNElSZLUAYsuSZKkDlh0SZIk\ndcCiS5IkqQMWXZIkSR2w6JIkSerAUEVXkqOT3JDkpiSnzdLmnUm2JLk2yeF963ZL8oUkl40iaEla\nqP58lGTvJFckuTHJx5Ls1dP2jDavbU7y/PFFLWklmLPoSrIbcA7wAuAw4MQkB/e1OQY4oKqeAZwM\nvKuvm1OB60cSsSQtTn8+Oh34RFUdBHwSOAMgyaHAi4FDgGOAc+Pvf0lahGFGujYAW6pqa1XdB1wC\nbOxrsxG4CKCqrgT2SrIWIMk+wLHAu0cWtSQtwCz5aCNwYXv/QuD49v5xwCVVdX9V3QxsocmHkrQg\nwxRd64FtPY9vaZftqs32njZvB97IaH7sUJIWY1A+WltVMwBVdTvwpHb5rvKaJM3bkk6kT/JCYKaq\nrqX5dWiH5iWNxYB8NBu/IEpaEmuGaLMd2Lfn8T7tsv42TxnQ5leA45IcCzwS2DPJRVX1skE72rRp\n00P3p6ammJqaGiI8ScvB9PQ009PT4wzhOTw8H70XuD3J2qqaSbIO+Ebbfra8NotNPfen2puklWIU\nOSxVu/5Sl2R34EbgKOA24CrgxKra3NPmWOA1VfXCJEcCZ1fVkX39PA94Q1UdN8t+aq5YRqWZCzuK\nfdnP8uoG/qyBAAAgAElEQVRnlH2Frt6vK1USqmoso9+9+SjJHwF3VtVZ7dnZe1fV6e1E+ouBZ9Mc\nVvw48IxBiSpJLc0A2ZnA77J0g2+j/GzZ90ru23z3cAvJYXOOdFXVA0leC1xBczjy/KranOTkZnWd\nV1WXJzk2yVeA7wKvXMgTkKQxeDNwaZKTgK00ZyxSVdcnuZTmTMf7gFd39s1QmiiPYKlO3F27dj9u\nv/3mJel7Es050tUVR7rsZ+n7GWVffvNbrHGOdI2aI132bd8L73u55tKF5DCvSC9JktQBiy5pQZrh\n9sXe1q3bf9xPRJLUkWHOXpT0MPcyiuH2mZkVcXRNkjQER7okSZI6YNElSZLUAYsuSZKkDlh0SZIk\ndcCiS5IkqQMWXZIkSR2w6JIkSeqARZckSVIHLLokSZI6YNElSZLUAYsuSZKkDlh0SZIkdcCiS5Ik\nqQMWXZIkSR2w6JIkSeqARZckSVIHLLokSZI6YNEljdUjSLLo27p1+4/7iUiS5rBm3AFIq9u9QC26\nl5mZLD4USepc88Vzqaxdux+3337zkvU/XxZdkiRpTEbzxXM2k/aFdKjDi0mOTnJDkpuSnDZLm3cm\n2ZLk2iSHt8v2SfLJJF9O8qUkp4wyeEmaj9lyUpK9k1yR5MYkH0uyV882Z7S5bXOS548veknL3ZxF\nV5LdgHOAFwCHAScmObivzTHAAVX1DOBk4F3tqvuB11fVYcBPAa/p31aSOjRbTjod+ERVHQR8EjgD\nIMmhwIuBQ4BjgHOzlMdCJK1ow4x0bQC2VNXWqroPuATY2NdmI3ARQFVdCeyVZG1V3V5V17bL7wE2\nA+tHFr0kzcMsOWkfmhx2YdvsQuD49v5xwCVVdX9V3QxsocmJkjRvwxRd64FtPY9v4eGFU3+b7f1t\nkuwPHA5cOd8gJWnUenLS54C1VTUDTWEGPKltNmduk6RhdXLJiCSPAT4InNp+u5SksRmQk/pn8i7d\nzF5Jq9YwZy9uB/btebxPu6y/zVMGtUmyhia5vbeqPryrHW3atOmh+1NTU0xNTQ0RnqTlYHp6munp\n6XGHMVtOmmmnRMwkWQd8o10+a257uE0996fam6SVYhQ5LFW7/kKXZHfgRuAo4DbgKuDEqtrc0+ZY\n4DVV9cIkRwJnV9WR7bqLgDuq6vVz7KfmimVUmnmwo9iX/SyvfkbZ1+T109XnZ1SSUFWdT0oflJOS\nnAXcVVVntWdo711Vp7cT6S8Gnk1zWPHjwDP6k1WSWprBsTOB32XpBt5G+dmyb/uetL6b/pcqNy4k\nh8050lVVDyR5LXAFzeHI86tqc5KTm9V1XlVdnuTYJF8Bvgu8og3oOcBLgS8l+QeaV/ZNVfXReT0z\nSRqB2XIScBZwaZKTgK00ZyxSVdcnuRS4HrgPeHVn3w4lrThzjnR1xZEu+1n6fkbZ1+T1Mymf5WGN\na6RrKTjSZd/2PYl9N/1P0kiXv70oSZLUAYsuSZKkDlh0SZIkdcCiS5IkqQMWXZIkSR2w6JIkSeqA\nRZckSVIHhvkZIEmSpGXoEe21OSeDI13SitAklsXe1q3bf9xPRJJG6F6ai68uxW3+HOmSVoQdiWVx\nZmYm5xuhJK00jnRJkiR1wKJLkiSpAxZdkiRJHbDokiRJ6oBFlyRJUgcsuiRJkjpg0SVJktQBiy5J\nkqQOWHRJkiR1wKJLkiSpAxZdkiRJHbDokiRJ6oBFlyRJUgeGKrqSHJ3khiQ3JTltljbvTLIlybVJ\nDp/PtpNpetwB9JkedwB9pscdwADT4w6gz/S4A+gzPe4AlqXlm8MWanrcAYzI9LgDGKHpcQcwQtPj\nDmCs5iy6kuwGnAO8ADgMODHJwX1tjgEOqKpnACcD7xp228k1Pe4A+kyPO4A+0+MOYIDpcQfQZ3rc\nAfSZHncAy87yzmELNT3uAEZketwBjND0uAMYoelxBzBWw4x0bQC2VNXWqroPuATY2NdmI3ARQFVd\nCeyVZO2Q20rSpDKHSRqZNUO0WQ9s63l8C00imqvN+iG3laRJNY8c9s0l2P33l6BPSeMyTNG1EFnQ\nRlnQZgs0zL5+Z0T9DMN4RtPPpMW0/OLp9nO4kuy9hH0v5f/JoL6Hed8utO9RGdXnb6F9L9RC++4y\nlyx13/3PZalzzuTktGGKru3Avj2P92mX9bd5yoA2ewyxLQBVNTmviiQ1hsl/5i9JQxlmTtfVwNOT\n7JdkD+AE