From bc4c300e0d11944082eea769ae10ef742c197039 Mon Sep 17 00:00:00 2001
From: Antony Lewis <antony@cosmologist.info>
Date: Fri, 12 Oct 2018 15:49:56 +0100
Subject: [PATCH] update demo html

---
 pycamb/docs/CAMBdemo.html | 22289 +++++++++++++++++++-----------------
 1 file changed, 12004 insertions(+), 10285 deletions(-)
diff --git a/pycamb/docs/CAMBdemo.html b/pycamb/docs/CAMBdemo.html
index dbf29def..78785ddf 100644
--- a/pycamb/docs/CAMBdemo.html
+++ b/pycamb/docs/CAMBdemo.html
@@ -1,9 +1,7 @@
 <!DOCTYPE html>
 <html>
 <head><meta charset="utf-8" />
-<title>CAMBdemo</title>
-
-<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
+<title>CAMBdemo</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
 <script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>
 
 <style type="text/css">
@@ -11,38 +9,11599 @@
 *
 * Twitter Bootstrap
 *
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+*/
+/*!
+ * Bootstrap v3.3.7 (http://getbootstrap.com)
+ * Copyright 2011-2016 Twitter, Inc.
+ * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
+ */
+/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
+html {
+  font-family: sans-serif;
+  -ms-text-size-adjust: 100%;
+  -webkit-text-size-adjust: 100%;
+}
+body {
+  margin: 0;
+}
+article,
+aside,
+details,
+figcaption,
+figure,
+footer,
+header,
+hgroup,
+main,
+menu,
+nav,
+section,
+summary {
+  display: block;
+}
+audio,
+canvas,
+progress,
+video {
+  display: inline-block;
+  vertical-align: baseline;
+}
+audio:not([controls]) {
+  display: none;
+  height: 0;
+}
+[hidden],
+template {
+  display: none;
+}
+a {
+  background-color: transparent;
+}
+a:active,
+a:hover {
+  outline: 0;
+}
+abbr[title] {
+  border-bottom: 1px dotted;
+}
+b,
+strong {
+  font-weight: bold;
+}
+dfn {
+  font-style: italic;
+}
+h1 {
+  font-size: 2em;
+  margin: 0.67em 0;
+}
+mark {
+  background: #ff0;
+  color: #000;
+}
+small {
+  font-size: 80%;
+}
+sub,
+sup {
+  font-size: 75%;
+  line-height: 0;
+  position: relative;
+  vertical-align: baseline;
+}
+sup {
+  top: -0.5em;
+}
+sub {
+  bottom: -0.25em;
+}
+img {
+  border: 0;
+}
+svg:not(:root) {
+  overflow: hidden;
+}
+figure {
+  margin: 1em 40px;
+}
+hr {
+  box-sizing: content-box;
+  height: 0;
+}
+pre {
+  overflow: auto;
+}
+code,
+kbd,
+pre,
+samp {
+  font-family: monospace, monospace;
+  font-size: 1em;
+}
+button,
+input,
+optgroup,
+select,
+textarea {
+  color: inherit;
+  font: inherit;
+  margin: 0;
+}
+button {
+  overflow: visible;
+}
+button,
+select {
+  text-transform: none;
+}
+button,
+html input[type="button"],
+input[type="reset"],
+input[type="submit"] {
+  -webkit-appearance: button;
+  cursor: pointer;
+}
+button[disabled],
+html input[disabled] {
+  cursor: default;
+}
+button::-moz-focus-inner,
+input::-moz-focus-inner {
+  border: 0;
+  padding: 0;
+}
+input {
+  line-height: normal;
+}
+input[type="checkbox"],
+input[type="radio"] {
+  box-sizing: border-box;
+  padding: 0;
+}
+input[type="number"]::-webkit-inner-spin-button,
+input[type="number"]::-webkit-outer-spin-button {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: textfield;
+  box-sizing: content-box;
+}
+input[type="search"]::-webkit-search-cancel-button,
+input[type="search"]::-webkit-search-decoration {
+  -webkit-appearance: none;
+}
+fieldset {
+  border: 1px solid #c0c0c0;
+  margin: 0 2px;
+  padding: 0.35em 0.625em 0.75em;
+}
+legend {
+  border: 0;
+  padding: 0;
+}
+textarea {
+  overflow: auto;
+}
+optgroup {
+  font-weight: bold;
+}
+table {
+  border-collapse: collapse;
+  border-spacing: 0;
+}
+td,
+th {
+  padding: 0;
+}
+/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
+@media print {
+  *,
+  *:before,
+  *:after {
+    background: transparent !important;
+    color: #000 !important;
+    box-shadow: none !important;
+    text-shadow: none !important;
+  }
+  a,
+  a:visited {
+    text-decoration: underline;
+  }
+  a[href]:after {
+    content: " (" attr(href) ")";
+  }
+  abbr[title]:after {
+    content: " (" attr(title) ")";
+  }
+  a[href^="#"]:after,
+  a[href^="javascript:"]:after {
+    content: "";
+  }
+  pre,
+  blockquote {
+    border: 1px solid #999;
+    page-break-inside: avoid;
+  }
+  thead {
+    display: table-header-group;
+  }
+  tr,
+  img {
+    page-break-inside: avoid;
+  }
+  img {
+    max-width: 100% !important;
+  }
+  p,
+  h2,
+  h3 {
+    orphans: 3;
+    widows: 3;
+  }
+  h2,
+  h3 {
+    page-break-after: avoid;
+  }
+  .navbar {
+    display: none;
+  }
+  .btn > .caret,
+  .dropup > .btn > .caret {
+    border-top-color: #000 !important;
+  }
+  .label {
+    border: 1px solid #000;
+  }
+  .table {
+    border-collapse: collapse !important;
+  }
+  .table td,
+  .table th {
+    background-color: #fff !important;
+  }
+  .table-bordered th,
+  .table-bordered td {
+    border: 1px solid #ddd !important;
+  }
+}
+@font-face {
+  font-family: 'Glyphicons Halflings';
+  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
+  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
+}
+.glyphicon {
+  position: relative;
+  top: 1px;
+  display: inline-block;
+  font-family: 'Glyphicons Halflings';
+  font-style: normal;
+  font-weight: normal;
+  line-height: 1;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+.glyphicon-asterisk:before {
+  content: "\002a";
+}
+.glyphicon-plus:before {
+  content: "\002b";
+}
+.glyphicon-euro:before,
+.glyphicon-eur:before {
+  content: "\20ac";
+}
+.glyphicon-minus:before {
+  content: "\2212";
+}
+.glyphicon-cloud:before {
+  content: "\2601";
+}
+.glyphicon-envelope:before {
+  content: "\2709";
+}
+.glyphicon-pencil:before {
+  content: "\270f";
+}
+.glyphicon-glass:before {
+  content: "\e001";
+}
+.glyphicon-music:before {
+  content: "\e002";
+}
+.glyphicon-search:before {
+  content: "\e003";
+}
+.glyphicon-heart:before {
+  content: "\e005";
+}
+.glyphicon-star:before {
+  content: "\e006";
+}
+.glyphicon-star-empty:before {
+  content: "\e007";
+}
+.glyphicon-user:before {
+  content: "\e008";
+}
+.glyphicon-film:before {
+  content: "\e009";
+}
+.glyphicon-th-large:before {
+  content: "\e010";
+}
+.glyphicon-th:before {
+  content: "\e011";
+}
+.glyphicon-th-list:before {
+  content: "\e012";
+}
+.glyphicon-ok:before {
+  content: "\e013";
+}
+.glyphicon-remove:before {
+  content: "\e014";
+}
+.glyphicon-zoom-in:before {
+  content: "\e015";
+}
+.glyphicon-zoom-out:before {
+  content: "\e016";
+}
+.glyphicon-off:before {
+  content: "\e017";
+}
+.glyphicon-signal:before {
+  content: "\e018";
+}
+.glyphicon-cog:before {
+  content: "\e019";
+}
+.glyphicon-trash:before {
+  content: "\e020";
+}
+.glyphicon-home:before {
+  content: "\e021";
+}
+.glyphicon-file:before {
+  content: "\e022";
+}
+.glyphicon-time:before {
+  content: "\e023";
+}
+.glyphicon-road:before {
+  content: "\e024";
+}
+.glyphicon-download-alt:before {
+  content: "\e025";
+}
+.glyphicon-download:before {
+  content: "\e026";
+}
+.glyphicon-upload:before {
+  content: "\e027";
+}
+.glyphicon-inbox:before {
+  content: "\e028";
+}
+.glyphicon-play-circle:before {
+  content: "\e029";
+}
+.glyphicon-repeat:before {
+  content: "\e030";
+}
+.glyphicon-refresh:before {
+  content: "\e031";
+}
+.glyphicon-list-alt:before {
+  content: "\e032";
+}
+.glyphicon-lock:before {
+  content: "\e033";
+}
+.glyphicon-flag:before {
+  content: "\e034";
+}
+.glyphicon-headphones:before {
+  content: "\e035";
+}
+.glyphicon-volume-off:before {
+  content: "\e036";
+}
+.glyphicon-volume-down:before {
+  content: "\e037";
+}
+.glyphicon-volume-up:before {
+  content: "\e038";
+}
+.glyphicon-qrcode:before {
+  content: "\e039";
+}
+.glyphicon-barcode:before {
+  content: "\e040";
+}
+.glyphicon-tag:before {
+  content: "\e041";
+}
+.glyphicon-tags:before {
+  content: "\e042";
+}
+.glyphicon-book:before {
+  content: "\e043";
+}
+.glyphicon-bookmark:before {
+  content: "\e044";
+}
+.glyphicon-print:before {
+  content: "\e045";
+}
+.glyphicon-camera:before {
+  content: "\e046";
+}
+.glyphicon-font:before {
+  content: "\e047";
+}
+.glyphicon-bold:before {
+  content: "\e048";
+}
+.glyphicon-italic:before {
+  content: "\e049";
+}
+.glyphicon-text-height:before {
+  content: "\e050";
+}
+.glyphicon-text-width:before {
+  content: "\e051";
+}
+.glyphicon-align-left:before {
+  content: "\e052";
+}
+.glyphicon-align-center:before {
+  content: "\e053";
+}
+.glyphicon-align-right:before {
+  content: "\e054";
+}
+.glyphicon-align-justify:before {
+  content: "\e055";
+}
+.glyphicon-list:before {
+  content: "\e056";
+}
+.glyphicon-indent-left:before {
+  content: "\e057";
+}
+.glyphicon-indent-right:before {
+  content: "\e058";
+}
+.glyphicon-facetime-video:before {
+  content: "\e059";
+}
+.glyphicon-picture:before {
+  content: "\e060";
+}
+.glyphicon-map-marker:before {
+  content: "\e062";
+}
+.glyphicon-adjust:before {
+  content: "\e063";
+}
+.glyphicon-tint:before {
+  content: "\e064";
+}
+.glyphicon-edit:before {
+  content: "\e065";
+}
+.glyphicon-share:before {
+  content: "\e066";
+}
+.glyphicon-check:before {
+  content: "\e067";
+}
+.glyphicon-move:before {
+  content: "\e068";
+}
+.glyphicon-step-backward:before {
+  content: "\e069";
+}
+.glyphicon-fast-backward:before {
+  content: "\e070";
+}
+.glyphicon-backward:before {
+  content: "\e071";
+}
+.glyphicon-play:before {
+  content: "\e072";
+}
+.glyphicon-pause:before {
+  content: "\e073";
+}
+.glyphicon-stop:before {
+  content: "\e074";
+}
+.glyphicon-forward:before {
+  content: "\e075";
+}
+.glyphicon-fast-forward:before {
+  content: "\e076";
+}
+.glyphicon-step-forward:before {
+  content: "\e077";
+}
+.glyphicon-eject:before {
+  content: "\e078";
+}
+.glyphicon-chevron-left:before {
+  content: "\e079";
+}
+.glyphicon-chevron-right:before {
+  content: "\e080";
+}
+.glyphicon-plus-sign:before {
+  content: "\e081";
+}
+.glyphicon-minus-sign:before {
+  content: "\e082";
+}
+.glyphicon-remove-sign:before {
+  content: "\e083";
+}
+.glyphicon-ok-sign:before {
+  content: "\e084";
+}
+.glyphicon-question-sign:before {
+  content: "\e085";
+}
+.glyphicon-info-sign:before {
+  content: "\e086";
+}
+.glyphicon-screenshot:before {
+  content: "\e087";
+}
+.glyphicon-remove-circle:before {
+  content: "\e088";
+}
+.glyphicon-ok-circle:before {
+  content: "\e089";
+}
+.glyphicon-ban-circle:before {
+  content: "\e090";
+}
+.glyphicon-arrow-left:before {
+  content: "\e091";
+}
+.glyphicon-arrow-right:before {
+  content: "\e092";
+}
+.glyphicon-arrow-up:before {
+  content: "\e093";
+}
+.glyphicon-arrow-down:before {
+  content: "\e094";
+}
+.glyphicon-share-alt:before {
+  content: "\e095";
+}
+.glyphicon-resize-full:before {
+  content: "\e096";
+}
+.glyphicon-resize-small:before {
+  content: "\e097";
+}
+.glyphicon-exclamation-sign:before {
+  content: "\e101";
+}
+.glyphicon-gift:before {
+  content: "\e102";
+}
+.glyphicon-leaf:before {
+  content: "\e103";
+}
+.glyphicon-fire:before {
+  content: "\e104";
+}
+.glyphicon-eye-open:before {
+  content: "\e105";
+}
+.glyphicon-eye-close:before {
+  content: "\e106";
+}
+.glyphicon-warning-sign:before {
+  content: "\e107";
+}
+.glyphicon-plane:before {
+  content: "\e108";
+}
+.glyphicon-calendar:before {
+  content: "\e109";
+}
+.glyphicon-random:before {
+  content: "\e110";
+}
+.glyphicon-comment:before {
+  content: "\e111";
+}
+.glyphicon-magnet:before {
+  content: "\e112";
+}
+.glyphicon-chevron-up:before {
+  content: "\e113";
+}
+.glyphicon-chevron-down:before {
+  content: "\e114";
+}
+.glyphicon-retweet:before {
+  content: "\e115";
+}
+.glyphicon-shopping-cart:before {
+  content: "\e116";
+}
+.glyphicon-folder-close:before {
+  content: "\e117";
+}
+.glyphicon-folder-open:before {
+  content: "\e118";
+}
+.glyphicon-resize-vertical:before {
+  content: "\e119";
+}
+.glyphicon-resize-horizontal:before {
+  content: "\e120";
+}
+.glyphicon-hdd:before {
+  content: "\e121";
+}
+.glyphicon-bullhorn:before {
+  content: "\e122";
+}
+.glyphicon-bell:before {
+  content: "\e123";
+}
+.glyphicon-certificate:before {
+  content: "\e124";
+}
+.glyphicon-thumbs-up:before {
+  content: "\e125";
+}
+.glyphicon-thumbs-down:before {
+  content: "\e126";
+}
+.glyphicon-hand-right:before {
+  content: "\e127";
+}
+.glyphicon-hand-left:before {
+  content: "\e128";
+}
+.glyphicon-hand-up:before {
+  content: "\e129";
+}
+.glyphicon-hand-down:before {
+  content: "\e130";
+}
+.glyphicon-circle-arrow-right:before {
+  content: "\e131";
+}
+.glyphicon-circle-arrow-left:before {
+  content: "\e132";
+}
+.glyphicon-circle-arrow-up:before {
+  content: "\e133";
+}
+.glyphicon-circle-arrow-down:before {
+  content: "\e134";
+}
+.glyphicon-globe:before {
+  content: "\e135";
+}
+.glyphicon-wrench:before {
+  content: "\e136";
+}
+.glyphicon-tasks:before {
+  content: "\e137";
+}
+.glyphicon-filter:before {
+  content: "\e138";
+}
+.glyphicon-briefcase:before {
+  content: "\e139";
+}
+.glyphicon-fullscreen:before {
+  content: "\e140";
+}
+.glyphicon-dashboard:before {
+  content: "\e141";
+}
+.glyphicon-paperclip:before {
+  content: "\e142";
+}
+.glyphicon-heart-empty:before {
+  content: "\e143";
+}
+.glyphicon-link:before {
+  content: "\e144";
+}
+.glyphicon-phone:before {
+  content: "\e145";
+}
+.glyphicon-pushpin:before {
+  content: "\e146";
+}
+.glyphicon-usd:before {
+  content: "\e148";
+}
+.glyphicon-gbp:before {
+  content: "\e149";
+}
+.glyphicon-sort:before {
+  content: "\e150";
+}
+.glyphicon-sort-by-alphabet:before {
+  content: "\e151";
+}
+.glyphicon-sort-by-alphabet-alt:before {
+  content: "\e152";
+}
+.glyphicon-sort-by-order:before {
+  content: "\e153";
+}
+.glyphicon-sort-by-order-alt:before {
+  content: "\e154";
+}
+.glyphicon-sort-by-attributes:before {
+  content: "\e155";
+}
+.glyphicon-sort-by-attributes-alt:before {
+  content: "\e156";
+}
+.glyphicon-unchecked:before {
+  content: "\e157";
+}
+.glyphicon-expand:before {
+  content: "\e158";
+}
+.glyphicon-collapse-down:before {
+  content: "\e159";
+}
+.glyphicon-collapse-up:before {
+  content: "\e160";
+}
+.glyphicon-log-in:before {
+  content: "\e161";
+}
+.glyphicon-flash:before {
+  content: "\e162";
+}
+.glyphicon-log-out:before {
+  content: "\e163";
+}
+.glyphicon-new-window:before {
+  content: "\e164";
+}
+.glyphicon-record:before {
+  content: "\e165";
+}
+.glyphicon-save:before {
+  content: "\e166";
+}
+.glyphicon-open:before {
+  content: "\e167";
+}
+.glyphicon-saved:before {
+  content: "\e168";
+}
+.glyphicon-import:before {
+  content: "\e169";
+}
+.glyphicon-export:before {
+  content: "\e170";
+}
+.glyphicon-send:before {
+  content: "\e171";
+}
+.glyphicon-floppy-disk:before {
+  content: "\e172";
+}
+.glyphicon-floppy-saved:before {
+  content: "\e173";
+}
+.glyphicon-floppy-remove:before {
+  content: "\e174";
+}
+.glyphicon-floppy-save:before {
+  content: "\e175";
+}
+.glyphicon-floppy-open:before {
+  content: "\e176";
+}
+.glyphicon-credit-card:before {
+  content: "\e177";
+}
+.glyphicon-transfer:before {
+  content: "\e178";
+}
+.glyphicon-cutlery:before {
+  content: "\e179";
+}
+.glyphicon-header:before {
+  content: "\e180";
+}
+.glyphicon-compressed:before {
+  content: "\e181";
+}
+.glyphicon-earphone:before {
+  content: "\e182";
+}
+.glyphicon-phone-alt:before {
+  content: "\e183";
+}
+.glyphicon-tower:before {
+  content: "\e184";
+}
+.glyphicon-stats:before {
+  content: "\e185";
+}
+.glyphicon-sd-video:before {
+  content: "\e186";
+}
+.glyphicon-hd-video:before {
+  content: "\e187";
+}
+.glyphicon-subtitles:before {
+  content: "\e188";
+}
+.glyphicon-sound-stereo:before {
+  content: "\e189";
+}
+.glyphicon-sound-dolby:before {
+  content: "\e190";
+}
+.glyphicon-sound-5-1:before {
+  content: "\e191";
+}
+.glyphicon-sound-6-1:before {
+  content: "\e192";
+}
+.glyphicon-sound-7-1:before {
+  content: "\e193";
+}
+.glyphicon-copyright-mark:before {
+  content: "\e194";
+}
+.glyphicon-registration-mark:before {
+  content: "\e195";
+}
+.glyphicon-cloud-download:before {
+  content: "\e197";
+}
+.glyphicon-cloud-upload:before {
+  content: "\e198";
+}
+.glyphicon-tree-conifer:before {
+  content: "\e199";
+}
+.glyphicon-tree-deciduous:before {
+  content: "\e200";
+}
+.glyphicon-cd:before {
+  content: "\e201";
+}
+.glyphicon-save-file:before {
+  content: "\e202";
+}
+.glyphicon-open-file:before {
+  content: "\e203";
+}
+.glyphicon-level-up:before {
+  content: "\e204";
+}
+.glyphicon-copy:before {
+  content: "\e205";
+}
+.glyphicon-paste:before {
+  content: "\e206";
+}
+.glyphicon-alert:before {
+  content: "\e209";
+}
+.glyphicon-equalizer:before {
+  content: "\e210";
+}
+.glyphicon-king:before {
+  content: "\e211";
+}
+.glyphicon-queen:before {
+  content: "\e212";
+}
+.glyphicon-pawn:before {
+  content: "\e213";
+}
+.glyphicon-bishop:before {
+  content: "\e214";
+}
+.glyphicon-knight:before {
+  content: "\e215";
+}
+.glyphicon-baby-formula:before {
+  content: "\e216";
+}
+.glyphicon-tent:before {
+  content: "\26fa";
+}
+.glyphicon-blackboard:before {
+  content: "\e218";
+}
+.glyphicon-bed:before {
+  content: "\e219";
+}
+.glyphicon-apple:before {
+  content: "\f8ff";
+}
+.glyphicon-erase:before {
+  content: "\e221";
+}
+.glyphicon-hourglass:before {
+  content: "\231b";
+}
+.glyphicon-lamp:before {
+  content: "\e223";
+}
+.glyphicon-duplicate:before {
+  content: "\e224";
+}
+.glyphicon-piggy-bank:before {
+  content: "\e225";
+}
+.glyphicon-scissors:before {
+  content: "\e226";
+}
+.glyphicon-bitcoin:before {
+  content: "\e227";
+}
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+  content: "\e227";
+}
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+  content: "\e227";
+}
+.glyphicon-yen:before {
+  content: "\00a5";
+}
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+  content: "\00a5";
+}
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+}
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+  content: "\20bd";
+}
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+  content: "\e230";
+}
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+  content: "\e231";
+}
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+  content: "\e232";
+}
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+  content: "\e233";
+}
+.glyphicon-option-horizontal:before {
+  content: "\e234";
+}
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+  content: "\e235";
+}
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+  content: "\e236";
+}
+.glyphicon-modal-window:before {
+  content: "\e237";
+}
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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: "\e243";
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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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+  content: "\e249";
+}
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+  content: "\e250";
+}
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+  content: "\e251";
+}
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+  content: "\e252";
+}
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+  content: "\e253";
+}
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+  content: "\e254";
+}
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+  content: "\e255";
+}
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+  content: "\e256";
+}
+.glyphicon-menu-left:before {
+  content: "\e257";
+}
+.glyphicon-menu-right:before {
+  content: "\e258";
+}
+.glyphicon-menu-down:before {
+  content: "\e259";
+}
+.glyphicon-menu-up:before {
+  content: "\e260";
+}
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+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+*:before,
+*:after {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+html {
+  font-size: 10px;
+  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
+}
+body {
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #000;
+  background-color: #fff;
+}
+input,
+button,
+select,
+textarea {
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+}
+a {
+  color: #337ab7;
+  text-decoration: none;
+}
+a:hover,
+a:focus {
+  color: #23527c;
+  text-decoration: underline;
+}
+a:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+figure {
+  margin: 0;
+}
+img {
+  vertical-align: middle;
+}
+.img-responsive,
+.thumbnail > img,
+.thumbnail a > img,
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  display: block;
+  max-width: 100%;
+  height: auto;
+}
+.img-rounded {
+  border-radius: 3px;
+}
+.img-thumbnail {
+  padding: 4px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: all 0.2s ease-in-out;
+  -o-transition: all 0.2s ease-in-out;
+  transition: all 0.2s ease-in-out;
+  display: inline-block;
+  max-width: 100%;
+  height: auto;
+}
+.img-circle {
+  border-radius: 50%;
+}
+hr {
+  margin-top: 18px;
+  margin-bottom: 18px;
+  border: 0;
+  border-top: 1px solid #eeeeee;
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  margin: -1px;
+  padding: 0;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+[role="button"] {
+  cursor: pointer;
+}
+h1,
+h2,
+h3,
+h4,
+h5,
+h6,
+.h1,
+.h2,
+.h3,
+.h4,
+.h5,
+.h6 {
+  font-family: inherit;
+  font-weight: 500;
+  line-height: 1.1;
+  color: inherit;
+}
+h1 small,
+h2 small,
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+h6 .small,
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+.h3 .small,
+.h4 .small,
+.h5 .small,
+.h6 .small {
+  font-weight: normal;
+  line-height: 1;
+  color: #777777;
+}
+h1,
+.h1,
+h2,
+.h2,
+h3,
+.h3 {
+  margin-top: 18px;
+  margin-bottom: 9px;
+}
+h1 small,
+.h1 small,
+h2 small,
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+h3 small,
+.h3 small,
+h1 .small,
+.h1 .small,
+h2 .small,
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+h3 .small,
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+  font-size: 65%;
+}
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+.h4,
+h5,
+.h5,
+h6,
+.h6 {
+  margin-top: 9px;
+  margin-bottom: 9px;
+}
+h4 small,
+.h4 small,
+h5 small,
+.h5 small,
+h6 small,
+.h6 small,
+h4 .small,
+.h4 .small,
+h5 .small,
+.h5 .small,
+h6 .small,
+.h6 .small {
+  font-size: 75%;
+}
+h1,
+.h1 {
+  font-size: 33px;
+}
+h2,
+.h2 {
+  font-size: 27px;
+}
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+.h3 {
+  font-size: 23px;
+}
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+.h4 {
+  font-size: 17px;
+}
+h5,
+.h5 {
+  font-size: 13px;
+}
+h6,
+.h6 {
+  font-size: 12px;
+}
+p {
+  margin: 0 0 9px;
+}
+.lead {
+  margin-bottom: 18px;
+  font-size: 14px;
+  font-weight: 300;
+  line-height: 1.4;
+}
+@media (min-width: 768px) {
+  .lead {
+    font-size: 19.5px;
+  }
+}
+small,
+.small {
+  font-size: 92%;
+}
+mark,
+.mark {
+  background-color: #fcf8e3;
+  padding: .2em;
+}
+.text-left {
+  text-align: left;
+}
+.text-right {
+  text-align: right;
+}
+.text-center {
+  text-align: center;
+}
+.text-justify {
+  text-align: justify;
+}
+.text-nowrap {
+  white-space: nowrap;
+}
+.text-lowercase {
+  text-transform: lowercase;
+}
+.text-uppercase {
+  text-transform: uppercase;
+}
+.text-capitalize {
+  text-transform: capitalize;
+}
+.text-muted {
+  color: #777777;
+}
+.text-primary {
+  color: #337ab7;
+}
+a.text-primary:hover,
+a.text-primary:focus {
+  color: #286090;
+}
+.text-success {
+  color: #3c763d;
+}
+a.text-success:hover,
+a.text-success:focus {
+  color: #2b542c;
+}
+.text-info {
+  color: #31708f;
+}
+a.text-info:hover,
+a.text-info:focus {
+  color: #245269;
+}
+.text-warning {
+  color: #8a6d3b;
+}
+a.text-warning:hover,
+a.text-warning:focus {
+  color: #66512c;
+}
+.text-danger {
+  color: #a94442;
+}
+a.text-danger:hover,
+a.text-danger:focus {
+  color: #843534;
+}
+.bg-primary {
+  color: #fff;
+  background-color: #337ab7;
+}
+a.bg-primary:hover,
+a.bg-primary:focus {
+  background-color: #286090;
+}
+.bg-success {
+  background-color: #dff0d8;
+}
+a.bg-success:hover,
+a.bg-success:focus {
+  background-color: #c1e2b3;
+}
+.bg-info {
+  background-color: #d9edf7;
+}
+a.bg-info:hover,
+a.bg-info:focus {
+  background-color: #afd9ee;
+}
+.bg-warning {
+  background-color: #fcf8e3;
+}
+a.bg-warning:hover,
+a.bg-warning:focus {
+  background-color: #f7ecb5;
+}
+.bg-danger {
+  background-color: #f2dede;
+}
+a.bg-danger:hover,
+a.bg-danger:focus {
+  background-color: #e4b9b9;
+}
+.page-header {
+  padding-bottom: 8px;
+  margin: 36px 0 18px;
+  border-bottom: 1px solid #eeeeee;
+}
+ul,
+ol {
+  margin-top: 0;
+  margin-bottom: 9px;
+}
+ul ul,
+ol ul,
+ul ol,
+ol ol {
+  margin-bottom: 0;
+}
+.list-unstyled {
+  padding-left: 0;
+  list-style: none;
+}
+.list-inline {
+  padding-left: 0;
+  list-style: none;
+  margin-left: -5px;
+}
+.list-inline > li {
+  display: inline-block;
+  padding-left: 5px;
+  padding-right: 5px;
+}
+dl {
+  margin-top: 0;
+  margin-bottom: 18px;
+}
+dt,
+dd {
+  line-height: 1.42857143;
+}
+dt {
+  font-weight: bold;
+}
+dd {
+  margin-left: 0;
+}
+@media (min-width: 541px) {
+  .dl-horizontal dt {
+    float: left;
+    width: 160px;
+    clear: left;
+    text-align: right;
+    overflow: hidden;
+    text-overflow: ellipsis;
+    white-space: nowrap;
+  }
+  .dl-horizontal dd {
+    margin-left: 180px;
+  }
+}
+abbr[title],
+abbr[data-original-title] {
+  cursor: help;
+  border-bottom: 1px dotted #777777;
+}
+.initialism {
+  font-size: 90%;
+  text-transform: uppercase;
+}
+blockquote {
+  padding: 9px 18px;
+  margin: 0 0 18px;
+  font-size: inherit;
+  border-left: 5px solid #eeeeee;
+}
+blockquote p:last-child,
+blockquote ul:last-child,
+blockquote ol:last-child {
+  margin-bottom: 0;
+}
+blockquote footer,
+blockquote small,
+blockquote .small {
+  display: block;
+  font-size: 80%;
+  line-height: 1.42857143;
+  color: #777777;
+}
+blockquote footer:before,
+blockquote small:before,
+blockquote .small:before {
+  content: '\2014 \00A0';
+}
+.blockquote-reverse,
+blockquote.pull-right {
+  padding-right: 15px;
+  padding-left: 0;
+  border-right: 5px solid #eeeeee;
+  border-left: 0;
+  text-align: right;
+}
+.blockquote-reverse footer:before,
+blockquote.pull-right footer:before,
+.blockquote-reverse small:before,
+blockquote.pull-right small:before,
+.blockquote-reverse .small:before,
+blockquote.pull-right .small:before {
+  content: '';
+}
+.blockquote-reverse footer:after,
+blockquote.pull-right footer:after,
+.blockquote-reverse small:after,
+blockquote.pull-right small:after,
+.blockquote-reverse .small:after,
+blockquote.pull-right .small:after {
+  content: '\00A0 \2014';
+}
+address {
+  margin-bottom: 18px;
+  font-style: normal;
+  line-height: 1.42857143;
+}
+code,
+kbd,
+pre,
+samp {
+  font-family: monospace;
+}
+code {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #c7254e;
+  background-color: #f9f2f4;
+  border-radius: 2px;
+}
+kbd {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #888;
+  background-color: transparent;
+  border-radius: 1px;
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+}
+kbd kbd {
+  padding: 0;
+  font-size: 100%;
+  font-weight: bold;
+  box-shadow: none;
+}
+pre {
+  display: block;
+  padding: 8.5px;
+  margin: 0 0 9px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  word-break: break-all;
+  word-wrap: break-word;
+  color: #333333;
+  background-color: #f5f5f5;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+pre code {
+  padding: 0;
+  font-size: inherit;
+  color: inherit;
+  white-space: pre-wrap;
+  background-color: transparent;
+  border-radius: 0;
+}
+.pre-scrollable {
+  max-height: 340px;
+  overflow-y: scroll;
+}
+.container {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+@media (min-width: 768px) {
+  .container {
+    width: 768px;
+  }
+}
+@media (min-width: 992px) {
+  .container {
+    width: 940px;
+  }
+}
+@media (min-width: 1200px) {
+  .container {
+    width: 1140px;
+  }
+}
+.container-fluid {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
+  position: relative;
+  min-height: 1px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
+  float: left;
+}
+.col-xs-12 {
+  width: 100%;
+}
+.col-xs-11 {
+  width: 91.66666667%;
+}
+.col-xs-10 {
+  width: 83.33333333%;
+}
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+  width: 75%;
+}
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+  width: 66.66666667%;
+}
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+  width: 58.33333333%;
+}
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+  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%;
+}
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+  right: 83.33333333%;
+}
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+  right: 75%;
+}
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+  right: 66.66666667%;
+}
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+  right: 58.33333333%;
+}
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+  right: 50%;
+}
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+  right: 41.66666667%;
+}
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+  right: 33.33333333%;
+}
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+  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%;
+}
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+  left: 91.66666667%;
+}
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+  left: 83.33333333%;
+}
+.col-xs-push-9 {
+  left: 75%;
+}
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+  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%;
+}
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+  margin-left: 66.66666667%;
+}
+.col-xs-offset-7 {
+  margin-left: 58.33333333%;
+}
+.col-xs-offset-6 {
+  margin-left: 50%;
+}
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+  margin-left: 41.66666667%;
+}
+.col-xs-offset-4 {
+  margin-left: 33.33333333%;
+}
+.col-xs-offset-3 {
+  margin-left: 25%;
+}
+.col-xs-offset-2 {
+  margin-left: 16.66666667%;
+}
+.col-xs-offset-1 {
+  margin-left: 8.33333333%;
+}
+.col-xs-offset-0 {
+  margin-left: 0%;
+}
+@media (min-width: 768px) {
+  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
+    float: left;
+  }
+  .col-sm-12 {
+    width: 100%;
+  }
+  .col-sm-11 {
+    width: 91.66666667%;
+  }
+  .col-sm-10 {
+    width: 83.33333333%;
+  }
+  .col-sm-9 {
+    width: 75%;
+  }
+  .col-sm-8 {
+    width: 66.66666667%;
+  }
+  .col-sm-7 {
+    width: 58.33333333%;
+  }
+  .col-sm-6 {
+    width: 50%;
+  }
+  .col-sm-5 {
+    width: 41.66666667%;
+  }
+  .col-sm-4 {
+    width: 33.33333333%;
+  }
+  .col-sm-3 {
+    width: 25%;
+  }
+  .col-sm-2 {
+    width: 16.66666667%;
+  }
+  .col-sm-1 {
+    width: 8.33333333%;
+  }
+  .col-sm-pull-12 {
+    right: 100%;
+  }
+  .col-sm-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-sm-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-sm-pull-9 {
+    right: 75%;
+  }
+  .col-sm-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-sm-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-sm-pull-6 {
+    right: 50%;
+  }
+  .col-sm-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-sm-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-sm-pull-3 {
+    right: 25%;
+  }
+  .col-sm-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-sm-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-sm-pull-0 {
+    right: auto;
+  }
+  .col-sm-push-12 {
+    left: 100%;
+  }
+  .col-sm-push-11 {
+    left: 91.66666667%;
+  }
+  .col-sm-push-10 {
+    left: 83.33333333%;
+  }
+  .col-sm-push-9 {
+    left: 75%;
+  }
+  .col-sm-push-8 {
+    left: 66.66666667%;
+  }
+  .col-sm-push-7 {
+    left: 58.33333333%;
+  }
+  .col-sm-push-6 {
+    left: 50%;
+  }
+  .col-sm-push-5 {
+    left: 41.66666667%;
+  }
+  .col-sm-push-4 {
+    left: 33.33333333%;
+  }
+  .col-sm-push-3 {
+    left: 25%;
+  }
+  .col-sm-push-2 {
+    left: 16.66666667%;
+  }
+  .col-sm-push-1 {
+    left: 8.33333333%;
+  }
+  .col-sm-push-0 {
+    left: auto;
+  }
+  .col-sm-offset-12 {
+    margin-left: 100%;
+  }
+  .col-sm-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-sm-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-sm-offset-9 {
+    margin-left: 75%;
+  }
+  .col-sm-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-sm-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-sm-offset-6 {
+    margin-left: 50%;
+  }
+  .col-sm-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-sm-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-sm-offset-3 {
+    margin-left: 25%;
+  }
+  .col-sm-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-sm-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-sm-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 992px) {
+  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
+    float: left;
+  }
+  .col-md-12 {
+    width: 100%;
+  }
+  .col-md-11 {
+    width: 91.66666667%;
+  }
+  .col-md-10 {
+    width: 83.33333333%;
+  }
+  .col-md-9 {
+    width: 75%;
+  }
+  .col-md-8 {
+    width: 66.66666667%;
+  }
+  .col-md-7 {
+    width: 58.33333333%;
+  }
+  .col-md-6 {
+    width: 50%;
+  }
+  .col-md-5 {
+    width: 41.66666667%;
+  }
+  .col-md-4 {
+    width: 33.33333333%;
+  }
+  .col-md-3 {
+    width: 25%;
+  }
+  .col-md-2 {
+    width: 16.66666667%;
+  }
+  .col-md-1 {
+    width: 8.33333333%;
+  }
+  .col-md-pull-12 {
+    right: 100%;
+  }
+  .col-md-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-md-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-md-pull-9 {
+    right: 75%;
+  }
+  .col-md-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-md-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-md-pull-6 {
+    right: 50%;
+  }
+  .col-md-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-md-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-md-pull-3 {
+    right: 25%;
+  }
+  .col-md-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-md-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-md-pull-0 {
+    right: auto;
+  }
+  .col-md-push-12 {
+    left: 100%;
+  }
+  .col-md-push-11 {
+    left: 91.66666667%;
+  }
+  .col-md-push-10 {
+    left: 83.33333333%;
+  }
+  .col-md-push-9 {
+    left: 75%;
+  }
+  .col-md-push-8 {
+    left: 66.66666667%;
+  }
+  .col-md-push-7 {
+    left: 58.33333333%;
+  }
+  .col-md-push-6 {
+    left: 50%;
+  }
+  .col-md-push-5 {
+    left: 41.66666667%;
+  }
+  .col-md-push-4 {
+    left: 33.33333333%;
+  }
+  .col-md-push-3 {
+    left: 25%;
+  }
+  .col-md-push-2 {
+    left: 16.66666667%;
+  }
+  .col-md-push-1 {
+    left: 8.33333333%;
+  }
+  .col-md-push-0 {
+    left: auto;
+  }
+  .col-md-offset-12 {
+    margin-left: 100%;
+  }
+  .col-md-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-md-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-md-offset-9 {
+    margin-left: 75%;
+  }
+  .col-md-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-md-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-md-offset-6 {
+    margin-left: 50%;
+  }
+  .col-md-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-md-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-md-offset-3 {
+    margin-left: 25%;
+  }
+  .col-md-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-md-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-md-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 1200px) {
+  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
+    float: left;
+  }
+  .col-lg-12 {
+    width: 100%;
+  }
+  .col-lg-11 {
+    width: 91.66666667%;
+  }
+  .col-lg-10 {
+    width: 83.33333333%;
+  }
+  .col-lg-9 {
+    width: 75%;
+  }
+  .col-lg-8 {
+    width: 66.66666667%;
+  }
+  .col-lg-7 {
+    width: 58.33333333%;
+  }
+  .col-lg-6 {
+    width: 50%;
+  }
+  .col-lg-5 {
+    width: 41.66666667%;
+  }
+  .col-lg-4 {
+    width: 33.33333333%;
+  }
+  .col-lg-3 {
+    width: 25%;
+  }
+  .col-lg-2 {
+    width: 16.66666667%;
+  }
+  .col-lg-1 {
+    width: 8.33333333%;
+  }
+  .col-lg-pull-12 {
+    right: 100%;
+  }
+  .col-lg-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-lg-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-lg-pull-9 {
+    right: 75%;
+  }
+  .col-lg-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-lg-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-lg-pull-6 {
+    right: 50%;
+  }
+  .col-lg-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-lg-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-lg-pull-3 {
+    right: 25%;
+  }
+  .col-lg-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-lg-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-lg-pull-0 {
+    right: auto;
+  }
+  .col-lg-push-12 {
+    left: 100%;
+  }
+  .col-lg-push-11 {
+    left: 91.66666667%;
+  }
+  .col-lg-push-10 {
+    left: 83.33333333%;
+  }
+  .col-lg-push-9 {
+    left: 75%;
+  }
+  .col-lg-push-8 {
+    left: 66.66666667%;
+  }
+  .col-lg-push-7 {
+    left: 58.33333333%;
+  }
+  .col-lg-push-6 {
+    left: 50%;
+  }
+  .col-lg-push-5 {
+    left: 41.66666667%;
+  }
+  .col-lg-push-4 {
+    left: 33.33333333%;
+  }
+  .col-lg-push-3 {
+    left: 25%;
+  }
+  .col-lg-push-2 {
+    left: 16.66666667%;
+  }
+  .col-lg-push-1 {
+    left: 8.33333333%;
+  }
+  .col-lg-push-0 {
+    left: auto;
+  }
+  .col-lg-offset-12 {
+    margin-left: 100%;
+  }
+  .col-lg-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-lg-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-lg-offset-9 {
+    margin-left: 75%;
+  }
+  .col-lg-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-lg-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-lg-offset-6 {
+    margin-left: 50%;
+  }
+  .col-lg-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-lg-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-lg-offset-3 {
+    margin-left: 25%;
+  }
+  .col-lg-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-lg-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-lg-offset-0 {
+    margin-left: 0%;
+  }
+}
+table {
+  background-color: transparent;
+}
+caption {
+  padding-top: 8px;
+  padding-bottom: 8px;
+  color: #777777;
+  text-align: left;
+}
+th {
+  text-align: left;
+}
+.table {
+  width: 100%;
+  max-width: 100%;
+  margin-bottom: 18px;
+}
+.table > thead > tr > th,
+.table > tbody > tr > th,
+.table > tfoot > tr > th,
+.table > thead > tr > td,
+.table > tbody > tr > td,
+.table > tfoot > tr > td {
+  padding: 8px;
+  line-height: 1.42857143;
+  vertical-align: top;
+  border-top: 1px solid #ddd;
+}
+.table > thead > tr > th {
+  vertical-align: bottom;
+  border-bottom: 2px solid #ddd;
+}
+.table > caption + thead > tr:first-child > th,
+.table > colgroup + thead > tr:first-child > th,
+.table > thead:first-child > tr:first-child > th,
+.table > caption + thead > tr:first-child > td,
+.table > colgroup + thead > tr:first-child > td,
+.table > thead:first-child > tr:first-child > td {
+  border-top: 0;
+}
+.table > tbody + tbody {
+  border-top: 2px solid #ddd;
+}
+.table .table {
+  background-color: #fff;
+}
+.table-condensed > thead > tr > th,
+.table-condensed > tbody > tr > th,
+.table-condensed > tfoot > tr > th,
+.table-condensed > thead > tr > td,
+.table-condensed > tbody > tr > td,
+.table-condensed > tfoot > tr > td {
+  padding: 5px;
+}
+.table-bordered {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > tbody > tr > th,
+.table-bordered > tfoot > tr > th,
+.table-bordered > thead > tr > td,
+.table-bordered > tbody > tr > td,
+.table-bordered > tfoot > tr > td {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > thead > tr > td {
+  border-bottom-width: 2px;
+}
+.table-striped > tbody > tr:nth-of-type(odd) {
+  background-color: #f9f9f9;
+}
+.table-hover > tbody > tr:hover {
+  background-color: #f5f5f5;
+}
+table col[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-column;
+}
+table td[class*="col-"],
+table th[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-cell;
+}
+.table > thead > tr > td.active,
+.table > tbody > tr > td.active,
+.table > tfoot > tr > td.active,
+.table > thead > tr > th.active,
+.table > tbody > tr > th.active,
+.table > tfoot > tr > th.active,
+.table > thead > tr.active > td,
+.table > tbody > tr.active > td,
+.table > tfoot > tr.active > td,
+.table > thead > tr.active > th,
+.table > tbody > tr.active > th,
+.table > tfoot > tr.active > th {
+  background-color: #f5f5f5;
+}
+.table-hover > tbody > tr > td.active:hover,
+.table-hover > tbody > tr > th.active:hover,
+.table-hover > tbody > tr.active:hover > td,
+.table-hover > tbody > tr:hover > .active,
+.table-hover > tbody > tr.active:hover > th {
+  background-color: #e8e8e8;
+}
+.table > thead > tr > td.success,
+.table > tbody > tr > td.success,
+.table > tfoot > tr > td.success,
+.table > thead > tr > th.success,
+.table > tbody > tr > th.success,
+.table > tfoot > tr > th.success,
+.table > thead > tr.success > td,
+.table > tbody > tr.success > td,
+.table > tfoot > tr.success > td,
+.table > thead > tr.success > th,
+.table > tbody > tr.success > th,
+.table > tfoot > tr.success > th {
+  background-color: #dff0d8;
+}
+.table-hover > tbody > tr > td.success:hover,
+.table-hover > tbody > tr > th.success:hover,
+.table-hover > tbody > tr.success:hover > td,
+.table-hover > tbody > tr:hover > .success,
+.table-hover > tbody > tr.success:hover > th {
+  background-color: #d0e9c6;
+}
+.table > thead > tr > td.info,
+.table > tbody > tr > td.info,
+.table > tfoot > tr > td.info,
+.table > thead > tr > th.info,
+.table > tbody > tr > th.info,
+.table > tfoot > tr > th.info,
+.table > thead > tr.info > td,
+.table > tbody > tr.info > td,
+.table > tfoot > tr.info > td,
+.table > thead > tr.info > th,
+.table > tbody > tr.info > th,
+.table > tfoot > tr.info > th {
+  background-color: #d9edf7;
+}
+.table-hover > tbody > tr > td.info:hover,
+.table-hover > tbody > tr > th.info:hover,
+.table-hover > tbody > tr.info:hover > td,
+.table-hover > tbody > tr:hover > .info,
+.table-hover > tbody > tr.info:hover > th {
+  background-color: #c4e3f3;
+}
+.table > thead > tr > td.warning,
+.table > tbody > tr > td.warning,
+.table > tfoot > tr > td.warning,
+.table > thead > tr > th.warning,
+.table > tbody > tr > th.warning,
+.table > tfoot > tr > th.warning,
+.table > thead > tr.warning > td,
+.table > tbody > tr.warning > td,
+.table > tfoot > tr.warning > td,
+.table > thead > tr.warning > th,
+.table > tbody > tr.warning > th,
+.table > tfoot > tr.warning > th {
+  background-color: #fcf8e3;
+}
+.table-hover > tbody > tr > td.warning:hover,
+.table-hover > tbody > tr > th.warning:hover,
+.table-hover > tbody > tr.warning:hover > td,
+.table-hover > tbody > tr:hover > .warning,
+.table-hover > tbody > tr.warning:hover > th {
+  background-color: #faf2cc;
+}
+.table > thead > tr > td.danger,
+.table > tbody > tr > td.danger,
+.table > tfoot > tr > td.danger,
+.table > thead > tr > th.danger,
+.table > tbody > tr > th.danger,
+.table > tfoot > tr > th.danger,
+.table > thead > tr.danger > td,
+.table > tbody > tr.danger > td,
+.table > tfoot > tr.danger > td,
+.table > thead > tr.danger > th,
+.table > tbody > tr.danger > th,
+.table > tfoot > tr.danger > th {
+  background-color: #f2dede;
+}
+.table-hover > tbody > tr > td.danger:hover,
+.table-hover > tbody > tr > th.danger:hover,
+.table-hover > tbody > tr.danger:hover > td,
+.table-hover > tbody > tr:hover > .danger,
+.table-hover > tbody > tr.danger:hover > th {
+  background-color: #ebcccc;
+}
+.table-responsive {
+  overflow-x: auto;
+  min-height: 0.01%;
+}
+@media screen and (max-width: 767px) {
+  .table-responsive {
+    width: 100%;
+    margin-bottom: 13.5px;
+    overflow-y: hidden;
+    -ms-overflow-style: -ms-autohiding-scrollbar;
+    border: 1px solid #ddd;
+  }
+  .table-responsive > .table {
+    margin-bottom: 0;
+  }
+  .table-responsive > .table > thead > tr > th,
+  .table-responsive > .table > tbody > tr > th,
+  .table-responsive > .table > tfoot > tr > th,
+  .table-responsive > .table > thead > tr > td,
+  .table-responsive > .table > tbody > tr > td,
+  .table-responsive > .table > tfoot > tr > td {
+    white-space: nowrap;
+  }
+  .table-responsive > .table-bordered {
+    border: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:first-child,
+  .table-responsive > .table-bordered > tbody > tr > th:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+  .table-responsive > .table-bordered > thead > tr > td:first-child,
+  .table-responsive > .table-bordered > tbody > tr > td:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+    border-left: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:last-child,
+  .table-responsive > .table-bordered > tbody > tr > th:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+  .table-responsive > .table-bordered > thead > tr > td:last-child,
+  .table-responsive > .table-bordered > tbody > tr > td:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+    border-right: 0;
+  }
+  .table-responsive > .table-bordered > tbody > tr:last-child > th,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
+  .table-responsive > .table-bordered > tbody > tr:last-child > td,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
+    border-bottom: 0;
+  }
+}
+fieldset {
+  padding: 0;
+  margin: 0;
+  border: 0;
+  min-width: 0;
+}
+legend {
+  display: block;
+  width: 100%;
+  padding: 0;
+  margin-bottom: 18px;
+  font-size: 19.5px;
+  line-height: inherit;
+  color: #333333;
+  border: 0;
+  border-bottom: 1px solid #e5e5e5;
+}
+label {
+  display: inline-block;
+  max-width: 100%;
+  margin-bottom: 5px;
+  font-weight: bold;
+}
+input[type="search"] {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+input[type="radio"],
+input[type="checkbox"] {
+  margin: 4px 0 0;
+  margin-top: 1px \9;
+  line-height: normal;
+}
+input[type="file"] {
+  display: block;
+}
+input[type="range"] {
+  display: block;
+  width: 100%;
+}
+select[multiple],
+select[size] {
+  height: auto;
+}
+input[type="file"]:focus,
+input[type="radio"]:focus,
+input[type="checkbox"]:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+output {
+  display: block;
+  padding-top: 7px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+}
+.form-control {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+}
+.form-control:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.form-control::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.form-control:-ms-input-placeholder {
+  color: #999;
+}
+.form-control::-webkit-input-placeholder {
+  color: #999;
+}
+.form-control::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.form-control[disabled],
+.form-control[readonly],
+fieldset[disabled] .form-control {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.form-control[disabled],
+fieldset[disabled] .form-control {
+  cursor: not-allowed;
+}
+textarea.form-control {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: none;
+}
+@media screen and (-webkit-min-device-pixel-ratio: 0) {
+  input[type="date"].form-control,
+  input[type="time"].form-control,
+  input[type="datetime-local"].form-control,
+  input[type="month"].form-control {
+    line-height: 32px;
+  }
+  input[type="date"].input-sm,
+  input[type="time"].input-sm,
+  input[type="datetime-local"].input-sm,
+  input[type="month"].input-sm,
+  .input-group-sm input[type="date"],
+  .input-group-sm input[type="time"],
+  .input-group-sm input[type="datetime-local"],
+  .input-group-sm input[type="month"] {
+    line-height: 30px;
+  }
+  input[type="date"].input-lg,
+  input[type="time"].input-lg,
+  input[type="datetime-local"].input-lg,
+  input[type="month"].input-lg,
+  .input-group-lg input[type="date"],
+  .input-group-lg input[type="time"],
+  .input-group-lg input[type="datetime-local"],
+  .input-group-lg input[type="month"] {
+    line-height: 45px;
+  }
+}
+.form-group {
+  margin-bottom: 15px;
+}
+.radio,
+.checkbox {
+  position: relative;
+  display: block;
+  margin-top: 10px;
+  margin-bottom: 10px;
+}
+.radio label,
+.checkbox label {
+  min-height: 18px;
+  padding-left: 20px;
+  margin-bottom: 0;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio input[type="radio"],
+.radio-inline input[type="radio"],
+.checkbox input[type="checkbox"],
+.checkbox-inline input[type="checkbox"] {
+  position: absolute;
+  margin-left: -20px;
+  margin-top: 4px \9;
+}
+.radio + .radio,
+.checkbox + .checkbox {
+  margin-top: -5px;
+}
+.radio-inline,
+.checkbox-inline {
+  position: relative;
+  display: inline-block;
+  padding-left: 20px;
+  margin-bottom: 0;
+  vertical-align: middle;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio-inline + .radio-inline,
+.checkbox-inline + .checkbox-inline {
+  margin-top: 0;
+  margin-left: 10px;
+}
+input[type="radio"][disabled],
+input[type="checkbox"][disabled],
+input[type="radio"].disabled,
+input[type="checkbox"].disabled,
+fieldset[disabled] input[type="radio"],
+fieldset[disabled] input[type="checkbox"] {
+  cursor: not-allowed;
+}
+.radio-inline.disabled,
+.checkbox-inline.disabled,
+fieldset[disabled] .radio-inline,
+fieldset[disabled] .checkbox-inline {
+  cursor: not-allowed;
+}
+.radio.disabled label,
+.checkbox.disabled label,
+fieldset[disabled] .radio label,
+fieldset[disabled] .checkbox label {
+  cursor: not-allowed;
+}
+.form-control-static {
+  padding-top: 7px;
+  padding-bottom: 7px;
+  margin-bottom: 0;
+  min-height: 31px;
+}
+.form-control-static.input-lg,
+.form-control-static.input-sm {
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-sm {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-sm {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-sm,
+select[multiple].input-sm {
+  height: auto;
+}
+.form-group-sm .form-control {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.form-group-sm select.form-control {
+  height: 30px;
+  line-height: 30px;
+}
+.form-group-sm textarea.form-control,
+.form-group-sm select[multiple].form-control {
+  height: auto;
+}
+.form-group-sm .form-control-static {
+  height: 30px;
+  min-height: 30px;
+  padding: 6px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.input-lg {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-lg {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-lg,
+select[multiple].input-lg {
+  height: auto;
+}
+.form-group-lg .form-control {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.form-group-lg select.form-control {
+  height: 45px;
+  line-height: 45px;
+}
+.form-group-lg textarea.form-control,
+.form-group-lg select[multiple].form-control {
+  height: auto;
+}
+.form-group-lg .form-control-static {
+  height: 45px;
+  min-height: 35px;
+  padding: 11px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.has-feedback {
+  position: relative;
+}
+.has-feedback .form-control {
+  padding-right: 40px;
+}
+.form-control-feedback {
+  position: absolute;
+  top: 0;
+  right: 0;
+  z-index: 2;
+  display: block;
+  width: 32px;
+  height: 32px;
+  line-height: 32px;
+  text-align: center;
+  pointer-events: none;
+}
+.input-lg + .form-control-feedback,
+.input-group-lg + .form-control-feedback,
+.form-group-lg .form-control + .form-control-feedback {
+  width: 45px;
+  height: 45px;
+  line-height: 45px;
+}
+.input-sm + .form-control-feedback,
+.input-group-sm + .form-control-feedback,
+.form-group-sm .form-control + .form-control-feedback {
+  width: 30px;
+  height: 30px;
+  line-height: 30px;
+}
+.has-success .help-block,
+.has-success .control-label,
+.has-success .radio,
+.has-success .checkbox,
+.has-success .radio-inline,
+.has-success .checkbox-inline,
+.has-success.radio label,
+.has-success.checkbox label,
+.has-success.radio-inline label,
+.has-success.checkbox-inline label {
+  color: #3c763d;
+}
+.has-success .form-control {
+  border-color: #3c763d;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-success .form-control:focus {
+  border-color: #2b542c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+}
+.has-success .input-group-addon {
+  color: #3c763d;
+  border-color: #3c763d;
+  background-color: #dff0d8;
+}
+.has-success .form-control-feedback {
+  color: #3c763d;
+}
+.has-warning .help-block,
+.has-warning .control-label,
+.has-warning .radio,
+.has-warning .checkbox,
+.has-warning .radio-inline,
+.has-warning .checkbox-inline,
+.has-warning.radio label,
+.has-warning.checkbox label,
+.has-warning.radio-inline label,
+.has-warning.checkbox-inline label {
+  color: #8a6d3b;
+}
+.has-warning .form-control {
+  border-color: #8a6d3b;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-warning .form-control:focus {
+  border-color: #66512c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+}
+.has-warning .input-group-addon {
+  color: #8a6d3b;
+  border-color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+.has-warning .form-control-feedback {
+  color: #8a6d3b;
+}
+.has-error .help-block,
+.has-error .control-label,
+.has-error .radio,
+.has-error .checkbox,
+.has-error .radio-inline,
+.has-error .checkbox-inline,
+.has-error.radio label,
+.has-error.checkbox label,
+.has-error.radio-inline label,
+.has-error.checkbox-inline label {
+  color: #a94442;
+}
+.has-error .form-control {
+  border-color: #a94442;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-error .form-control:focus {
+  border-color: #843534;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+}
+.has-error .input-group-addon {
+  color: #a94442;
+  border-color: #a94442;
+  background-color: #f2dede;
+}
+.has-error .form-control-feedback {
+  color: #a94442;
+}
+.has-feedback label ~ .form-control-feedback {
+  top: 23px;
+}
+.has-feedback label.sr-only ~ .form-control-feedback {
+  top: 0;
+}
+.help-block {
+  display: block;
+  margin-top: 5px;
+  margin-bottom: 10px;
+  color: #404040;
+}
+@media (min-width: 768px) {
+  .form-inline .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .form-inline .form-control-static {
+    display: inline-block;
+  }
+  .form-inline .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .form-inline .input-group .input-group-addon,
+  .form-inline .input-group .input-group-btn,
+  .form-inline .input-group .form-control {
+    width: auto;
+  }
+  .form-inline .input-group > .form-control {
+    width: 100%;
+  }
+  .form-inline .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio,
+  .form-inline .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio label,
+  .form-inline .checkbox label {
+    padding-left: 0;
+  }
+  .form-inline .radio input[type="radio"],
+  .form-inline .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .form-inline .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox,
+.form-horizontal .radio-inline,
+.form-horizontal .checkbox-inline {
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-top: 7px;
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox {
+  min-height: 25px;
+}
+.form-horizontal .form-group {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .control-label {
+    text-align: right;
+    margin-bottom: 0;
+    padding-top: 7px;
+  }
+}
+.form-horizontal .has-feedback .form-control-feedback {
+  right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-lg .control-label {
+    padding-top: 11px;
+    font-size: 17px;
+  }
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-sm .control-label {
+    padding-top: 6px;
+    font-size: 12px;
+  }
+}
+.btn {
+  display: inline-block;
+  margin-bottom: 0;
+  font-weight: normal;
+  text-align: center;
+  vertical-align: middle;
+  touch-action: manipulation;
+  cursor: pointer;
+  background-image: none;
+  border: 1px solid transparent;
+  white-space: nowrap;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  border-radius: 2px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+.btn:focus,
+.btn:active:focus,
+.btn.active:focus,
+.btn.focus,
+.btn:active.focus,
+.btn.active.focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+.btn:hover,
+.btn:focus,
+.btn.focus {
+  color: #333;
+  text-decoration: none;
+}
+.btn:active,
+.btn.active {
+  outline: 0;
+  background-image: none;
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn.disabled,
+.btn[disabled],
+fieldset[disabled] .btn {
+  cursor: not-allowed;
+  opacity: 0.65;
+  filter: alpha(opacity=65);
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+a.btn.disabled,
+fieldset[disabled] a.btn {
+  pointer-events: none;
+}
+.btn-default {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default:focus,
+.btn-default.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.btn-default:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active:hover,
+.btn-default.active:hover,
+.open > .dropdown-toggle.btn-default:hover,
+.btn-default:active:focus,
+.btn-default.active:focus,
+.open > .dropdown-toggle.btn-default:focus,
+.btn-default:active.focus,
+.btn-default.active.focus,
+.open > .dropdown-toggle.btn-default.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  background-image: none;
+}
+.btn-default.disabled:hover,
+.btn-default[disabled]:hover,
+fieldset[disabled] .btn-default:hover,
+.btn-default.disabled:focus,
+.btn-default[disabled]:focus,
+fieldset[disabled] .btn-default:focus,
+.btn-default.disabled.focus,
+.btn-default[disabled].focus,
+fieldset[disabled] .btn-default.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default .badge {
+  color: #fff;
+  background-color: #333;
+}
+.btn-primary {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary:focus,
+.btn-primary.focus {
+  color: #fff;
+  background-color: #286090;
+  border-color: #122b40;
+}
+.btn-primary:hover {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active:hover,
+.btn-primary.active:hover,
+.open > .dropdown-toggle.btn-primary:hover,
+.btn-primary:active:focus,
+.btn-primary.active:focus,
+.open > .dropdown-toggle.btn-primary:focus,
+.btn-primary:active.focus,
+.btn-primary.active.focus,
+.open > .dropdown-toggle.btn-primary.focus {
+  color: #fff;
+  background-color: #204d74;
+  border-color: #122b40;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  background-image: none;
+}
+.btn-primary.disabled:hover,
+.btn-primary[disabled]:hover,
+fieldset[disabled] .btn-primary:hover,
+.btn-primary.disabled:focus,
+.btn-primary[disabled]:focus,
+fieldset[disabled] .btn-primary:focus,
+.btn-primary.disabled.focus,
+.btn-primary[disabled].focus,
+fieldset[disabled] .btn-primary.focus {
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.btn-success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success:focus,
+.btn-success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.btn-success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active:hover,
+.btn-success.active:hover,
+.open > .dropdown-toggle.btn-success:hover,
+.btn-success:active:focus,
+.btn-success.active:focus,
+.open > .dropdown-toggle.btn-success:focus,
+.btn-success:active.focus,
+.btn-success.active.focus,
+.open > .dropdown-toggle.btn-success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  background-image: none;
+}
+.btn-success.disabled:hover,
+.btn-success[disabled]:hover,
+fieldset[disabled] .btn-success:hover,
+.btn-success.disabled:focus,
+.btn-success[disabled]:focus,
+fieldset[disabled] .btn-success:focus,
+.btn-success.disabled.focus,
+.btn-success[disabled].focus,
+fieldset[disabled] .btn-success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.btn-info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info:focus,
+.btn-info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.btn-info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active:hover,
+.btn-info.active:hover,
+.open > .dropdown-toggle.btn-info:hover,
+.btn-info:active:focus,
+.btn-info.active:focus,
+.open > .dropdown-toggle.btn-info:focus,
+.btn-info:active.focus,
+.btn-info.active.focus,
+.open > .dropdown-toggle.btn-info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  background-image: none;
+}
+.btn-info.disabled:hover,
+.btn-info[disabled]:hover,
+fieldset[disabled] .btn-info:hover,
+.btn-info.disabled:focus,
+.btn-info[disabled]:focus,
+fieldset[disabled] .btn-info:focus,
+.btn-info.disabled.focus,
+.btn-info[disabled].focus,
+fieldset[disabled] .btn-info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.btn-warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning:focus,
+.btn-warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.btn-warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active:hover,
+.btn-warning.active:hover,
+.open > .dropdown-toggle.btn-warning:hover,
+.btn-warning:active:focus,
+.btn-warning.active:focus,
+.open > .dropdown-toggle.btn-warning:focus,
+.btn-warning:active.focus,
+.btn-warning.active.focus,
+.open > .dropdown-toggle.btn-warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  background-image: none;
+}
+.btn-warning.disabled:hover,
+.btn-warning[disabled]:hover,
+fieldset[disabled] .btn-warning:hover,
+.btn-warning.disabled:focus,
+.btn-warning[disabled]:focus,
+fieldset[disabled] .btn-warning:focus,
+.btn-warning.disabled.focus,
+.btn-warning[disabled].focus,
+fieldset[disabled] .btn-warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.btn-danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger:focus,
+.btn-danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.btn-danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active:hover,
+.btn-danger.active:hover,
+.open > .dropdown-toggle.btn-danger:hover,
+.btn-danger:active:focus,
+.btn-danger.active:focus,
+.open > .dropdown-toggle.btn-danger:focus,
+.btn-danger:active.focus,
+.btn-danger.active.focus,
+.open > .dropdown-toggle.btn-danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  background-image: none;
+}
+.btn-danger.disabled:hover,
+.btn-danger[disabled]:hover,
+fieldset[disabled] .btn-danger:hover,
+.btn-danger.disabled:focus,
+.btn-danger[disabled]:focus,
+fieldset[disabled] .btn-danger:focus,
+.btn-danger.disabled.focus,
+.btn-danger[disabled].focus,
+fieldset[disabled] .btn-danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+.btn-link {
+  color: #337ab7;
+  font-weight: normal;
+  border-radius: 0;
+}
+.btn-link,
+.btn-link:active,
+.btn-link.active,
+.btn-link[disabled],
+fieldset[disabled] .btn-link {
+  background-color: transparent;
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn-link,
+.btn-link:hover,
+.btn-link:focus,
+.btn-link:active {
+  border-color: transparent;
+}
+.btn-link:hover,
+.btn-link:focus {
+  color: #23527c;
+  text-decoration: underline;
+  background-color: transparent;
+}
+.btn-link[disabled]:hover,
+fieldset[disabled] .btn-link:hover,
+.btn-link[disabled]:focus,
+fieldset[disabled] .btn-link:focus {
+  color: #777777;
+  text-decoration: none;
+}
+.btn-lg,
+.btn-group-lg > .btn {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.btn-sm,
+.btn-group-sm > .btn {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-xs,
+.btn-group-xs > .btn {
+  padding: 1px 5px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-block {
+  display: block;
+  width: 100%;
+}
+.btn-block + .btn-block {
+  margin-top: 5px;
+}
+input[type="submit"].btn-block,
+input[type="reset"].btn-block,
+input[type="button"].btn-block {
+  width: 100%;
+}
+.fade {
+  opacity: 0;
+  -webkit-transition: opacity 0.15s linear;
+  -o-transition: opacity 0.15s linear;
+  transition: opacity 0.15s linear;
+}
+.fade.in {
+  opacity: 1;
+}
+.collapse {
+  display: none;
+}
+.collapse.in {
+  display: block;
+}
+tr.collapse.in {
+  display: table-row;
+}
+tbody.collapse.in {
+  display: table-row-group;
+}
+.collapsing {
+  position: relative;
+  height: 0;
+  overflow: hidden;
+  -webkit-transition-property: height, visibility;
+  transition-property: height, visibility;
+  -webkit-transition-duration: 0.35s;
+  transition-duration: 0.35s;
+  -webkit-transition-timing-function: ease;
+  transition-timing-function: ease;
+}
+.caret {
+  display: inline-block;
+  width: 0;
+  height: 0;
+  margin-left: 2px;
+  vertical-align: middle;
+  border-top: 4px dashed;
+  border-top: 4px solid \9;
+  border-right: 4px solid transparent;
+  border-left: 4px solid transparent;
+}
+.dropup,
+.dropdown {
+  position: relative;
+}
+.dropdown-toggle:focus {
+  outline: 0;
+}
+.dropdown-menu {
+  position: absolute;
+  top: 100%;
+  left: 0;
+  z-index: 1000;
+  display: none;
+  float: left;
+  min-width: 160px;
+  padding: 5px 0;
+  margin: 2px 0 0;
+  list-style: none;
+  font-size: 13px;
+  text-align: left;
+  background-color: #fff;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.15);
+  border-radius: 2px;
+  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  background-clip: padding-box;
+}
+.dropdown-menu.pull-right {
+  right: 0;
+  left: auto;
+}
+.dropdown-menu .divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.dropdown-menu > li > a {
+  display: block;
+  padding: 3px 20px;
+  clear: both;
+  font-weight: normal;
+  line-height: 1.42857143;
+  color: #333333;
+  white-space: nowrap;
+}
+.dropdown-menu > li > a:hover,
+.dropdown-menu > li > a:focus {
+  text-decoration: none;
+  color: #262626;
+  background-color: #f5f5f5;
+}
+.dropdown-menu > .active > a,
+.dropdown-menu > .active > a:hover,
+.dropdown-menu > .active > a:focus {
+  color: #fff;
+  text-decoration: none;
+  outline: 0;
+  background-color: #337ab7;
+}
+.dropdown-menu > .disabled > a,
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  color: #777777;
+}
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  text-decoration: none;
+  background-color: transparent;
+  background-image: none;
+  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
+  cursor: not-allowed;
+}
+.open > .dropdown-menu {
+  display: block;
+}
+.open > a {
+  outline: 0;
+}
+.dropdown-menu-right {
+  left: auto;
+  right: 0;
+}
+.dropdown-menu-left {
+  left: 0;
+  right: auto;
+}
+.dropdown-header {
+  display: block;
+  padding: 3px 20px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  color: #777777;
+  white-space: nowrap;
+}
+.dropdown-backdrop {
+  position: fixed;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  top: 0;
+  z-index: 990;
+}
+.pull-right > .dropdown-menu {
+  right: 0;
+  left: auto;
+}
+.dropup .caret,
+.navbar-fixed-bottom .dropdown .caret {
+  border-top: 0;
+  border-bottom: 4px dashed;
+  border-bottom: 4px solid \9;
+  content: "";
+}
+.dropup .dropdown-menu,
+.navbar-fixed-bottom .dropdown .dropdown-menu {
+  top: auto;
+  bottom: 100%;
+  margin-bottom: 2px;
+}
+@media (min-width: 541px) {
+  .navbar-right .dropdown-menu {
+    left: auto;
+    right: 0;
+  }
+  .navbar-right .dropdown-menu-left {
+    left: 0;
+    right: auto;
+  }
+}
+.btn-group,
+.btn-group-vertical {
+  position: relative;
+  display: inline-block;
+  vertical-align: middle;
+}
+.btn-group > .btn,
+.btn-group-vertical > .btn {
+  position: relative;
+  float: left;
+}
+.btn-group > .btn:hover,
+.btn-group-vertical > .btn:hover,
+.btn-group > .btn:focus,
+.btn-group-vertical > .btn:focus,
+.btn-group > .btn:active,
+.btn-group-vertical > .btn:active,
+.btn-group > .btn.active,
+.btn-group-vertical > .btn.active {
+  z-index: 2;
+}
+.btn-group .btn + .btn,
+.btn-group .btn + .btn-group,
+.btn-group .btn-group + .btn,
+.btn-group .btn-group + .btn-group {
+  margin-left: -1px;
+}
+.btn-toolbar {
+  margin-left: -5px;
+}
+.btn-toolbar .btn,
+.btn-toolbar .btn-group,
+.btn-toolbar .input-group {
+  float: left;
+}
+.btn-toolbar > .btn,
+.btn-toolbar > .btn-group,
+.btn-toolbar > .input-group {
+  margin-left: 5px;
+}
+.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
+  border-radius: 0;
+}
+.btn-group > .btn:first-child {
+  margin-left: 0;
+}
+.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn:last-child:not(:first-child),
+.btn-group > .dropdown-toggle:not(:first-child) {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group > .btn-group {
+  float: left;
+}
+.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group .dropdown-toggle:active,
+.btn-group.open .dropdown-toggle {
+  outline: 0;
+}
+.btn-group > .btn + .dropdown-toggle {
+  padding-left: 8px;
+  padding-right: 8px;
+}
+.btn-group > .btn-lg + .dropdown-toggle {
+  padding-left: 12px;
+  padding-right: 12px;
+}
+.btn-group.open .dropdown-toggle {
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn-group.open .dropdown-toggle.btn-link {
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn .caret {
+  margin-left: 0;
+}
+.btn-lg .caret {
+  border-width: 5px 5px 0;
+  border-bottom-width: 0;
+}
+.dropup .btn-lg .caret {
+  border-width: 0 5px 5px;
+}
+.btn-group-vertical > .btn,
+.btn-group-vertical > .btn-group,
+.btn-group-vertical > .btn-group > .btn {
+  display: block;
+  float: none;
+  width: 100%;
+  max-width: 100%;
+}
+.btn-group-vertical > .btn-group > .btn {
+  float: none;
+}
+.btn-group-vertical > .btn + .btn,
+.btn-group-vertical > .btn + .btn-group,
+.btn-group-vertical > .btn-group + .btn,
+.btn-group-vertical > .btn-group + .btn-group {
+  margin-top: -1px;
+  margin-left: 0;
+}
+.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn:first-child:not(:last-child) {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn:last-child:not(:first-child) {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group-justified {
+  display: table;
+  width: 100%;
+  table-layout: fixed;
+  border-collapse: separate;
+}
+.btn-group-justified > .btn,
+.btn-group-justified > .btn-group {
+  float: none;
+  display: table-cell;
+  width: 1%;
+}
+.btn-group-justified > .btn-group .btn {
+  width: 100%;
+}
+.btn-group-justified > .btn-group .dropdown-menu {
+  left: auto;
+}
+[data-toggle="buttons"] > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn input[type="checkbox"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
+  position: absolute;
+  clip: rect(0, 0, 0, 0);
+  pointer-events: none;
+}
+.input-group {
+  position: relative;
+  display: table;
+  border-collapse: separate;
+}
+.input-group[class*="col-"] {
+  float: none;
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-group .form-control {
+  position: relative;
+  z-index: 2;
+  float: left;
+  width: 100%;
+  margin-bottom: 0;
+}
+.input-group .form-control:focus {
+  z-index: 3;
+}
+.input-group-lg > .form-control,
+.input-group-lg > .input-group-addon,
+.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-group-lg > .form-control,
+select.input-group-lg > .input-group-addon,
+select.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-group-lg > .form-control,
+textarea.input-group-lg > .input-group-addon,
+textarea.input-group-lg > .input-group-btn > .btn,
+select[multiple].input-group-lg > .form-control,
+select[multiple].input-group-lg > .input-group-addon,
+select[multiple].input-group-lg > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-sm > .form-control,
+.input-group-sm > .input-group-addon,
+.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-group-sm > .form-control,
+select.input-group-sm > .input-group-addon,
+select.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-group-sm > .form-control,
+textarea.input-group-sm > .input-group-addon,
+textarea.input-group-sm > .input-group-btn > .btn,
+select[multiple].input-group-sm > .form-control,
+select[multiple].input-group-sm > .input-group-addon,
+select[multiple].input-group-sm > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-addon,
+.input-group-btn,
+.input-group .form-control {
+  display: table-cell;
+}
+.input-group-addon:not(:first-child):not(:last-child),
+.input-group-btn:not(:first-child):not(:last-child),
+.input-group .form-control:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.input-group-addon,
+.input-group-btn {
+  width: 1%;
+  white-space: nowrap;
+  vertical-align: middle;
+}
+.input-group-addon {
+  padding: 6px 12px;
+  font-size: 13px;
+  font-weight: normal;
+  line-height: 1;
+  color: #555555;
+  text-align: center;
+  background-color: #eeeeee;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+.input-group-addon.input-sm {
+  padding: 5px 10px;
+  font-size: 12px;
+  border-radius: 1px;
+}
+.input-group-addon.input-lg {
+  padding: 10px 16px;
+  font-size: 17px;
+  border-radius: 3px;
+}
+.input-group-addon input[type="radio"],
+.input-group-addon input[type="checkbox"] {
+  margin-top: 0;
+}