4LK+NpcBLwNIciTwzaqaGXJbSZpU5jBJIzPnSFdVPZDktcAVNEXa+VW1OcnJzeo6r6ou\nT3Jskq8A3wVeuattl+zZSNIImcMkjVKqatwxSJIkrXhjvyL9JF14MMk+ST6Z5MtJvpTklHHGs0OS\n3ZJ8IclEHNZIsleSDyTZ3L5Wzx5zPL+e5B+TXJfk4vYwUJf7Pz/JTJLrepbtneSKJDcm+ViSvSYg\npj9q/8+uTfKhJI8dZzw9696Q5MEkj+8qnlGZ1JyxUJOWaxZq0nLUYow7vy3GJObGhRhlPh1r0TWB\nFx68H3h9VR0G/BTwmgm5EOKpwPXjDqLHO4DLq+oQ4MeBsR1uSfJk4HXAEVX1LJpD5id0HMYFNO/h\nXqcDn6iqg4BPAmdMQExXAIdV1eHAlo5jGhQPSfYBfgHY2mEsozSpOWOhJi3XLNTE5KjFmJD8thiT\nmBsXYmT5dNwjXRN14cGqur2qrm3v30PzQV0/rnjgoT9KxwLvHmccO7TV/M9W1QUAVXV/VX17zGHt\nDjw6yRrgUcCtXe68qj4D3N23eCNwYXv/QuD4ccdUVZ+oqgfbh5+jORNvbPG03g68sas4Rm0Sc8ZC\nTVquWagJzVGLMdb8thiTmBsXYpT5dNxF12wXVR27JPsDhwNXjjeSh/4oTcrku6cCdyS5oD0McV6S\nR44rmKq6FXgr8HWaU/m/WVWfGFc8PZ7UnsFLVd0OPGnM8fQ7CfjIOANIchywraq+NM44RmWCcsZC\nTVquWaiJylGLMcH5bTEmPTcuxND5dNxF10RK8hjgg8Cp7bfXccXxQmCm/SYdJuMKb2uAI4A/rqoj\ngO/RDBePRZLH0Xxz2g94MvCYJC8ZVzy7MDF/yJL8BnBfVb1vjDE8EngTcGbv4jGFs2iTkjMWakJz\nzUJNVI5ajGWU3xZjYnLjQsw3n4676BrqwoNdaodwPwi8t6o+PM5YgOcAxyX5KvB+4OeSXDTmmG6h\nGZ24pn38QZoENy7/BvhqVd1VVQ8AfwH89Bjj2WEmze+PkmQd8I0xxwNAklfQHEIad+I+ANgf+GKS\nr9F89j+fZNl9652wnLFQk5hrFmrSctRiTGp+W4yJzI0LsZB8Ou6iaxIvPPge4PqqeseY46Cq3lRV\n+1bV02hem09W1cvGHNMMsC3Jge2ioxjvxNuvA0cm+eEkaeMZx6TZ/tGBy4BXtPdfDozjj/FOMSU5\nmubw0XFVde8446mqf6yqdVX1tKp6Ks0fyp+oquWYgCcmZyzUJOaahZrAHLUYk5LfFmMSc+NCjCSf\njrXoaiv3HRce/DJwyTgvPJjkOcBLgZ9P8g/tfICjxxXPBDsFuDjJtTRnBv3BuAKpqqtovsn+A/BF\nmg/FeV3GkOR9wGeBA5N8PckrgTcDv5DkRppE+eYJiOl/AI8BPt6+t88dczy9imV4SMucMbEmJkct\nxiTkt8WYxNy4EKPMp14cVZIkqQPjPrwoSZK0Klh0SZIkdcCiS5IkqQMWXZIkSR2w6JIkSeqARZck\nSVIHLLokSZI6YNElSZLUAYsuSZKkDlh0SZIkdcCiS5IkqQMWXZIkSR2w6JIkSeqARZckSVIHLLok\nSZI6YNElSZLUAYsuSZKkDlh0SZIkdcCiS5IkqQMWXZIkSR2w6JIkSeqARZckSVIHLLokSZI6YNGl\nJZXk5Uk+vcg+/jHJc0cUz0uSfLTn8YNJnjaKvtv+vpNk/1H1J0laOSy6Opbk5iTfS/LtJLcmuSDJ\no8Yd1xKrQQuT7NcWPd9ub7cluSzJv9lp46ofq6q/3dUOevra5Xu6qt5XVUfPFdswknwqyUl9/e9Z\nVTcvtE9J0spl0dW9Al5YVY8FDgd+AjhjvCENJ8nuS9BtAXu1r8ePA58A/jLJy+bZT9q+MmuDwfHP\n2l6SpFGy6BqPAFTVN4CP0RRfzYpkjyT/PcnWduTn3CSP6Fm/Mck/JPlWki1Jnt8u/9EkH05yZ5Kb\nkvzHnuXfS/K4nj5+Isk/7yhCkpyU5Pp2248k2ben7YNJXp3kJuCmdtnBSa5o229O8qKe9o9vR6u+\nleRzwAHzeT2q6p3AJuCPevr8WpKfb+//ZJKr2/5vS/Lf22b/t/33m+2o2bPbQ5ufSfK2JHcAZ85y\nuPOFSf4pyTeS9O73zCTv7Xn80Ghakv8G/CxwTru/d/a8Xk9r7z82yUVtv19L8hs9fb08yaeTvCXJ\nXe3+e0fgJEkrjEXXGCXZBzgG2NKz+Czg6cCz2n/XA7/dtt8AXAi8oar2Ap4L3Nxu9+fA14F1wIuA\nP0gyVVW3AZ8FfrlnHycCH6iqB5JsBE4Hjgd+BPg08P6+UDcCG4BD20OhVwB/BjwROAE4N8nBbdtz\nge8Ba4FXAScxf38BPCnJQQPWvQM4u33+BwCXtst3zPl6bFU9tqqubB8/G/gK8CTg99tl/YcUjweO\naG8b+w4Z9rctgKr6TZrX6rXt/k4Z0P4cYE9gf2AKeFmSV/as3wBsBp4AvAU4f8DzlSStEBZd4/FX\nSb5NUyTN0Izs7PCfgF+vqm9V1XeBN9MUSdAUMOdX1ScBquq2qrqpLd5+Cjitqu6rqi8C7wZ2HKJ7\nP/CSnn2cAFzc3j8Z+MOquqmqHmz3d3iSp/S0/4Oq+mZV3Qv8W+BrVXVRNb4IfAh4UTuf6peA36qq\n71fVl2mKxPm6tf338QPW/Qvw9CRPqKrvVdVVfev7Dxdur6pzq+rBNv5B3ty+3rcAZ/OD13shAtC+\nFr8KnN7GuRV4K/Afetpurar3VFXRvE7rkjxpEfuWJE0wi67x2NjOYXoecDDNiBFJfgR4FPD59pDT\nXcBHaEZCAJ4C/NOA/p4M3FVV3+tZtpVmlAyaoujIJGuTPA94oKr+rl23H/COnv3dSTNas76nr1t6\n7u/X9nVXe7ubpqBbSzNStqav/dbhXpKd7Nj3nQPWvQo4CLghyZVJXjhHX9uG2F9/vE8eYpu5PJHm\ntfh6X9+9r+vtO+5U1f9HU7A9ZgT7liRNoDXjDmCV2jGH6dNJLqQZAfl3wB00h+YOaw8L9tvG4DlS\ntwKPT/LodnQMYF9ge7ufbya5gmaE6xDgkp5tvw78t6rqP6TYq/eQ2TZguqpe8LAn1Yzu3EdTHN7U\nE8d8/RIwU1U39a+oqn+iHbVL8svAB5M8ntnPQhzm7MSn0BzmgybeHSNt36Upgnf40Xn0fQfNa7Ef\ncEO7bD/a/xNJ0urjSNf4nQ38QpJntoeZ/hdwdjvqRZL1OybL08z5eWWSn0vjyUkOag+LfRb4wySP\nSPIsmhGh9/bs5/00hxt/GXhfz/L/CbwpyaHt/vZK8iu7iPd/Awcm+fdJ1iT5oST/uo3jQZr5WJuS\nPLLt8+VzPP/wg0NyT0ryWuC3aOaZPbxx8tIkT2wffoum8HkQ+Of232Em7vd7Y5LHtYdUT+UHRem1\nwHOTPCXJXgNimgEGXuOrfS0uBX4/yWOS7Af8Ojv/n0iSVhGLru7tNDpSVXfQzOf57XbR6TQTvz+X\n5Js0k9YPbNteDbySplD7FjDND0aSXgI8lWaU5kM086o+1bOry4BnALdV1Zd69v9XNPO4Lmn3dx0w\n63Wsquoe4Pk0o2a3trc3AzvOsHwdzeTx24D3tLe5Xo+7k3ynZ9+/UlUX9rXZ4Wjgy+2cuLcDv1pV\n97aH534f+Lv2sOeGOfbb2/eHgc8DXwD+ekfMVfUJmhMUrgOubtf1egfNXLY7k5w9INZTaEYuvwr8\nLfBnVXXBHLFIklaoNIMrczRqTmU/m6ZIO7+qzupbfxBwAc3ZX2+qqrf1rNuLZlL3j9GMRJzUc2aZ\nJEnSqjDnnK52ns45wFE0oxpXJ/lwVd3Q0+xOmhGO4wd08Q7g8qp6UZI17DxHRpIkaVUY5vDiBmBL\nVW2tqvto5rts7G1QVXdU1eeB+3uXJ3ks8LM7DqlU1f1V9e3RhC5JkrR8DFN0rWfn0+5vYefT3nfl\nqcAdaX5f8AtJzkvyyPkGKUmStNwt9SUj1tDM83pNVV3TTjY+HTizv2ESJxFLq0xV+duXklaNYUa6\ntrPztZb2YfhrDd0CbKuqa9rHH6Qpwgaqqom5nXnmmWOPwXiWd0zGs+ubJK02wxRdV9P87Mp+Sfag\nuVTAZbto/9A316qaAbYlObBddBRw/UKDlSRJWq7mPLxYzY8iv5bmelE7LhmxOcnJzeo6L8la4Bqa\n6zM9mORU4NBqrul0CnBxkh+iuV7RKwfvSZIkaeUaak5XVX2U5vfuepf9z577MzQ/pTJo2y8CP7mI\nGMdiampq3CHsxHjmNmkxGY8kqddQF0ftQpKalFgkLb0klBPpJa0i/gyQJElSByy6JEmSOmDRpYdZ\nt25/kiz6tm7d/uN+KpIkTQzndOlhkgCj+L+I12PSrJzTJWm1caRLkiSpAxZdkiRJHbDokiRJ6oBF\nlyRJUgcsuiRJkjpg0SVJktQBiy5JkqQOWHRJkiR1wKJrBRnVleQlSdLoeUX6FWSUV5L3ivRaal6R\nXtJq40jXBHCESpKklc+RrgkwiSNUo+nnh4F7F93L2rX7cfvtNy+6H00WR7okrTYWXRNg5RZdHqbU\n7Cy6JK02Hl6UJEnqgEWXJElSByy6JEmSOmDRJUmS1IGhiq4kRye5IclNSU4bsP6gJJ9N8v0krx+w\nfrckX0hy2SiCliRJWm7mLLqS7AacA7wAOAw4McnBfc3uBF4HvGWWbk4Frl9EnJIkScvaMCNdG4At\nVbW1qu4DLgE29jaoqjuq6vPA/f0bJ9kHOBZ49wjilSRJWpaGKbrWA9t6Ht/SLhvW24E3MpoLNkmS\nJC1LSzqRPskLgZmqupbmSpleCFGSJK1Ka4Zosx3Yt+fxPu2yYTwHOC7JscAjgT2TXFRVLxvUeNOm\nTQ/dn5qaYmpqasjdSJp009PTTE9PjzsMSRqbOX8GKMnuwI3AUcBtwFXAiVW1eUDbM4F7quqtA9Y9\nD3hDVR03y378GaDF97Ri+1mt742VzJ8BkrTazDnSVVUPJHktcAXN4cjzq2pzkpOb1XVekrXANcCe\nwINJTgUOrap7ljJ4SZKk5cIfvJ4AjnTN3c9qfW+sZI50SVptvCK9JElSByy6JEmSOmDRJUmS1AGL\nLkmSpA5YdEmSJHXAokuSJKkDFl2SJEkdsOiSJEnqgEWXJElSByy6JEmSOmDRJUmS1AGLLkmSpA5Y\ndEmSJHXAokuSJKkDFl2SJEkdsOiSJEnqgEWXJElSByy6JEmSOmDRJUmS1AGLLkmSpA5YdEmSJHXA\nokuSJKkDFl2SJEkdGKroSnJ0khuS3JTktAHrD0ry2STfT/L6nuX7JPlkki8n+VKSU0YZvCRJ0nKR\nqtp1g2Q34CbgKOBW4GrghKq6oafNE4H9gOOBu6vqbe3ydcC6qro2yWOAzwMbe7ft6aPmimWlSgKM\n4rmv3H5W63tjJUtCVWXccUhSV4YZ6doAbKmqrVV1H3AJsLG3QVXdUVWfB+7vW357VV3b3r8H2Ays\nH0nkkiRJy8gwRdd6YFvP41tYQOGUZH/gcODK+W4rSZK03HUykb49tPhB4NR2xEuSJGlVWTNEm+3A\nvj2P92mXDSXJGpqC671V9eFdtd20adND96emppiamhp2N5Im3PT0NNPT0+MOQ5LGZpiJ9LsDN9JM\npL8NuAo4sao2D2h7JnBPVb21Z9lFwB1V9fr+9n3bOpF+8T2t2H5W63tjJXMivaTVZs6iC5pLRgDv\noDkceX5VvTnJyUBV1XlJ1gLXAHsCDwL3AIcCPw78LfAlmr++Bbypqj46YB8WXYvvacX2s1rfGyuZ\nRZek1WaooqsLFl2TVeRMWj+r9b2xkll0SVptvCK9JElSByy6JEmSOmDRJUmS1AGLLkmSpA5YdEmS\nJHXAokuSJKkDFl2SJEkdsOiSJEnqgEWXJElSByy6JEmSOmDRJUmS1AGLLkmSpA5YdEmSJHXAokuS\nJKkDFl2SJEkdsOiSJEnqgEWXJElSByy6tAw8giQjua1bt/+4n4wkaZVKVY07BgCS1KTE0rUkwCie\nu/0M09dqfZ9NmiRUVcYdhyR1xZEuSZKkDlh0SZIkdcCiS5IkqQMWXZIkSR0YquhKcnSSG5LclOS0\nAesPSvLZJN9P8vr5bCtJkrQazHn2YpLdgJuAo4BbgauBE6rqhp42TwT2A44H7q6qtw27bU8fnr24\n+J7sZ4i+Vuv7bNJ49qKk1WaYka4NwJaq2lpV9wGXABt7G1TVHVX1eeD++W4rSZK0GgxTdK0HtvU8\nvqVdNozFbCtJkrRirBl3AL02bdr00P2pqSmmpqbGFouk0ZqenmZ6enrcYUjS2Awzp+tIYFNVHd0+\nPh2oqjprQNszge/0zOmaz7bO6Vp8T/YzRF+r9X02aZzTJWm1Gebw4tXA05Psl2QP4ATgsl20702i\n891WkiRpRZrz8GJVPZDktcAVNEXa+VW1OcnJzeo6L8la4BpgT+DBJKcCh1bVPYO2XbJnI0mSNKH8\nwesJ4OHFrvpp+lqt77NJ4+FFSauNV6SXJEnqgEXXIqxbtz9JFn2TJEkrn4cXF8HDgsutn6av5fY+\nW6k8vChptXGkS5IkqQMWXZIkSR2w6JIkSeqARZckSVIHLLokSZI6YNElSZLUAYsuSZKkDlh0SZIk\ndcCiS5IkqQMWXZIkSR2w6JIkSeqARZckSVIHLLokSZI6YNElSZLUAYsuSZKkDlh0SZIkdcCiS5Ik\nqQMWXZIkSR2w6JIkSerAUEVXkqOT3JDkpiSnzdLmnUm2JLk2yeE9y389yT8muS7JxUn2GFXwkiRJ\ny8WcRVeS3YBzgBcAhwEnJjm4r80xwAFV9QzgZOBd7fInA68DjqiqZwFrgBNG+gwkSZKWgWFGujYA\nW6pqa1XdB1wCbOxrsxG4CKCqrgT2SrK2Xbc78Ogka4BHAbeOJHJJkqRl5P9v745i5CrPM47/H+NC\nSWmc9iK2sAEDISWy1LhIJU5Q1GlJhDES7iVOKgqVKl+YgkoVQelFtjdVWikKUKiQFReFCEoUFylc\nuK2L6FSqqhpScELAgBEt2AZcoRRFIVIEztuLGaztxHgn2dnvzOz+f9LKc875znvesWfZh+/MfjNO\n6FoPHJm3fXS473RjjgHrq+o14MvAq8N9b1XVYz9/u5IkSbNpSd9In+RDDGbBLgDOBc5J8rmlvKYk\nSdI0Wj3GmGPA+fO2Nwz3jY457xRjPgO8XFXfB0jyCPAp4KFTXWhubu7k416vR6/XG6M9SbOg3+/T\n7/e7bkOSOpOqOv2A5AzgBeBK4HXgCWBHVR2aN2YbsKuqrkmyBbizqrYkuRzYA/wm8GPgfuDJqrr3\nFNephXqZNkmASfRsnTZ1BrVm7XW2XCWhqtJ1H5LUyoIzXVV1IslNwH4GtyP3VNWhJDsHh2t3Ve1L\nsi3JS8DbwI3Dc59Ishd4Gnhn+OfupXoykiRJ02rBma5WnOmyztLXGdSatdfZcuVMl6SVxhXpJUmS\nGjB0SZIkNWDokiRJasDQJUmS1IChS5IkqQFDlyRJUgOGLkmSpAYMXVphziLJor/WrdvY9RORJM0Y\nF0ddBBdHnbU6k6zlIquL5eKoklYaZ7okSZIaMHRJkiQ1YOiSJElqwNAlSZLUgKFLkiSpAUOXJElS\nA4YuSZKkBgxdkiRJDRi6JEmSGjB0SZIkNWDokiRJasDQJUmS1IChS5IkqQFDlyRJUgNjha4kW5M8\nn+TFJLe9z5i7kxxOcjDJ5nn71yT5ZpJDSZ5N8olJNS9JkjQrFgxdSVYB9wBXAZuAHUkuHRlzNXBx\nVV0C7ATum3f4LmBfVX0M+DhwaEK9S5IkzYxxZrouBw5X1StV9Q7wMLB9ZMx24AGAqjoArEmyNskH\ngU9X1f3DY+9W1Q8m174kSdJsGCd0rQeOzNs+Otx3ujHHhvsuBN5Mcn+Sp5LsTnL2YhqWJEmaRUv9\nRvrVwGXAvVV1GfAj4PYlvqYkSdLUWT3GmGPA+fO2Nwz3jY45733GHKmqbw8f7wVO+UZ8gLm5uZOP\ne70evV5vjPYkzYJ+v0+/3++6DUnqTKrq9AOSM4AXgCuB14EngB1VdWjemG3Arqq6JskW4M6q2jI8\n9q/AH1bVi0m+CHygqn4qeCWphXqZNkmASfRsnTZ1JlkrzNrrddokoarSdR+S1MqCM11VdSLJTcB+\nBrcj91TVoSQ7B4drd1XtS7ItyUvA28CN80rcDDyY5BeAl0eOSZIkrQgLznS14kyXdZa+ziRrOdO1\nWM50SVppXJFekiSpAUOXJElSA4YuSZKkBgxdkiRJDRi6JEmSGjB0SZIkNWDokiRJasDQJUmS1ICh\nS5IkqQFDlyRJUgMrMnStW7eRJIv+kiRJGteK/OxFPzNxpdaZZC0/e3Gx/OxFSSvNipzpkiRJas3Q\nJUmS1IChS5IkqQFDlyRJUgOGLkmSpAYMXZIkSQ0YuiRJkhowdEmSJDVg6JIkSWrA0CVJktSAoUuS\nJKmBsUJXkq1Jnk/yYpLb3mfM3UkOJzmYZPPIsVVJnkry6CSaliRJmjULhq4kq4B7gKuATcCOJJeO\njLkauLiqLgF2AveNlLkFeG4iHUuSJM2gcWa6LgcOV9UrVfUO8DCwfWTMduABgKo6AKxJshYgyQZg\nG/DViXUtSZI0Y8YJXeuBI/O2jw73nW7MsXljvgJ8Aaifs0dJkqSZt3opiye5BjheVQeT9ICcbvzc\n3NzJx71ej16vt5TtSWqo3+/T7/e7bkOSOpOq009AJdkCzFXV1uH27UBV1V/OG3Mf8C9V9Y3h9vPA\nb6DiN/wAAAhUSURBVDF4L9fvAe8CZwO/DDxSVdef4jq1UC+TkoTJTLxZZ7bqTLJWaPV6Xa6SUFWn\n/R8xSVpOxrm9+CTwkSQXJDkTuA4Y/S3ER4Hr4WRIe6uqjlfVHVV1flVdNDzv8VMFLkmSpOVuwduL\nVXUiyU3AfgYhbU9VHUqyc3C4dlfVviTbkrwEvA3cuLRtS107azhjujhr117AG2/89+LbkSRNvQVv\nL7bi7UXrLH2dSdbyNuVieXtR0krjivSSJEkNGLokSZIaMHRJkiQ1YOiSJElqwNAlSZLUgKFLkiSp\nAUOXJElSA4YuSZKkBgxdkiRJDRi6JEmSGjB0SZIkNWDokiRJasDQJUmS1IChS5IkqQFDlyRJUgOG\nLkmSpAYMXZIkSQ0YuiRJkhowdEmdOoski/5at25j109EkrSAVFXXPQCQpFr1kgSYxLWsM1t1Jllr\n+upMy/fyuJJQVem6D0lqxZkuSZKkBgxdkiRJDYwVupJsTfJ8kheT3PY+Y+5OcjjJwSSbh/s2JHk8\nybNJnkly8ySblyRJmhULhq4kq4B7gKuATcCOJJeOjLkauLiqLgF2AvcND70L3FpVm4BPArtGz5Uk\nSVoJxpnpuhw4XFWvVNU7wMPA9pEx24EHAKrqALAmydqqeqOqDg73/xA4BKyfWPeSJEkzYpzQtR44\nMm/7KD8dnEbHHBsdk2QjsBk48LM2KUmSNOuavJE+yTnAXuCW4YyXJEnSirJ6jDHHgPPnbW8Y7hsd\nc96pxiRZzSBwfb2qvnW6C83NzZ183Ov16PV6Y7QnaRb0+336/X7XbUhSZxZcHDXJGcALwJXA68AT\nwI6qOjRvzDZgV1Vdk2QLcGdVbRkeewB4s6puXeA6Lo5qnSWuM8la01fHxVElabotONNVVSeS3ATs\nZ3A7ck9VHUqyc3C4dlfVviTbkrwEvA3cAJDkCuDzwDNJnmbw0+WOqvrHJXo+kiRJU8mPAVpcJevM\nVJ1J1pq+OtPyvTwuZ7okrTSuSC9JktSAoUuSJKkBQ5ckSVIDhi5JkqQGDF2SJEkNGLokSZIaMHRJ\nkiQ1YOiSJElqwNAlSZLUgKFLkiSpAUOXtCycRZJFf61bt7HrJyJJy5afvbi4StaZqTqTrLV867T8\nPvSzFyWtJM50SZIkNWDokiRJasDQJUmS1IChS5IkqQFDlyRJUgOGLkmSpAYMXZIkSQ0YuiRJkhow\ndEmSJDVg6JIkSWrA0CVJktTAWKErydYkzyd5Mclt7zPm7iSHkxxMsvlnOVeSJGm5WzB0JVkF3ANc\nBWwCdiS5dGTM1cDFVXUJsBO4b9xzp1e/6wZG9LtuYES/6wZOod91AyP6XTcwot91A5K0oo0z03U5\ncLiqXqmqd4CHge0jY7YDDwBU1QFgTZK1Y547pfpdNzCi33UDI/pdN3AK/a4bGNHvuoER/a4bkKQV\nbZzQtR44Mm/76HDfOGPGOVeSJGnZW6o30meJ6kqSJM2k1WOMOQacP297w3Df6JjzTjHmzDHOPSlp\nmdXGudafT6jOOOxnMnWmrafZ66ft96EkrRzjhK4ngY8kuQB4HbgO2DEy5lFgF/CNJFuAt6rqeJI3\nxzgXgKryv/SSJGnZWjB0VdWJJDcB+xncjtxTVYeS7Bwcrt1VtS/JtiQvAW8DN57u3CV7NpIkSVMq\nVdV1D5IkScte5yvST9PiqUk2JHk8ybNJnklyc5f9vCfJqiRPJXm0614AkqxJ8s0kh4Z/V5/ouJ8/\nTvK9JN9N8mCSMxtff0+S40m+O2/fryTZn+SFJP+UZM0U9PRXw3+zg0n+PskHu+xn3rE/SfKTJL/a\nqh9J6kKnoWsKF099F7i1qjYBnwR2TclirrcAz3XdxDx3Afuq6mPAx4HObhknORf4I+Cyqvp1BrfM\nr2vcxv0MXsPz3Q48VlW/BjwO/OkU9LQf2FRVm4HDjXs6VT8k2QB8FnilYS+S1ImuZ7qmavHUqnqj\nqg4OH/+QQZjodF2x4Q+lbcBXu+zjPcPZkU9X1f0AVfVuVf2g47bOAH4pyWrgA8BrLS9eVf8G/O/I\n7u3A14aPvwb8btc9VdVjVfWT4eZ/MPht4s76GfoK8IVWfUhSl7oOXVO7eGqSjcBm4EC3nZz8oTQt\nb767EHgzyf3DW567k5zdVTNV9RrwZeBVBsuRvFVVj3XVzzwfrqrjMAjzwIc77mfUHwD/0GUDSa4F\njlTVM132IUmtdB26plKSc4C9wC3DGa+u+rgGOD6cfQvTsejsauAy4N6qugz4EYNbaZ1I8iEGs0oX\nAOcC5yT5XFf9nMa0hGaS/BnwTlU91GEPZwN3AF+cv7ujdiSpia5D1zgLrzY1vEW1F/h6VX2ry16A\nK4Brk7wM/B3w20ke6LinowxmJ7493N7LIIR15TPAy1X1/ao6ATwCfKrDft5zfPj5oyRZB/xPx/0A\nkOQGBreruw6mFwMbge8k+S8G3/v/mWTaZgQlaWK6Dl0nF14d/sbZdQwWWu3S3wLPVdVdHfdBVd1R\nVedX1UUM/m4er6rrO+7pOHAkyUeHu66k2zf5vwpsSfKLGSylfiXdvLF/dCbyUeCG4ePfB7oI8P+v\npyRbGdyqvraqftxlP1X1vapaV1UXVdWFDML8b1TVVIRTSVoKnYau4czEe4unPgs83OXiqUmuAD4P\n/E6Sp4fvWdraVT9T7GbgwSQHGfz24l901UhVPcFgtu1p4DsMfqjvbtlDkoeAfwc+muTVJDcCXwI+\nm+QFBkHwS1PQ018D5wD/PHxt/03H/cxXeHtR0jLn4qiSJEkNdH17UZIkaUUwdEmSJDVg6JIkSWrA\n0CVJktSAoUuSJKkBQ5ckSVIDhi5JkqQGDF2SJEkN/B8q9aM32K8AuwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2a46294cf98>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import time\n",
+    "def simulate_casino(d1_dist, d2_dist, n=10000):\n",
+    "    d1_vals = unfair_die(d1_dist, n)\n",
+    "    d2_vals = unfair_die(d2_dist, n)\n",
+    "    \n",
+    "    start = time.perf_counter()\n",
+    "    max_d1, max_d2, final_d1, final_d2 = optimize(d1_vals + d2_vals)\n",
+    "    end = time.perf_counter()\n",
+    "    print(\"Simulated Annealing time: {:.02f}s\".format(end - start))\n",
+    "    \n",
+    "    coef_range = np.arange(2, 13) - .5\n",
+    "    plt.subplot(221)\n",
+    "    plt.bar(coef_range, density_coef(d1_dist, d2_dist), width=1)\n",
+    "    plt.title('True Distribution')\n",
+    "    \n",
+    "    plt.subplot(222)\n",
+    "    plt.hist(d1_vals + d2_vals, bins=11)\n",
+    "    plt.title('Empirical Distribution')\n",
+    "    \n",
+    "    plt.subplot(223)\n",
+    "    plt.bar(coef_range, density_coef(max_d1, max_d2), width=1)\n",
+    "    plt.title('Recovered Distribution')\n",
+    "    \n",
+    "    plt.gcf().set_size_inches(10, 10)\n",
+    "\n",
+    "\n",
+    "simulate_casino([2/9, 2/9, 2/9, 1/9, 1/9, 1/9],\n",
+    "                [2/9, 2/9, 2/9, 1/9, 1/9, 1/9])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Attempt 2\n",
+    "\n",
+    "The casino now uses dice that are both biased towards 1 and 6."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Simulated Annealing time: 0.08s\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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aqto6x36q1beYj+5bx61nZdUzyrpWbz0t/w6rqumk9H31SXT92y1VdXp/hvZh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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2a462940978>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "simulate_casino([1/3, 1/12, 1/12, 1/12, 1/12, 1/3],\n",
+    "                [1/3, 1/12, 1/12, 1/12, 1/12, 1/3])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Attempt 3\n",
+    "\n",
+    "The casino will now use one die biased towards 1 and 6, and one die towards 3 and 4."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Simulated Annealing time: 0.09s\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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/LHBaVf3SgP3UbLEsV80UkVEcu/1019fo+lnJv/dV1en8qCSreWROOh3YD5iq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\nRK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2a4625ea898>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "simulate_casino([1/3, 1/12, 1/12, 1/12, 1/12, 1/3],\n",
+    "                [1/12, 1/12, 1/3, 1/3, 1/12, 1/12])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Attempt 4\n",