+.input-group .form-control:first-child,
+.input-group-addon:first-child,
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group > .btn,
+.input-group-btn:first-child > .dropdown-toggle,
+.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
+.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.input-group-addon:first-child {
+  border-right: 0;
+}
+.input-group .form-control:last-child,
+.input-group-addon:last-child,
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group > .btn,
+.input-group-btn:last-child > .dropdown-toggle,
+.input-group-btn:first-child > .btn:not(:first-child),
+.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.input-group-addon:last-child {
+  border-left: 0;
+}
+.input-group-btn {
+  position: relative;
+  font-size: 0;
+  white-space: nowrap;
+}
+.input-group-btn > .btn {
+  position: relative;
+}
+.input-group-btn > .btn + .btn {
+  margin-left: -1px;
+}
+.input-group-btn > .btn:hover,
+.input-group-btn > .btn:focus,
+.input-group-btn > .btn:active {
+  z-index: 2;
+}
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group {
+  margin-right: -1px;
+}
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group {
+  z-index: 2;
+  margin-left: -1px;
+}
+.nav {
+  margin-bottom: 0;
+  padding-left: 0;
+  list-style: none;
+}
+.nav > li {
+  position: relative;
+  display: block;
+}
+.nav > li > a {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+}
+.nav > li > a:hover,
+.nav > li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.nav > li.disabled > a {
+  color: #777777;
+}
+.nav > li.disabled > a:hover,
+.nav > li.disabled > a:focus {
+  color: #777777;
+  text-decoration: none;
+  background-color: transparent;
+  cursor: not-allowed;
+}
+.nav .open > a,
+.nav .open > a:hover,
+.nav .open > a:focus {
+  background-color: #eeeeee;
+  border-color: #337ab7;
+}
+.nav .nav-divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.nav > li > a > img {
+  max-width: none;
+}
+.nav-tabs {
+  border-bottom: 1px solid #ddd;
+}
+.nav-tabs > li {
+  float: left;
+  margin-bottom: -1px;
+}
+.nav-tabs > li > a {
+  margin-right: 2px;
+  line-height: 1.42857143;
+  border: 1px solid transparent;
+  border-radius: 2px 2px 0 0;
+}
+.nav-tabs > li > a:hover {
+  border-color: #eeeeee #eeeeee #ddd;
+}
+.nav-tabs > li.active > a,
+.nav-tabs > li.active > a:hover,
+.nav-tabs > li.active > a:focus {
+  color: #555555;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-bottom-color: transparent;
+  cursor: default;
+}
+.nav-tabs.nav-justified {
+  width: 100%;
+  border-bottom: 0;
+}
+.nav-tabs.nav-justified > li {
+  float: none;
+}
+.nav-tabs.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-tabs.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-tabs.nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs.nav-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs.nav-justified > .active > a,
+.nav-tabs.nav-justified > .active > a:hover,
+.nav-tabs.nav-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs.nav-justified > .active > a,
+  .nav-tabs.nav-justified > .active > a:hover,
+  .nav-tabs.nav-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.nav-pills > li {
+  float: left;
+}
+.nav-pills > li > a {
+  border-radius: 2px;
+}
+.nav-pills > li + li {
+  margin-left: 2px;
+}
+.nav-pills > li.active > a,
+.nav-pills > li.active > a:hover,
+.nav-pills > li.active > a:focus {
+  color: #fff;
+  background-color: #337ab7;
+}
+.nav-stacked > li {
+  float: none;
+}
+.nav-stacked > li + li {
+  margin-top: 2px;
+  margin-left: 0;
+}
+.nav-justified {
+  width: 100%;
+}
+.nav-justified > li {
+  float: none;
+}
+.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs-justified {
+  border-bottom: 0;
+}
+.nav-tabs-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs-justified > .active > a,
+.nav-tabs-justified > .active > a:hover,
+.nav-tabs-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs-justified > .active > a,
+  .nav-tabs-justified > .active > a:hover,
+  .nav-tabs-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.tab-content > .tab-pane {
+  display: none;
+}
+.tab-content > .active {
+  display: block;
+}
+.nav-tabs .dropdown-menu {
+  margin-top: -1px;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar {
+  position: relative;
+  min-height: 30px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+}
+@media (min-width: 541px) {
+  .navbar {
+    border-radius: 2px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-header {
+    float: left;
+  }
+}
+.navbar-collapse {
+  overflow-x: visible;
+  padding-right: 0px;
+  padding-left: 0px;
+  border-top: 1px solid transparent;
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
+  -webkit-overflow-scrolling: touch;
+}
+.navbar-collapse.in {
+  overflow-y: auto;
+}
+@media (min-width: 541px) {
+  .navbar-collapse {
+    width: auto;
+    border-top: 0;
+    box-shadow: none;
+  }
+  .navbar-collapse.collapse {
+    display: block !important;
+    height: auto !important;
+    padding-bottom: 0;
+    overflow: visible !important;
+  }
+  .navbar-collapse.in {
+    overflow-y: visible;
+  }
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-static-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    padding-left: 0;
+    padding-right: 0;
+  }
+}
+.navbar-fixed-top .navbar-collapse,
+.navbar-fixed-bottom .navbar-collapse {
+  max-height: 340px;
+}
+@media (max-device-width: 540px) and (orientation: landscape) {
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    max-height: 200px;
+  }
+}
+.container > .navbar-header,
+.container-fluid > .navbar-header,
+.container > .navbar-collapse,
+.container-fluid > .navbar-collapse {
+  margin-right: 0px;
+  margin-left: 0px;
+}
+@media (min-width: 541px) {
+  .container > .navbar-header,
+  .container-fluid > .navbar-header,
+  .container > .navbar-collapse,
+  .container-fluid > .navbar-collapse {
+    margin-right: 0;
+    margin-left: 0;
+  }
+}
+.navbar-static-top {
+  z-index: 1000;
+  border-width: 0 0 1px;
+}
+@media (min-width: 541px) {
+  .navbar-static-top {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top,
+.navbar-fixed-bottom {
+  position: fixed;
+  right: 0;
+  left: 0;
+  z-index: 1030;
+}
+@media (min-width: 541px) {
+  .navbar-fixed-top,
+  .navbar-fixed-bottom {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top {
+  top: 0;
+  border-width: 0 0 1px;
+}
+.navbar-fixed-bottom {
+  bottom: 0;
+  margin-bottom: 0;
+  border-width: 1px 0 0;
+}
+.navbar-brand {
+  float: left;
+  padding: 6px 0px;
+  font-size: 17px;
+  line-height: 18px;
+  height: 30px;
+}
+.navbar-brand:hover,
+.navbar-brand:focus {
+  text-decoration: none;
+}
+.navbar-brand > img {
+  display: block;
+}
+@media (min-width: 541px) {
+  .navbar > .container .navbar-brand,
+  .navbar > .container-fluid .navbar-brand {
+    margin-left: 0px;
+  }
+}
+.navbar-toggle {
+  position: relative;
+  float: right;
+  margin-right: 0px;
+  padding: 9px 10px;
+  margin-top: -2px;
+  margin-bottom: -2px;
+  background-color: transparent;
+  background-image: none;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.navbar-toggle:focus {
+  outline: 0;
+}
+.navbar-toggle .icon-bar {
+  display: block;
+  width: 22px;
+  height: 2px;
+  border-radius: 1px;
+}
+.navbar-toggle .icon-bar + .icon-bar {
+  margin-top: 4px;
+}
+@media (min-width: 541px) {
+  .navbar-toggle {
+    display: none;
+  }
+}
+.navbar-nav {
+  margin: 3px 0px;
+}
+.navbar-nav > li > a {
+  padding-top: 10px;
+  padding-bottom: 10px;
+  line-height: 18px;
+}
+@media (max-width: 540px) {
+  .navbar-nav .open .dropdown-menu {
+    position: static;
+    float: none;
+    width: auto;
+    margin-top: 0;
+    background-color: transparent;
+    border: 0;
+    box-shadow: none;
+  }
+  .navbar-nav .open .dropdown-menu > li > a,
+  .navbar-nav .open .dropdown-menu .dropdown-header {
+    padding: 5px 15px 5px 25px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a {
+    line-height: 18px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-nav .open .dropdown-menu > li > a:focus {
+    background-image: none;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-nav {
+    float: left;
+    margin: 0;
+  }
+  .navbar-nav > li {
+    float: left;
+  }
+  .navbar-nav > li > a {
+    padding-top: 6px;
+    padding-bottom: 6px;
+  }
+}
+.navbar-form {
+  margin-left: 0px;
+  margin-right: 0px;
+  padding: 10px 0px;
+  border-top: 1px solid transparent;
+  border-bottom: 1px solid transparent;
+  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+@media (min-width: 768px) {
+  .navbar-form .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control-static {
+    display: inline-block;
+  }
+  .navbar-form .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .navbar-form .input-group .input-group-addon,
+  .navbar-form .input-group .input-group-btn,
+  .navbar-form .input-group .form-control {
+    width: auto;
+  }
+  .navbar-form .input-group > .form-control {
+    width: 100%;
+  }
+  .navbar-form .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio,
+  .navbar-form .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio label,
+  .navbar-form .checkbox label {
+    padding-left: 0;
+  }
+  .navbar-form .radio input[type="radio"],
+  .navbar-form .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .navbar-form .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+@media (max-width: 540px) {
+  .navbar-form .form-group {
+    margin-bottom: 5px;
+  }
+  .navbar-form .form-group:last-child {
+    margin-bottom: 0;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-form {
+    width: auto;
+    border: 0;
+    margin-left: 0;
+    margin-right: 0;
+    padding-top: 0;
+    padding-bottom: 0;
+    -webkit-box-shadow: none;
+    box-shadow: none;
+  }
+}
+.navbar-nav > li > .dropdown-menu {
+  margin-top: 0;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
+  margin-bottom: 0;
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.navbar-btn {
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+.navbar-btn.btn-sm {
+  margin-top: 0px;
+  margin-bottom: 0px;
+}
+.navbar-btn.btn-xs {
+  margin-top: 4px;
+  margin-bottom: 4px;
+}
+.navbar-text {
+  margin-top: 6px;
+  margin-bottom: 6px;
+}
+@media (min-width: 541px) {
+  .navbar-text {
+    float: left;
+    margin-left: 0px;
+    margin-right: 0px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-left {
+    float: left !important;
+    float: left;
+  }
+  .navbar-right {
+    float: right !important;
+    float: right;
+    margin-right: 0px;
+  }
+  .navbar-right ~ .navbar-right {
+    margin-right: 0;
+  }
+}
+.navbar-default {
+  background-color: #f8f8f8;
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-brand {
+  color: #777;
+}
+.navbar-default .navbar-brand:hover,
+.navbar-default .navbar-brand:focus {
+  color: #5e5e5e;
+  background-color: transparent;
+}
+.navbar-default .navbar-text {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a:hover,
+.navbar-default .navbar-nav > li > a:focus {
+  color: #333;
+  background-color: transparent;
+}
+.navbar-default .navbar-nav > .active > a,
+.navbar-default .navbar-nav > .active > a:hover,
+.navbar-default .navbar-nav > .active > a:focus {
+  color: #555;
+  background-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .disabled > a,
+.navbar-default .navbar-nav > .disabled > a:hover,
+.navbar-default .navbar-nav > .disabled > a:focus {
+  color: #ccc;
+  background-color: transparent;
+}
+.navbar-default .navbar-toggle {
+  border-color: #ddd;
+}
+.navbar-default .navbar-toggle:hover,
+.navbar-default .navbar-toggle:focus {
+  background-color: #ddd;
+}
+.navbar-default .navbar-toggle .icon-bar {
+  background-color: #888;
+}
+.navbar-default .navbar-collapse,
+.navbar-default .navbar-form {
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .open > a,
+.navbar-default .navbar-nav > .open > a:hover,
+.navbar-default .navbar-nav > .open > a:focus {
+  background-color: #e7e7e7;
+  color: #555;
+}
+@media (max-width: 540px) {
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
+    color: #777;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #333;
+    background-color: transparent;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #555;
+    background-color: #e7e7e7;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #ccc;
+    background-color: transparent;
+  }
+}
+.navbar-default .navbar-link {
+  color: #777;
+}
+.navbar-default .navbar-link:hover {
+  color: #333;
+}
+.navbar-default .btn-link {
+  color: #777;
+}
+.navbar-default .btn-link:hover,
+.navbar-default .btn-link:focus {
+  color: #333;
+}
+.navbar-default .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-default .btn-link:hover,
+.navbar-default .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-default .btn-link:focus {
+  color: #ccc;
+}
+.navbar-inverse {
+  background-color: #222;
+  border-color: #080808;
+}
+.navbar-inverse .navbar-brand {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-brand:hover,
+.navbar-inverse .navbar-brand:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-text {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a:hover,
+.navbar-inverse .navbar-nav > li > a:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-nav > .active > a,
+.navbar-inverse .navbar-nav > .active > a:hover,
+.navbar-inverse .navbar-nav > .active > a:focus {
+  color: #fff;
+  background-color: #080808;
+}
+.navbar-inverse .navbar-nav > .disabled > a,
+.navbar-inverse .navbar-nav > .disabled > a:hover,
+.navbar-inverse .navbar-nav > .disabled > a:focus {
+  color: #444;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-toggle {
+  border-color: #333;
+}
+.navbar-inverse .navbar-toggle:hover,
+.navbar-inverse .navbar-toggle:focus {
+  background-color: #333;
+}
+.navbar-inverse .navbar-toggle .icon-bar {
+  background-color: #fff;
+}
+.navbar-inverse .navbar-collapse,
+.navbar-inverse .navbar-form {
+  border-color: #101010;
+}
+.navbar-inverse .navbar-nav > .open > a,
+.navbar-inverse .navbar-nav > .open > a:hover,
+.navbar-inverse .navbar-nav > .open > a:focus {
+  background-color: #080808;
+  color: #fff;
+}
+@media (max-width: 540px) {
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
+    border-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
+    color: #9d9d9d;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #fff;
+    background-color: transparent;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #fff;
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #444;
+    background-color: transparent;
+  }
+}
+.navbar-inverse .navbar-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-link:hover {
+  color: #fff;
+}
+.navbar-inverse .btn-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link:focus {
+  color: #fff;
+}
+.navbar-inverse .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-inverse .btn-link:focus {
+  color: #444;
+}
+.breadcrumb {
+  padding: 8px 15px;
+  margin-bottom: 18px;
+  list-style: none;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+}
+.breadcrumb > li {
+  display: inline-block;
+}
+.breadcrumb > li + li:before {
+  content: "/\00a0";
+  padding: 0 5px;
+  color: #5e5e5e;
+}
+.breadcrumb > .active {
+  color: #777777;
+}
+.pagination {
+  display: inline-block;
+  padding-left: 0;
+  margin: 18px 0;
+  border-radius: 2px;
+}
+.pagination > li {
+  display: inline;
+}
+.pagination > li > a,
+.pagination > li > span {
+  position: relative;
+  float: left;
+  padding: 6px 12px;
+  line-height: 1.42857143;
+  text-decoration: none;
+  color: #337ab7;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  margin-left: -1px;
+}
+.pagination > li:first-child > a,
+.pagination > li:first-child > span {
+  margin-left: 0;
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.pagination > li:last-child > a,
+.pagination > li:last-child > span {
+  border-bottom-right-radius: 2px;
+  border-top-right-radius: 2px;
+}
+.pagination > li > a:hover,
+.pagination > li > span:hover,
+.pagination > li > a:focus,
+.pagination > li > span:focus {
+  z-index: 2;
+  color: #23527c;
+  background-color: #eeeeee;
+  border-color: #ddd;
+}
+.pagination > .active > a,
+.pagination > .active > span,
+.pagination > .active > a:hover,
+.pagination > .active > span:hover,
+.pagination > .active > a:focus,
+.pagination > .active > span:focus {
+  z-index: 3;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+  cursor: default;
+}
+.pagination > .disabled > span,
+.pagination > .disabled > span:hover,
+.pagination > .disabled > span:focus,
+.pagination > .disabled > a,
+.pagination > .disabled > a:hover,
+.pagination > .disabled > a:focus {
+  color: #777777;
+  background-color: #fff;
+  border-color: #ddd;
+  cursor: not-allowed;
+}
+.pagination-lg > li > a,
+.pagination-lg > li > span {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.pagination-lg > li:first-child > a,
+.pagination-lg > li:first-child > span {
+  border-bottom-left-radius: 3px;
+  border-top-left-radius: 3px;
+}
+.pagination-lg > li:last-child > a,
+.pagination-lg > li:last-child > span {
+  border-bottom-right-radius: 3px;
+  border-top-right-radius: 3px;
+}
+.pagination-sm > li > a,
+.pagination-sm > li > span {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.pagination-sm > li:first-child > a,
+.pagination-sm > li:first-child > span {
+  border-bottom-left-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.pagination-sm > li:last-child > a,
+.pagination-sm > li:last-child > span {
+  border-bottom-right-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.pager {
+  padding-left: 0;
+  margin: 18px 0;
+  list-style: none;
+  text-align: center;
+}
+.pager li {
+  display: inline;
+}
+.pager li > a,
+.pager li > span {
+  display: inline-block;
+  padding: 5px 14px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 15px;
+}
+.pager li > a:hover,
+.pager li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.pager .next > a,
+.pager .next > span {
+  float: right;
+}