+    "\n",
+    "We'll now finally go to a fair casino to make sure that we can still recognize a positive result."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Simulated Annealing time: 0.02s\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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J5OTkOEPoz0d/S5OPppKsrqqpJGuAO9v2M+W1gcxf0so2ihw2zET6HYGv0Eyk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\nhoSz1PA0AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2a462619cf8>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "simulate_casino(np.repeat(1/6, 6), np.repeat(1/6, 6))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Attempt 5\n",
+    "\n",
+    "We've so far been working with a large amount of data - 10,000 data points. Can we now scale things back to only 250 throws? We'll start with two dice biased high."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Iteration: 1000; Current score (higher is better): -551.6995384525453\n",
+      "Iteration: 2000; Current score (higher is better): -547.7803673440676\n",
+      "Iteration: 3000; Current score (higher is better): -547.9805613193807\n",
+      "Iteration: 4000; Current score (higher is better): -546.7574874775273\n",
+      "Iteration: 5000; Current score (higher is better): -549.5798007672656\n",
+      "Iteration: 6000; Current score (higher is better): -545.0354060154496\n",
+      "Iteration: 7000; Current score (higher is better): -550.1134504086606\n",
+      "Iteration: 8000; Current score (higher is better): -549.9306537114975\n",
+      "Iteration: 9000; Current score (higher is better): -550.7075182119111\n",
+      "Iteration: 10000; Current score (higher is better): -549.400679551826\n",
+      "Simulated Annealing time: 1.94s\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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knVFV25Ic2+yu06vq/CRHJfkK8F3g5T0hXgO8L8kPAV9dsE+SJGlNWHR4sSt2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\nSVIHTLokSZI6YNIlSZLUAZM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vqr/rcw6Trilj0jVYnLX6vjfpkrTWDJR0dcGka3zMzGxk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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2a4625bb1d0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "simulate_casino([1/9, 1/9, 1/9, 2/9, 2/9, 2/9],\n",
+    "                [1/9, 1/9, 1/9, 2/9, 2/9, 2/9],\n",
+    "                n=250)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The results are surprisingly good. While the actual optimization process took much longer to finish than in the other examples, we still have a very good guess. As a caveat though: the recovered distribution tends to overfit the data. That is, if the data doesn't fit the underlying distribution well, the model will also fail.\n",
+    "\n",
+    "# Conclusion\n",
+    "\n",