+.pager .previous > a,
+.pager .previous > span {
+  float: left;
+}
+.pager .disabled > a,
+.pager .disabled > a:hover,
+.pager .disabled > a:focus,
+.pager .disabled > span {
+  color: #777777;
+  background-color: #fff;
+  cursor: not-allowed;
+}
+.label {
+  display: inline;
+  padding: .2em .6em .3em;
+  font-size: 75%;
+  font-weight: bold;
+  line-height: 1;
+  color: #fff;
+  text-align: center;
+  white-space: nowrap;
+  vertical-align: baseline;
+  border-radius: .25em;
+}
+a.label:hover,
+a.label:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.label:empty {
+  display: none;
+}
+.btn .label {
+  position: relative;
+  top: -1px;
+}
+.label-default {
+  background-color: #777777;
+}
+.label-default[href]:hover,
+.label-default[href]:focus {
+  background-color: #5e5e5e;
+}
+.label-primary {
+  background-color: #337ab7;
+}
+.label-primary[href]:hover,
+.label-primary[href]:focus {
+  background-color: #286090;
+}
+.label-success {
+  background-color: #5cb85c;
+}
+.label-success[href]:hover,
+.label-success[href]:focus {
+  background-color: #449d44;
+}
+.label-info {
+  background-color: #5bc0de;
+}
+.label-info[href]:hover,
+.label-info[href]:focus {
+  background-color: #31b0d5;
+}
+.label-warning {
+  background-color: #f0ad4e;
+}
+.label-warning[href]:hover,
+.label-warning[href]:focus {
+  background-color: #ec971f;
+}
+.label-danger {
+  background-color: #d9534f;
+}
+.label-danger[href]:hover,
+.label-danger[href]:focus {
+  background-color: #c9302c;
+}
+.badge {
+  display: inline-block;
+  min-width: 10px;
+  padding: 3px 7px;
+  font-size: 12px;
+  font-weight: bold;
+  color: #fff;
+  line-height: 1;
+  vertical-align: middle;
+  white-space: nowrap;
+  text-align: center;
+  background-color: #777777;
+  border-radius: 10px;
+}
+.badge:empty {
+  display: none;
+}
+.btn .badge {
+  position: relative;
+  top: -1px;
+}
+.btn-xs .badge,
+.btn-group-xs > .btn .badge {
+  top: 0;
+  padding: 1px 5px;
+}
+a.badge:hover,
+a.badge:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.list-group-item.active > .badge,
+.nav-pills > .active > a > .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.list-group-item > .badge {
+  float: right;
+}
+.list-group-item > .badge + .badge {
+  margin-right: 5px;
+}
+.nav-pills > li > a > .badge {
+  margin-left: 3px;
+}
+.jumbotron {
+  padding-top: 30px;
+  padding-bottom: 30px;
+  margin-bottom: 30px;
+  color: inherit;
+  background-color: #eeeeee;
+}
+.jumbotron h1,
+.jumbotron .h1 {
+  color: inherit;
+}
+.jumbotron p {
+  margin-bottom: 15px;
+  font-size: 20px;
+  font-weight: 200;
+}
+.jumbotron > hr {
+  border-top-color: #d5d5d5;
+}
+.container .jumbotron,
+.container-fluid .jumbotron {
+  border-radius: 3px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.jumbotron .container {
+  max-width: 100%;
+}
+@media screen and (min-width: 768px) {
+  .jumbotron {
+    padding-top: 48px;
+    padding-bottom: 48px;
+  }
+  .container .jumbotron,
+  .container-fluid .jumbotron {
+    padding-left: 60px;
+    padding-right: 60px;
+  }
+  .jumbotron h1,
+  .jumbotron .h1 {
+    font-size: 59px;
+  }
+}
+.thumbnail {
+  display: block;
+  padding: 4px;
+  margin-bottom: 18px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: border 0.2s ease-in-out;
+  -o-transition: border 0.2s ease-in-out;
+  transition: border 0.2s ease-in-out;
+}
+.thumbnail > img,
+.thumbnail a > img {
+  margin-left: auto;
+  margin-right: auto;
+}
+a.thumbnail:hover,
+a.thumbnail:focus,
+a.thumbnail.active {
+  border-color: #337ab7;
+}
+.thumbnail .caption {
+  padding: 9px;
+  color: #000;
+}
+.alert {
+  padding: 15px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.alert h4 {
+  margin-top: 0;
+  color: inherit;
+}
+.alert .alert-link {
+  font-weight: bold;
+}
+.alert > p,
+.alert > ul {
+  margin-bottom: 0;
+}
+.alert > p + p {
+  margin-top: 5px;
+}
+.alert-dismissable,
+.alert-dismissible {
+  padding-right: 35px;
+}
+.alert-dismissable .close,
+.alert-dismissible .close {
+  position: relative;
+  top: -2px;
+  right: -21px;
+  color: inherit;
+}
+.alert-success {
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+  color: #3c763d;
+}
+.alert-success hr {
+  border-top-color: #c9e2b3;
+}
+.alert-success .alert-link {
+  color: #2b542c;
+}
+.alert-info {
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+  color: #31708f;
+}
+.alert-info hr {
+  border-top-color: #a6e1ec;
+}
+.alert-info .alert-link {
+  color: #245269;
+}
+.alert-warning {
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+  color: #8a6d3b;
+}
+.alert-warning hr {
+  border-top-color: #f7e1b5;
+}
+.alert-warning .alert-link {
+  color: #66512c;
+}
+.alert-danger {
+  background-color: #f2dede;
+  border-color: #ebccd1;
+  color: #a94442;
+}
+.alert-danger hr {
+  border-top-color: #e4b9c0;
+}
+.alert-danger .alert-link {
+  color: #843534;
+}
+@-webkit-keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+@keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+.progress {
+  overflow: hidden;
+  height: 18px;
+  margin-bottom: 18px;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+}
+.progress-bar {
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 18px;
+  color: #fff;
+  text-align: center;
+  background-color: #337ab7;
+  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  -webkit-transition: width 0.6s ease;
+  -o-transition: width 0.6s ease;
+  transition: width 0.6s ease;
+}
+.progress-striped .progress-bar,
+.progress-bar-striped {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-size: 40px 40px;
+}
+.progress.active .progress-bar,
+.progress-bar.active {
+  -webkit-animation: progress-bar-stripes 2s linear infinite;
+  -o-animation: progress-bar-stripes 2s linear infinite;
+  animation: progress-bar-stripes 2s linear infinite;
+}
+.progress-bar-success {
+  background-color: #5cb85c;
+}
+.progress-striped .progress-bar-success {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-info {
+  background-color: #5bc0de;
+}
+.progress-striped .progress-bar-info {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-warning {
+  background-color: #f0ad4e;
+}
+.progress-striped .progress-bar-warning {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-danger {
+  background-color: #d9534f;
+}
+.progress-striped .progress-bar-danger {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.media {
+  margin-top: 15px;
+}
+.media:first-child {
+  margin-top: 0;
+}
+.media,
+.media-body {
+  zoom: 1;
+  overflow: hidden;
+}
+.media-body {
+  width: 10000px;
+}
+.media-object {
+  display: block;
+}
+.media-object.img-thumbnail {
+  max-width: none;
+}
+.media-right,
+.media > .pull-right {
+  padding-left: 10px;
+}
+.media-left,
+.media > .pull-left {
+  padding-right: 10px;
+}
+.media-left,
+.media-right,
+.media-body {
+  display: table-cell;
+  vertical-align: top;
+}
+.media-middle {
+  vertical-align: middle;
+}
+.media-bottom {
+  vertical-align: bottom;
+}
+.media-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.media-list {
+  padding-left: 0;
+  list-style: none;
+}
+.list-group {
+  margin-bottom: 20px;
+  padding-left: 0;
+}
+.list-group-item {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+  margin-bottom: -1px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+}
+.list-group-item:first-child {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.list-group-item:last-child {
+  margin-bottom: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+a.list-group-item,
+button.list-group-item {
+  color: #555;
+}
+a.list-group-item .list-group-item-heading,
+button.list-group-item .list-group-item-heading {
+  color: #333;
+}
+a.list-group-item:hover,
+button.list-group-item:hover,
+a.list-group-item:focus,
+button.list-group-item:focus {
+  text-decoration: none;
+  color: #555;
+  background-color: #f5f5f5;
+}
+button.list-group-item {
+  width: 100%;
+  text-align: left;
+}
+.list-group-item.disabled,
+.list-group-item.disabled:hover,
+.list-group-item.disabled:focus {
+  background-color: #eeeeee;
+  color: #777777;
+  cursor: not-allowed;
+}
+.list-group-item.disabled .list-group-item-heading,
+.list-group-item.disabled:hover .list-group-item-heading,
+.list-group-item.disabled:focus .list-group-item-heading {
+  color: inherit;
+}
+.list-group-item.disabled .list-group-item-text,
+.list-group-item.disabled:hover .list-group-item-text,
+.list-group-item.disabled:focus .list-group-item-text {
+  color: #777777;
+}
+.list-group-item.active,
+.list-group-item.active:hover,
+.list-group-item.active:focus {
+  z-index: 2;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.list-group-item.active .list-group-item-heading,
+.list-group-item.active:hover .list-group-item-heading,
+.list-group-item.active:focus .list-group-item-heading,
+.list-group-item.active .list-group-item-heading > small,
+.list-group-item.active:hover .list-group-item-heading > small,
+.list-group-item.active:focus .list-group-item-heading > small,
+.list-group-item.active .list-group-item-heading > .small,
+.list-group-item.active:hover .list-group-item-heading > .small,
+.list-group-item.active:focus .list-group-item-heading > .small {
+  color: inherit;
+}
+.list-group-item.active .list-group-item-text,
+.list-group-item.active:hover .list-group-item-text,
+.list-group-item.active:focus .list-group-item-text {
+  color: #c7ddef;
+}
+.list-group-item-success {
+  color: #3c763d;
+  background-color: #dff0d8;
+}
+a.list-group-item-success,
+button.list-group-item-success {
+  color: #3c763d;
+}
+a.list-group-item-success .list-group-item-heading,
+button.list-group-item-success .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-success:hover,
+button.list-group-item-success:hover,
+a.list-group-item-success:focus,
+button.list-group-item-success:focus {
+  color: #3c763d;
+  background-color: #d0e9c6;
+}
+a.list-group-item-success.active,
+button.list-group-item-success.active,
+a.list-group-item-success.active:hover,
+button.list-group-item-success.active:hover,
+a.list-group-item-success.active:focus,
+button.list-group-item-success.active:focus {
+  color: #fff;
+  background-color: #3c763d;
+  border-color: #3c763d;
+}
+.list-group-item-info {
+  color: #31708f;
+  background-color: #d9edf7;
+}
+a.list-group-item-info,
+button.list-group-item-info {
+  color: #31708f;
+}
+a.list-group-item-info .list-group-item-heading,
+button.list-group-item-info .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-info:hover,
+button.list-group-item-info:hover,
+a.list-group-item-info:focus,
+button.list-group-item-info:focus {
+  color: #31708f;
+  background-color: #c4e3f3;
+}
+a.list-group-item-info.active,
+button.list-group-item-info.active,
+a.list-group-item-info.active:hover,
+button.list-group-item-info.active:hover,
+a.list-group-item-info.active:focus,
+button.list-group-item-info.active:focus {
+  color: #fff;
+  background-color: #31708f;
+  border-color: #31708f;
+}
+.list-group-item-warning {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+a.list-group-item-warning,
+button.list-group-item-warning {
+  color: #8a6d3b;
+}
+a.list-group-item-warning .list-group-item-heading,
+button.list-group-item-warning .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-warning:hover,
+button.list-group-item-warning:hover,
+a.list-group-item-warning:focus,
+button.list-group-item-warning:focus {
+  color: #8a6d3b;
+  background-color: #faf2cc;
+}
+a.list-group-item-warning.active,
+button.list-group-item-warning.active,
+a.list-group-item-warning.active:hover,
+button.list-group-item-warning.active:hover,
+a.list-group-item-warning.active:focus,
+button.list-group-item-warning.active:focus {
+  color: #fff;
+  background-color: #8a6d3b;
+  border-color: #8a6d3b;
+}
+.list-group-item-danger {
+  color: #a94442;
+  background-color: #f2dede;
+}
+a.list-group-item-danger,
+button.list-group-item-danger {
+  color: #a94442;
+}
+a.list-group-item-danger .list-group-item-heading,
+button.list-group-item-danger .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-danger:hover,
+button.list-group-item-danger:hover,
+a.list-group-item-danger:focus,
+button.list-group-item-danger:focus {
+  color: #a94442;
+  background-color: #ebcccc;
+}
+a.list-group-item-danger.active,
+button.list-group-item-danger.active,
+a.list-group-item-danger.active:hover,
+button.list-group-item-danger.active:hover,
+a.list-group-item-danger.active:focus,
+button.list-group-item-danger.active:focus {
+  color: #fff;
+  background-color: #a94442;
+  border-color: #a94442;
+}
+.list-group-item-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.list-group-item-text {
+  margin-bottom: 0;
+  line-height: 1.3;
+}
+.panel {
+  margin-bottom: 18px;
+  background-color: #fff;
+  border: 1px solid transparent;
+  border-radius: 2px;
+  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.panel-body {
+  padding: 15px;
+}
+.panel-heading {
+  padding: 10px 15px;
+  border-bottom: 1px solid transparent;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel-heading > .dropdown .dropdown-toggle {
+  color: inherit;
+}
+.panel-title {
+  margin-top: 0;
+  margin-bottom: 0;
+  font-size: 15px;
+  color: inherit;
+}
+.panel-title > a,
+.panel-title > small,
+.panel-title > .small,
+.panel-title > small > a,
+.panel-title > .small > a {
+  color: inherit;
+}
+.panel-footer {
+  padding: 10px 15px;
+  background-color: #f5f5f5;
+  border-top: 1px solid #ddd;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .list-group,
+.panel > .panel-collapse > .list-group {
+  margin-bottom: 0;
+}
+.panel > .list-group .list-group-item,
+.panel > .panel-collapse > .list-group .list-group-item {
+  border-width: 1px 0;
+  border-radius: 0;
+}
+.panel > .list-group:first-child .list-group-item:first-child,
+.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
+  border-top: 0;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .list-group:last-child .list-group-item:last-child,
+.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
+  border-bottom: 0;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.panel-heading + .list-group .list-group-item:first-child {
+  border-top-width: 0;
+}
+.list-group + .panel-footer {
+  border-top-width: 0;
+}
+.panel > .table,
+.panel > .table-responsive > .table,
+.panel > .panel-collapse > .table {
+  margin-bottom: 0;
+}
+.panel > .table caption,
+.panel > .table-responsive > .table caption,
+.panel > .panel-collapse > .table caption {
+  padding-left: 15px;
+  padding-right: 15px;
+}
+.panel > .table:first-child,
+.panel > .table-responsive:first-child > .table:first-child {
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
+  border-top-left-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
+  border-top-right-radius: 1px;
+}
+.panel > .table:last-child,
+.panel > .table-responsive:last-child > .table:last-child {
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
+  border-bottom-left-radius: 1px;
+  border-bottom-right-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
+  border-bottom-right-radius: 1px;
+}
+.panel > .panel-body + .table,
+.panel > .panel-body + .table-responsive,
+.panel > .table + .panel-body,
+.panel > .table-responsive + .panel-body {
+  border-top: 1px solid #ddd;
+}
+.panel > .table > tbody:first-child > tr:first-child th,
+.panel > .table > tbody:first-child > tr:first-child td {
+  border-top: 0;
+}
+.panel > .table-bordered,
+.panel > .table-responsive > .table-bordered {
+  border: 0;
+}
+.panel > .table-bordered > thead > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
+.panel > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-bordered > thead > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
+.panel > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-bordered > tfoot > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+  border-left: 0;
+}
+.panel > .table-bordered > thead > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
+.panel > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-bordered > thead > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
+.panel > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-bordered > tfoot > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+  border-right: 0;
+}
+.panel > .table-bordered > thead > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
+.panel > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-bordered > thead > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
+.panel > .table-bordered > tbody > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
+  border-bottom: 0;
+}
+.panel > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-bordered > tfoot > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
+  border-bottom: 0;
+}
+.panel > .table-responsive {
+  border: 0;
+  margin-bottom: 0;
+}
+.panel-group {
+  margin-bottom: 18px;
+}
+.panel-group .panel {
+  margin-bottom: 0;
+  border-radius: 2px;
+}
+.panel-group .panel + .panel {
+  margin-top: 5px;
+}
+.panel-group .panel-heading {
+  border-bottom: 0;
+}
+.panel-group .panel-heading + .panel-collapse > .panel-body,
+.panel-group .panel-heading + .panel-collapse > .list-group {
+  border-top: 1px solid #ddd;
+}
+.panel-group .panel-footer {
+  border-top: 0;
+}
+.panel-group .panel-footer + .panel-collapse .panel-body {
+  border-bottom: 1px solid #ddd;
+}
+.panel-default {
+  border-color: #ddd;
+}
+.panel-default > .panel-heading {
+  color: #333333;
+  background-color: #f5f5f5;
+  border-color: #ddd;
+}
+.panel-default > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ddd;
+}
+.panel-default > .panel-heading .badge {
+  color: #f5f5f5;
+  background-color: #333333;
+}
+.panel-default > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ddd;
+}
+.panel-primary {
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #337ab7;
+}
+.panel-primary > .panel-heading .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.panel-primary > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #337ab7;
+}