+    "Given the results above, we can see that we have indeed come up with a very good algorithm to determine the distribution of two dice given their results. As a benefit, we have even seen that results come back very quickly; it's not uncommon for the optimization to converge within a tenth of a second.\n",
+    "\n",
+    "Additionally, we have seen that the algorithm can intuit the distribution even when there is not much data. While the final example shows that we can 'overfit' on the dataset, we can still get valuable information from a relatively small dataset.\n",
+    "\n",
+    "We can declare at long last: **the mathematicians have again triumphed over the casino**.\n",
+    "\n",
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Justification of Simulated Annealing\n",
+    "\n",
+    "## Why Simulated Annealing?\n",
+    "\n",
+    "So why even use an algorithm with a fancy title like Simulated Annealing? First of all, because the title is sexy. Second of all, because this is a reasonably complicated problem to try and solve. We have a parameter space where each value $p_{ij} \\in (0, 1); i, j \\in \\{1, \\ldots, 6\\}$, for a total of 12 different variables we are trying to optimize over. Additionally, given a 12-dimensional function we are trying to optimize, simulated annealing makes sure that we don't fall into a local minimum.\n",
+    "\n",
+    "## Why not something else?\n",
+    "\n",
+    "This is a fair question. There are two classes of algorithms that can also be used to solve this problem: [Non-linear optimization](https://en.wikipedia.org/wiki/Nonlinear_programming) methods, and the [EM algorithm](https://en.wikipedia.org/wiki/Expectation%E2%80%93maximization_algorithm).\n",
+    "\n",
+    "1. I chose not to use non-linear optimization simply because I'm a bit concerned that it will trap me in a local maximum. Instead of running multiple different optimizations from different starting points, I can just use simulated annealing to take that into account. In addition, throughout the course of testing the simulated annealing code converged *incredibly* quickly - far more quickly than any non-linear solver would be able to accomplish. \n",
+    "\n",
+    "2. The EM Algorithm was originally what I intended to write this blog post with. Indeed, the post was inspired by the [crooked casino](http://web.stanford.edu/class/stats366/hmmR2.html) example which uses the EM algorithm to solve it. However, after modeling the likelihood function I realized that the algebra would very quickly get out of hand. Trying to compute all the polynomial terms would not be fun, which would be needed to actually optimize for each parameter. So while the EM algorithm would likely be much faster in raw speed terms, the amount of time needed to program and verify it meant that I was far better off using a different method for optimization."
+   ]
+  }
+ ],
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