+.panel-success {
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading {
+  color: #3c763d;
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #d6e9c6;
+}
+.panel-success > .panel-heading .badge {
+  color: #dff0d8;
+  background-color: #3c763d;
+}
+.panel-success > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #d6e9c6;
+}
+.panel-info {
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading {
+  color: #31708f;
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #bce8f1;
+}
+.panel-info > .panel-heading .badge {
+  color: #d9edf7;
+  background-color: #31708f;
+}
+.panel-info > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #bce8f1;
+}
+.panel-warning {
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #faebcc;
+}
+.panel-warning > .panel-heading .badge {
+  color: #fcf8e3;
+  background-color: #8a6d3b;
+}
+.panel-warning > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #faebcc;
+}
+.panel-danger {
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading {
+  color: #a94442;
+  background-color: #f2dede;
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ebccd1;
+}
+.panel-danger > .panel-heading .badge {
+  color: #f2dede;
+  background-color: #a94442;
+}
+.panel-danger > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ebccd1;
+}
+.embed-responsive {
+  position: relative;
+  display: block;
+  height: 0;
+  padding: 0;
+  overflow: hidden;
+}
+.embed-responsive .embed-responsive-item,
+.embed-responsive iframe,
+.embed-responsive embed,
+.embed-responsive object,
+.embed-responsive video {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  height: 100%;
+  width: 100%;
+  border: 0;
+}
+.embed-responsive-16by9 {
+  padding-bottom: 56.25%;
+}
+.embed-responsive-4by3 {
+  padding-bottom: 75%;
+}
+.well {
+  min-height: 20px;
+  padding: 19px;
+  margin-bottom: 20px;
+  background-color: #f5f5f5;
+  border: 1px solid #e3e3e3;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.well blockquote {
+  border-color: #ddd;
+  border-color: rgba(0, 0, 0, 0.15);
+}
+.well-lg {
+  padding: 24px;
+  border-radius: 3px;
+}
+.well-sm {
+  padding: 9px;
+  border-radius: 1px;
+}
+.close {
+  float: right;
+  font-size: 19.5px;
+  font-weight: bold;
+  line-height: 1;
+  color: #000;
+  text-shadow: 0 1px 0 #fff;
+  opacity: 0.2;
+  filter: alpha(opacity=20);
+}
+.close:hover,
+.close:focus {
+  color: #000;
+  text-decoration: none;
+  cursor: pointer;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+button.close {
+  padding: 0;
+  cursor: pointer;
+  background: transparent;
+  border: 0;
+  -webkit-appearance: none;
+}
+.modal-open {
+  overflow: hidden;
+}
+.modal {
+  display: none;
+  overflow: hidden;
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1050;
+  -webkit-overflow-scrolling: touch;
+  outline: 0;
+}
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, -25%);
+  -ms-transform: translate(0, -25%);
+  -o-transform: translate(0, -25%);
+  transform: translate(0, -25%);
+  -webkit-transition: -webkit-transform 0.3s ease-out;
+  -moz-transition: -moz-transform 0.3s ease-out;
+  -o-transition: -o-transform 0.3s ease-out;
+  transition: transform 0.3s ease-out;
+}
+.modal.in .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+.modal-open .modal {
+  overflow-x: hidden;
+  overflow-y: auto;
+}
+.modal-dialog {
+  position: relative;
+  width: auto;
+  margin: 10px;
+}
+.modal-content {
+  position: relative;
+  background-color: #fff;
+  border: 1px solid #999;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  background-clip: padding-box;
+  outline: 0;
+}
+.modal-backdrop {
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1040;
+  background-color: #000;
+}
+.modal-backdrop.fade {
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.modal-backdrop.in {
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+.modal-header {
+  padding: 15px;
+  border-bottom: 1px solid #e5e5e5;
+}
+.modal-header .close {
+  margin-top: -2px;
+}
+.modal-title {
+  margin: 0;
+  line-height: 1.42857143;
+}
+.modal-body {
+  position: relative;
+  padding: 15px;
+}
+.modal-footer {
+  padding: 15px;
+  text-align: right;
+  border-top: 1px solid #e5e5e5;
+}
+.modal-footer .btn + .btn {
+  margin-left: 5px;
+  margin-bottom: 0;
+}
+.modal-footer .btn-group .btn + .btn {
+  margin-left: -1px;
+}
+.modal-footer .btn-block + .btn-block {
+  margin-left: 0;
+}
+.modal-scrollbar-measure {
+  position: absolute;
+  top: -9999px;
+  width: 50px;
+  height: 50px;
+  overflow: scroll;
+}
+@media (min-width: 768px) {
+  .modal-dialog {
+    width: 600px;
+    margin: 30px auto;
+  }
+  .modal-content {
+    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+  }
+  .modal-sm {
+    width: 300px;
+  }
+}
+@media (min-width: 992px) {
+  .modal-lg {
+    width: 900px;
+  }
+}
+.tooltip {
+  position: absolute;
+  z-index: 1070;
+  display: block;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 12px;
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.tooltip.in {
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.tooltip.top {
+  margin-top: -3px;
+  padding: 5px 0;
+}
+.tooltip.right {
+  margin-left: 3px;
+  padding: 0 5px;
+}
+.tooltip.bottom {
+  margin-top: 3px;
+  padding: 5px 0;
+}
+.tooltip.left {
+  margin-left: -3px;
+  padding: 0 5px;
+}
+.tooltip-inner {
+  max-width: 200px;
+  padding: 3px 8px;
+  color: #fff;
+  text-align: center;
+  background-color: #000;
+  border-radius: 2px;
+}
+.tooltip-arrow {
+  position: absolute;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.tooltip.top .tooltip-arrow {
+  bottom: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-left .tooltip-arrow {
+  bottom: 0;
+  right: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-right .tooltip-arrow {
+  bottom: 0;
+  left: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.right .tooltip-arrow {
+  top: 50%;
+  left: 0;
+  margin-top: -5px;
+  border-width: 5px 5px 5px 0;
+  border-right-color: #000;
+}
+.tooltip.left .tooltip-arrow {
+  top: 50%;
+  right: 0;
+  margin-top: -5px;
+  border-width: 5px 0 5px 5px;
+  border-left-color: #000;
+}
+.tooltip.bottom .tooltip-arrow {
+  top: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-left .tooltip-arrow {
+  top: 0;
+  right: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-right .tooltip-arrow {
+  top: 0;
+  left: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.popover {
+  position: absolute;
+  top: 0;
+  left: 0;
+  z-index: 1060;
+  display: none;
+  max-width: 276px;
+  padding: 1px;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 13px;
+  background-color: #fff;
+  background-clip: padding-box;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+}
+.popover.top {
+  margin-top: -10px;
+}
+.popover.right {
+  margin-left: 10px;
+}
+.popover.bottom {
+  margin-top: 10px;
+}
+.popover.left {
+  margin-left: -10px;
+}
+.popover-title {
+  margin: 0;
+  padding: 8px 14px;
+  font-size: 13px;
+  background-color: #f7f7f7;
+  border-bottom: 1px solid #ebebeb;
+  border-radius: 2px 2px 0 0;
+}
+.popover-content {
+  padding: 9px 14px;
+}
+.popover > .arrow,
+.popover > .arrow:after {
+  position: absolute;
+  display: block;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.popover > .arrow {
+  border-width: 11px;
+}
+.popover > .arrow:after {
+  border-width: 10px;
+  content: "";
+}
+.popover.top > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-bottom-width: 0;
+  border-top-color: #999999;
+  border-top-color: rgba(0, 0, 0, 0.25);
+  bottom: -11px;
+}
+.popover.top > .arrow:after {
+  content: " ";
+  bottom: 1px;
+  margin-left: -10px;
+  border-bottom-width: 0;
+  border-top-color: #fff;
+}
+.popover.right > .arrow {
+  top: 50%;
+  left: -11px;
+  margin-top: -11px;
+  border-left-width: 0;
+  border-right-color: #999999;
+  border-right-color: rgba(0, 0, 0, 0.25);
+}
+.popover.right > .arrow:after {
+  content: " ";
+  left: 1px;
+  bottom: -10px;
+  border-left-width: 0;
+  border-right-color: #fff;
+}
+.popover.bottom > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-top-width: 0;
+  border-bottom-color: #999999;
+  border-bottom-color: rgba(0, 0, 0, 0.25);
+  top: -11px;
+}
+.popover.bottom > .arrow:after {
+  content: " ";
+  top: 1px;
+  margin-left: -10px;
+  border-top-width: 0;
+  border-bottom-color: #fff;
+}
+.popover.left > .arrow {
+  top: 50%;
+  right: -11px;
+  margin-top: -11px;
+  border-right-width: 0;
+  border-left-color: #999999;
+  border-left-color: rgba(0, 0, 0, 0.25);
+}
+.popover.left > .arrow:after {
+  content: " ";
+  right: 1px;
+  border-right-width: 0;
+  border-left-color: #fff;
+  bottom: -10px;
+}
+.carousel {
+  position: relative;
+}
+.carousel-inner {
+  position: relative;
+  overflow: hidden;
+  width: 100%;
+}
+.carousel-inner > .item {
+  display: none;
+  position: relative;
+  -webkit-transition: 0.6s ease-in-out left;
+  -o-transition: 0.6s ease-in-out left;
+  transition: 0.6s ease-in-out left;
+}
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  line-height: 1;
+}
+@media all and (transform-3d), (-webkit-transform-3d) {
+  .carousel-inner > .item {
+    -webkit-transition: -webkit-transform 0.6s ease-in-out;
+    -moz-transition: -moz-transform 0.6s ease-in-out;
+    -o-transition: -o-transform 0.6s ease-in-out;
+    transition: transform 0.6s ease-in-out;
+    -webkit-backface-visibility: hidden;
+    -moz-backface-visibility: hidden;
+    backface-visibility: hidden;
+    -webkit-perspective: 1000px;
+    -moz-perspective: 1000px;
+    perspective: 1000px;
+  }
+  .carousel-inner > .item.next,
+  .carousel-inner > .item.active.right {
+    -webkit-transform: translate3d(100%, 0, 0);
+    transform: translate3d(100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.prev,
+  .carousel-inner > .item.active.left {
+    -webkit-transform: translate3d(-100%, 0, 0);
+    transform: translate3d(-100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.next.left,
+  .carousel-inner > .item.prev.right,
+  .carousel-inner > .item.active {
+    -webkit-transform: translate3d(0, 0, 0);
+    transform: translate3d(0, 0, 0);
+    left: 0;
+  }
+}
+.carousel-inner > .active,
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  display: block;
+}
+.carousel-inner > .active {
+  left: 0;
+}
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  position: absolute;
+  top: 0;
+  width: 100%;
+}
+.carousel-inner > .next {
+  left: 100%;
+}
+.carousel-inner > .prev {
+  left: -100%;
+}
+.carousel-inner > .next.left,
+.carousel-inner > .prev.right {
+  left: 0;
+}
+.carousel-inner > .active.left {
+  left: -100%;
+}
+.carousel-inner > .active.right {
+  left: 100%;
+}
+.carousel-control {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  width: 15%;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+  font-size: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-control.left {
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
+}
+.carousel-control.right {
+  left: auto;
+  right: 0;
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
+}
+.carousel-control:hover,
+.carousel-control:focus {
+  outline: 0;
+  color: #fff;
+  text-decoration: none;
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-left,
+.carousel-control .glyphicon-chevron-right {
+  position: absolute;
+  top: 50%;
+  margin-top: -10px;
+  z-index: 5;
+  display: inline-block;
+}
+.carousel-control .icon-prev,
+.carousel-control .glyphicon-chevron-left {
+  left: 50%;
+  margin-left: -10px;
+}
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-right {
+  right: 50%;
+  margin-right: -10px;
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next {
+  width: 20px;
+  height: 20px;
+  line-height: 1;
+  font-family: serif;
+}
+.carousel-control .icon-prev:before {
+  content: '\2039';
+}
+.carousel-control .icon-next:before {
+  content: '\203a';
+}
+.carousel-indicators {
+  position: absolute;
+  bottom: 10px;
+  left: 50%;
+  z-index: 15;
+  width: 60%;
+  margin-left: -30%;
+  padding-left: 0;
+  list-style: none;
+  text-align: center;
+}
+.carousel-indicators li {
+  display: inline-block;
+  width: 10px;
+  height: 10px;
+  margin: 1px;
+  text-indent: -999px;
+  border: 1px solid #fff;
+  border-radius: 10px;
+  cursor: pointer;
+  background-color: #000 \9;
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-indicators .active {
+  margin: 0;
+  width: 12px;
+  height: 12px;
+  background-color: #fff;
+}
+.carousel-caption {
+  position: absolute;
+  left: 15%;
+  right: 15%;
+  bottom: 20px;
+  z-index: 10;
+  padding-top: 20px;
+  padding-bottom: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+}
+.carousel-caption .btn {
+  text-shadow: none;
+}
+@media screen and (min-width: 768px) {
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-prev,
+  .carousel-control .icon-next {
+    width: 30px;
+    height: 30px;
+    margin-top: -10px;
+    font-size: 30px;
+  }
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .icon-prev {
+    margin-left: -10px;
+  }
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-next {
+    margin-right: -10px;
+  }
+  .carousel-caption {
+    left: 20%;
+    right: 20%;
+    padding-bottom: 30px;
+  }
+  .carousel-indicators {
+    bottom: 20px;
+  }
+}
+.clearfix:before,
+.clearfix:after,
+.dl-horizontal dd:before,
+.dl-horizontal dd:after,
+.container:before,
+.container:after,
+.container-fluid:before,
+.container-fluid:after,
+.row:before,
+.row:after,
+.form-horizontal .form-group:before,
+.form-horizontal .form-group:after,
+.btn-toolbar:before,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:before,
+.btn-group-vertical > .btn-group:after,
+.nav:before,
+.nav:after,
+.navbar:before,
+.navbar:after,
+.navbar-header:before,
+.navbar-header:after,
+.navbar-collapse:before,
+.navbar-collapse:after,
+.pager:before,
+.pager:after,
+.panel-body:before,
+.panel-body:after,
+.modal-header:before,
+.modal-header:after,
+.modal-footer:before,
+.modal-footer:after,
+.item_buttons:before,
+.item_buttons:after {
+  content: " ";
+  display: table;
+}
+.clearfix:after,
+.dl-horizontal dd:after,
+.container:after,
+.container-fluid:after,
+.row:after,
+.form-horizontal .form-group:after,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:after,
+.nav:after,
+.navbar:after,
+.navbar-header:after,
+.navbar-collapse:after,
+.pager:after,
+.panel-body:after,
+.modal-header:after,
+.modal-footer:after,
+.item_buttons:after {
+  clear: both;
+}
+.center-block {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.pull-right {
+  float: right !important;
+}
+.pull-left {
+  float: left !important;
+}
+.hide {
+  display: none !important;
+}
+.show {
+  display: block !important;
+}
+.invisible {
+  visibility: hidden;
+}
+.text-hide {
+  font: 0/0 a;
+  color: transparent;
+  text-shadow: none;
+  background-color: transparent;
+  border: 0;
+}
+.hidden {
+  display: none !important;
+}
+.affix {
+  position: fixed;
+}
+@-ms-viewport {
+  width: device-width;
+}
+.visible-xs,
+.visible-sm,
+.visible-md,
+.visible-lg {
+  display: none !important;
+}
+.visible-xs-block,
+.visible-xs-inline,
+.visible-xs-inline-block,
+.visible-sm-block,
+.visible-sm-inline,
+.visible-sm-inline-block,
+.visible-md-block,
+.visible-md-inline,
+.visible-md-inline-block,
+.visible-lg-block,
+.visible-lg-inline,
+.visible-lg-inline-block {
+  display: none !important;
+}
+@media (max-width: 767px) {
+  .visible-xs {
+    display: block !important;
+  }
+  table.visible-xs {
+    display: table !important;
+  }
+  tr.visible-xs {
+    display: table-row !important;
+  }
+  th.visible-xs,
+  td.visible-xs {
+    display: table-cell !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-block {
+    display: block !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline {
+    display: inline !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm {
+    display: block !important;
+  }
+  table.visible-sm {
+    display: table !important;
+  }
+  tr.visible-sm {
+    display: table-row !important;
+  }
+  th.visible-sm,
+  td.visible-sm {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-block {
+    display: block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md {
+    display: block !important;
+  }
+  table.visible-md {
+    display: table !important;
+  }
+  tr.visible-md {
+    display: table-row !important;
+  }
+  th.visible-md,
+  td.visible-md {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-block {
+    display: block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg {
+    display: block !important;
+  }
+  table.visible-lg {
+    display: table !important;
+  }
+  tr.visible-lg {
+    display: table-row !important;
+  }
+  th.visible-lg,
+  td.visible-lg {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-block {
+    display: block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (max-width: 767px) {
+  .hidden-xs {
+    display: none !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .hidden-sm {
+    display: none !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .hidden-md {
+    display: none !important;
+  }
+}
+@media (min-width: 1200px) {
+  .hidden-lg {
+    display: none !important;
+  }
+}
+.visible-print {
+  display: none !important;
+}
+@media print {
+  .visible-print {
+    display: block !important;
+  }
+  table.visible-print {
+    display: table !important;
+  }
+  tr.visible-print {
+    display: table-row !important;
+  }
+  th.visible-print,
+  td.visible-print {
+    display: table-cell !important;
+  }
+}
+.visible-print-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-block {
+    display: block !important;
+  }
+}
+.visible-print-inline {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline {
+    display: inline !important;
+  }
+}
+.visible-print-inline-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline-block {
+    display: inline-block !important;
+  }
+}
+@media print {
+  .hidden-print {
+    display: none !important;
+  }
+}
+/*!
+*
+* Font Awesome
+*
+*/
+/*!
+ *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
+ *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
+ */
+/* FONT PATH
+ * -------------------------- */
+@font-face {
+  font-family: 'FontAwesome';
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
+  font-weight: normal;
+  font-style: normal;
+}
+.fa {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+/* makes the font 33% larger relative to the icon container */
+.fa-lg {
+  font-size: 1.33333333em;
+  line-height: 0.75em;
+  vertical-align: -15%;
+}
+.fa-2x {
+  font-size: 2em;
+}
+.fa-3x {
+  font-size: 3em;
+}
+.fa-4x {
+  font-size: 4em;
+}
+.fa-5x {
+  font-size: 5em;
+}
+.fa-fw {
+  width: 1.28571429em;
+  text-align: center;
+}
+.fa-ul {
+  padding-left: 0;
+  margin-left: 2.14285714em;
+  list-style-type: none;
+}
+.fa-ul > li {
+  position: relative;
+}
+.fa-li {
+  position: absolute;
+  left: -2.14285714em;
+  width: 2.14285714em;
+  top: 0.14285714em;
+  text-align: center;
+}
+.fa-li.fa-lg {
+  left: -1.85714286em;
+}
+.fa-border {
+  padding: .2em .25em .15em;
+  border: solid 0.08em #eee;
+  border-radius: .1em;
+}
+.pull-right {
+  float: right;
+}
+.pull-left {
+  float: left;
+}
+.fa.pull-left {
+  margin-right: .3em;
+}
+.fa.pull-right {
+  margin-left: .3em;
+}
+.fa-spin {
+  -webkit-animation: fa-spin 2s infinite linear;
+  animation: fa-spin 2s infinite linear;
+}
+@-webkit-keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+@keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+.fa-rotate-90 {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
+  -webkit-transform: rotate(90deg);
+  -ms-transform: rotate(90deg);
+  transform: rotate(90deg);
+}
+.fa-rotate-180 {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
+  -webkit-transform: rotate(180deg);
+  -ms-transform: rotate(180deg);
+  transform: rotate(180deg);
+}
+.fa-rotate-270 {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
+  -webkit-transform: rotate(270deg);
+  -ms-transform: rotate(270deg);
+  transform: rotate(270deg);
+}
+.fa-flip-horizontal {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
+  -webkit-transform: scale(-1, 1);
+  -ms-transform: scale(-1, 1);
+  transform: scale(-1, 1);
+}
+.fa-flip-vertical {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
+  -webkit-transform: scale(1, -1);
+  -ms-transform: scale(1, -1);
+  transform: scale(1, -1);
+}
+:root .fa-rotate-90,
+:root .fa-rotate-180,
+:root .fa-rotate-270,
+:root .fa-flip-horizontal,
+:root .fa-flip-vertical {
+  filter: none;
+}
+.fa-stack {
+  position: relative;
+  display: inline-block;
+  width: 2em;
+  height: 2em;
+  line-height: 2em;
+  vertical-align: middle;
+}
+.fa-stack-1x,
+.fa-stack-2x {
+  position: absolute;
+  left: 0;
+  width: 100%;
+  text-align: center;
+}
+.fa-stack-1x {
+  line-height: inherit;
+}
+.fa-stack-2x {
+  font-size: 2em;
+}
+.fa-inverse {
+  color: #fff;
+}
+/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
+   readers do not read off random characters that represent icons */
+.fa-glass:before {
+  content: "\f000";
+}
+.fa-music:before {
+  content: "\f001";
+}
+.fa-search:before {
+  content: "\f002";
+}
+.fa-envelope-o:before {
+  content: "\f003";
+}
+.fa-heart:before {
+  content: "\f004";
+}
+.fa-star:before {
+  content: "\f005";
+}
+.fa-star-o:before {
+  content: "\f006";
+}
+.fa-user:before {
+  content: "\f007";
+}
+.fa-film:before {
+  content: "\f008";
+}
+.fa-th-large:before {
+  content: "\f009";
+}
+.fa-th:before {
+  content: "\f00a";
+}
+.fa-th-list:before {
+  content: "\f00b";
+}
+.fa-check:before {
+  content: "\f00c";
+}
+.fa-remove:before,
+.fa-close:before,
+.fa-times:before {
+  content: "\f00d";
+}
+.fa-search-plus:before {
+  content: "\f00e";
+}
+.fa-search-minus:before {
+  content: "\f010";
+}
+.fa-power-off:before {
+  content: "\f011";
+}
+.fa-signal:before {
+  content: "\f012";
+}
+.fa-gear:before,
+.fa-cog:before {
+  content: "\f013";
+}
+.fa-trash-o:before {
+  content: "\f014";
+}
+.fa-home:before {
+  content: "\f015";
+}
+.fa-file-o:before {
+  content: "\f016";
+}
+.fa-clock-o:before {
+  content: "\f017";
+}
+.fa-road:before {
+  content: "\f018";
+}
+.fa-download:before {
+  content: "\f019";
+}
+.fa-arrow-circle-o-down:before {
+  content: "\f01a";
+}
+.fa-arrow-circle-o-up:before {
+  content: "\f01b";
+}
+.fa-inbox:before {
+  content: "\f01c";
+}
+.fa-play-circle-o:before {
+  content: "\f01d";
+}
+.fa-rotate-right:before,
+.fa-repeat:before {
+  content: "\f01e";
+}
+.fa-refresh:before {
+  content: "\f021";
+}
+.fa-list-alt:before {
+  content: "\f022";
+}
+.fa-lock:before {
+  content: "\f023";
+}
+.fa-flag:before {
+  content: "\f024";
+}
+.fa-headphones:before {
+  content: "\f025";
+}
+.fa-volume-off:before {
+  content: "\f026";
+}
+.fa-volume-down:before {
+  content: "\f027";
+}
+.fa-volume-up:before {
+  content: "\f028";
+}
+.fa-qrcode:before {
+  content: "\f029";
+}
+.fa-barcode:before {
+  content: "\f02a";
+}
+.fa-tag:before {
+  content: "\f02b";
+}
+.fa-tags:before {
+  content: "\f02c";
+}
+.fa-book:before {
+  content: "\f02d";
+}
+.fa-bookmark:before {
+  content: "\f02e";
+}
+.fa-print:before {
+  content: "\f02f";
+}
+.fa-camera:before {
+  content: "\f030";
+}
+.fa-font:before {
+  content: "\f031";
+}
+.fa-bold:before {
+  content: "\f032";
+}
+.fa-italic:before {
+  content: "\f033";
+}
+.fa-text-height:before {
+  content: "\f034";
+}
+.fa-text-width:before {
+  content: "\f035";
+}
+.fa-align-left:before {
+  content: "\f036";
+}
+.fa-align-center:before {
+  content: "\f037";
+}
+.fa-align-right:before {
+  content: "\f038";
+}
+.fa-align-justify:before {
+  content: "\f039";
+}
+.fa-list:before {
+  content: "\f03a";
+}
+.fa-dedent:before,
+.fa-outdent:before {
+  content: "\f03b";
+}
+.fa-indent:before {
+  content: "\f03c";
+}
+.fa-video-camera:before {
+  content: "\f03d";
+}
+.fa-photo:before,
+.fa-image:before,
+.fa-picture-o:before {
+  content: "\f03e";
+}
+.fa-pencil:before {
+  content: "\f040";
+}
+.fa-map-marker:before {
+  content: "\f041";
+}
+.fa-adjust:before {
+  content: "\f042";
+}
+.fa-tint:before {
+  content: "\f043";
+}
+.fa-edit:before,
+.fa-pencil-square-o:before {
+  content: "\f044";
+}
+.fa-share-square-o:before {
+  content: "\f045";
+}
+.fa-check-square-o:before {
+  content: "\f046";
+}
+.fa-arrows:before {
+  content: "\f047";
+}
+.fa-step-backward:before {
+  content: "\f048";
+}
+.fa-fast-backward:before {
+  content: "\f049";
+}
+.fa-backward:before {
+  content: "\f04a";
+}
+.fa-play:before {
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+}
+.fa-drupal:before {
+  content: "\f1a9";
+}
+.fa-joomla:before {
+  content: "\f1aa";
+}
+.fa-language:before {
+  content: "\f1ab";
+}
+.fa-fax:before {
+  content: "\f1ac";
+}
+.fa-building:before {
+  content: "\f1ad";
+}
+.fa-child:before {
+  content: "\f1ae";
+}
+.fa-paw:before {
+  content: "\f1b0";
+}
+.fa-spoon:before {
+  content: "\f1b1";
+}
+.fa-cube:before {
+  content: "\f1b2";
+}
+.fa-cubes:before {
+  content: "\f1b3";
+}
+.fa-behance:before {
+  content: "\f1b4";
+}
+.fa-behance-square:before {
+  content: "\f1b5";
+}
+.fa-steam:before {
+  content: "\f1b6";
+}
+.fa-steam-square:before {
+  content: "\f1b7";
+}
+.fa-recycle:before {
+  content: "\f1b8";
+}
+.fa-automobile:before,
+.fa-car:before {
+  content: "\f1b9";
+}
+.fa-cab:before,
+.fa-taxi:before {
+  content: "\f1ba";
+}
+.fa-tree:before {
+  content: "\f1bb";
+}
+.fa-spotify:before {
+  content: "\f1bc";
+}
+.fa-deviantart:before {
+  content: "\f1bd";
+}
+.fa-soundcloud:before {
+  content: "\f1be";
+}
+.fa-database:before {
+  content: "\f1c0";
+}
+.fa-file-pdf-o:before {
+  content: "\f1c1";
+}
+.fa-file-word-o:before {
+  content: "\f1c2";
+}
+.fa-file-excel-o:before {
+  content: "\f1c3";
+}
+.fa-file-powerpoint-o:before {
+  content: "\f1c4";
+}
+.fa-file-photo-o:before,
+.fa-file-picture-o:before,
+.fa-file-image-o:before {
+  content: "\f1c5";
+}
+.fa-file-zip-o:before,
+.fa-file-archive-o:before {
+  content: "\f1c6";
+}
+.fa-file-sound-o:before,
+.fa-file-audio-o:before {
+  content: "\f1c7";
+}
+.fa-file-movie-o:before,
+.fa-file-video-o:before {
+  content: "\f1c8";
+}
+.fa-file-code-o:before {
+  content: "\f1c9";
+}
+.fa-vine:before {
+  content: "\f1ca";
+}
+.fa-codepen:before {
+  content: "\f1cb";
+}
+.fa-jsfiddle:before {
+  content: "\f1cc";
+}
+.fa-life-bouy:before,
+.fa-life-buoy:before,
+.fa-life-saver:before,
+.fa-support:before,
+.fa-life-ring:before {
+  content: "\f1cd";
+}
+.fa-circle-o-notch:before {
+  content: "\f1ce";
+}
+.fa-ra:before,
+.fa-rebel:before {
+  content: "\f1d0";
+}
+.fa-ge:before,
+.fa-empire:before {
+  content: "\f1d1";
+}
+.fa-git-square:before {
+  content: "\f1d2";
+}
+.fa-git:before {
+  content: "\f1d3";
+}
+.fa-hacker-news:before {
+  content: "\f1d4";
+}
+.fa-tencent-weibo:before {
+  content: "\f1d5";
+}
+.fa-qq:before {
+  content: "\f1d6";
+}
+.fa-wechat:before,
+.fa-weixin:before {
+  content: "\f1d7";
+}
+.fa-send:before,
+.fa-paper-plane:before {
+  content: "\f1d8";
+}
+.fa-send-o:before,
+.fa-paper-plane-o:before {
+  content: "\f1d9";
+}
+.fa-history:before {
+  content: "\f1da";
+}
+.fa-circle-thin:before {
+  content: "\f1db";
+}
+.fa-header:before {
+  content: "\f1dc";
+}
+.fa-paragraph:before {
+  content: "\f1dd";
+}
+.fa-sliders:before {
+  content: "\f1de";
+}
+.fa-share-alt:before {
+  content: "\f1e0";
+}
+.fa-share-alt-square:before {
+  content: "\f1e1";
+}
+.fa-bomb:before {
+  content: "\f1e2";
+}
+.fa-soccer-ball-o:before,
+.fa-futbol-o:before {
+  content: "\f1e3";
+}
+.fa-tty:before {
+  content: "\f1e4";
+}
+.fa-binoculars:before {
+  content: "\f1e5";
+}
+.fa-plug:before {
+  content: "\f1e6";
+}
+.fa-slideshare:before {
+  content: "\f1e7";
+}
+.fa-twitch:before {
+  content: "\f1e8";
+}
+.fa-yelp:before {
+  content: "\f1e9";
+}
+.fa-newspaper-o:before {
+  content: "\f1ea";
+}
+.fa-wifi:before {
+  content: "\f1eb";
+}
+.fa-calculator:before {
+  content: "\f1ec";
+}
+.fa-paypal:before {
+  content: "\f1ed";
+}
+.fa-google-wallet:before {
+  content: "\f1ee";
+}
+.fa-cc-visa:before {
+  content: "\f1f0";
+}
+.fa-cc-mastercard:before {
+  content: "\f1f1";
+}
+.fa-cc-discover:before {
+  content: "\f1f2";
+}
+.fa-cc-amex:before {
+  content: "\f1f3";
+}
+.fa-cc-paypal:before {
+  content: "\f1f4";
+}
+.fa-cc-stripe:before {
+  content: "\f1f5";
+}
+.fa-bell-slash:before {
+  content: "\f1f6";
+}
+.fa-bell-slash-o:before {
+  content: "\f1f7";
+}
+.fa-trash:before {
+  content: "\f1f8";
+}
+.fa-copyright:before {
+  content: "\f1f9";
+}
+.fa-at:before {
+  content: "\f1fa";
+}
+.fa-eyedropper:before {
+  content: "\f1fb";
+}
+.fa-paint-brush:before {
+  content: "\f1fc";
+}
+.fa-birthday-cake:before {
+  content: "\f1fd";
+}
+.fa-area-chart:before {
+  content: "\f1fe";
+}
+.fa-pie-chart:before {
+  content: "\f200";
+}
+.fa-line-chart:before {
+  content: "\f201";
+}
+.fa-lastfm:before {
+  content: "\f202";
+}
+.fa-lastfm-square:before {
+  content: "\f203";
+}
+.fa-toggle-off:before {
+  content: "\f204";
+}
+.fa-toggle-on:before {
+  content: "\f205";
+}
+.fa-bicycle:before {
+  content: "\f206";
+}
+.fa-bus:before {
+  content: "\f207";
+}
+.fa-ioxhost:before {
+  content: "\f208";
+}
+.fa-angellist:before {
+  content: "\f209";
+}
+.fa-cc:before {
+  content: "\f20a";
+}
+.fa-shekel:before,
+.fa-sheqel:before,
+.fa-ils:before {
+  content: "\f20b";
+}
+.fa-meanpath:before {
+  content: "\f20c";
+}
+/*!
+*
+* IPython base
+*
+*/
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+code {
+  color: #000;
+}
+pre {
+  font-size: inherit;
+  line-height: inherit;
+}
+label {
+  font-weight: normal;
+}
+/* Make the page background atleast 100% the height of the view port */
+/* Make the page itself atleast 70% the height of the view port */
+.border-box-sizing {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.corner-all {
+  border-radius: 2px;
+}
+.no-padding {
+  padding: 0px;
+}
+/* Flexible box model classes */
+/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
+/* This file is a compatability layer.  It allows the usage of flexible box 
+model layouts accross multiple browsers, including older browsers.  The newest,
+universal implementation of the flexible box model is used when available (see
+`Modern browsers` comments below).  Browsers that are known to implement this 
+new spec completely include:
+
+    Firefox 28.0+
+    Chrome 29.0+
+    Internet Explorer 11+ 
+    Opera 17.0+
+
+Browsers not listed, including Safari, are supported via the styling under the
+`Old browsers` comments below.
+*/
+.hbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+.hbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.vbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+.vbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.hbox.reverse,
+.vbox.reverse,
+.reverse {
+  /* Old browsers */
+  -webkit-box-direction: reverse;
+  -moz-box-direction: reverse;
+  box-direction: reverse;
+  /* Modern browsers */
+  flex-direction: row-reverse;
+}
+.hbox.box-flex0,
+.vbox.box-flex0,
+.box-flex0 {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+  width: auto;
+}
+.hbox.box-flex1,
+.vbox.box-flex1,
+.box-flex1 {
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex,
+.vbox.box-flex,
+.box-flex {
+  /* Old browsers */
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex2,
+.vbox.box-flex2,
+.box-flex2 {
+  /* Old browsers */
+  -webkit-box-flex: 2;
+  -moz-box-flex: 2;
+  box-flex: 2;
+  /* Modern browsers */
+  flex: 2;
+}
+.box-group1 {
+  /*  Deprecated */
+  -webkit-box-flex-group: 1;
+  -moz-box-flex-group: 1;
+  box-flex-group: 1;
+}
+.box-group2 {
+  /* Deprecated */
+  -webkit-box-flex-group: 2;
+  -moz-box-flex-group: 2;
+  box-flex-group: 2;
+}
+.hbox.start,
+.vbox.start,
+.start {
+  /* Old browsers */
+  -webkit-box-pack: start;
+  -moz-box-pack: start;
+  box-pack: start;
+  /* Modern browsers */
+  justify-content: flex-start;
+}
+.hbox.end,
+.vbox.end,
+.end {
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+}
+.hbox.center,
+.vbox.center,
+.center {
+  /* Old browsers */
+  -webkit-box-pack: center;
+  -moz-box-pack: center;
+  box-pack: center;
+  /* Modern browsers */
+  justify-content: center;
+}
+.hbox.baseline,
+.vbox.baseline,
+.baseline {
+  /* Old browsers */
+  -webkit-box-pack: baseline;
+  -moz-box-pack: baseline;
+  box-pack: baseline;
+  /* Modern browsers */
+  justify-content: baseline;
+}
+.hbox.stretch,
+.vbox.stretch,
+.stretch {
+  /* Old browsers */
+  -webkit-box-pack: stretch;
+  -moz-box-pack: stretch;
+  box-pack: stretch;
+  /* Modern browsers */
+  justify-content: stretch;
+}
+.hbox.align-start,
+.vbox.align-start,
+.align-start {
+  /* Old browsers */
+  -webkit-box-align: start;
+  -moz-box-align: start;
+  box-align: start;
+  /* Modern browsers */
+  align-items: flex-start;
+}
+.hbox.align-end,
+.vbox.align-end,
+.align-end {
+  /* Old browsers */
+  -webkit-box-align: end;
+  -moz-box-align: end;
+  box-align: end;
+  /* Modern browsers */
+  align-items: flex-end;
+}
+.hbox.align-center,
+.vbox.align-center,
+.align-center {
+  /* Old browsers */
+  -webkit-box-align: center;
+  -moz-box-align: center;
+  box-align: center;
+  /* Modern browsers */
+  align-items: center;
+}
+.hbox.align-baseline,
+.vbox.align-baseline,
+.align-baseline {
+  /* Old browsers */
+  -webkit-box-align: baseline;
+  -moz-box-align: baseline;
+  box-align: baseline;
+  /* Modern browsers */
+  align-items: baseline;
+}
+.hbox.align-stretch,
+.vbox.align-stretch,
+.align-stretch {
+  /* Old browsers */
+  -webkit-box-align: stretch;
+  -moz-box-align: stretch;
+  box-align: stretch;
+  /* Modern browsers */
+  align-items: stretch;
+}
+div.error {
+  margin: 2em;
+  text-align: center;
+}
+div.error > h1 {
+  font-size: 500%;
+  line-height: normal;
+}
+div.error > p {
+  font-size: 200%;
+  line-height: normal;
+}
+div.traceback-wrapper {
+  text-align: left;
+  max-width: 800px;
+  margin: auto;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+body {
+  background-color: #fff;
+  /* This makes sure that the body covers the entire window and needs to
+       be in a different element than the display: box in wrapper below */
+  position: absolute;
+  left: 0px;
+  right: 0px;
+  top: 0px;
+  bottom: 0px;
+  overflow: visible;
+}
+body > #header {
+  /* Initially hidden to prevent FLOUC */
+  display: none;
+  background-color: #fff;
+  /* Display over codemirror */
+  position: relative;
+  z-index: 100;
+}
+body > #header #header-container {
+  padding-bottom: 5px;
+  padding-top: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+body > #header .header-bar {
+  width: 100%;
+  height: 1px;
+  background: #e7e7e7;
+  margin-bottom: -1px;
+}
+@media print {
+  body > #header {
+    display: none !important;
+  }
+}
+#header-spacer {
+  width: 100%;
+  visibility: hidden;
+}
+@media print {
+  #header-spacer {
+    display: none;
+  }
+}
+#ipython_notebook {
+  padding-left: 0px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+@media (max-width: 991px) {
+  #ipython_notebook {
+    margin-left: 10px;
+  }
+}
+[dir="rtl"] #ipython_notebook {
+  float: right !important;
+}
+#noscript {
+  width: auto;
+  padding-top: 16px;
+  padding-bottom: 16px;
+  text-align: center;
+  font-size: 22px;
+  color: red;
+  font-weight: bold;
+}
+#ipython_notebook img {
+  height: 28px;
+}
+#site {
+  width: 100%;
+  display: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  overflow: auto;
+}
+@media print {
+  #site {
+    height: auto !important;
+  }
+}
+/* Smaller buttons */
+.ui-button .ui-button-text {
+  padding: 0.2em 0.8em;
+  font-size: 77%;
+}
+input.ui-button {
+  padding: 0.3em 0.9em;
+}
+span#login_widget {
+  float: right;
+}
+span#login_widget > .button,
+#logout {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button:focus,
+#logout:focus,
+span#login_widget > .button.focus,
+#logout.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:hover,
+#logout:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active:hover,
+#logout:active:hover,
+span#login_widget > .button.active:hover,
+#logout.active:hover,
+.open > .dropdown-togglespan#login_widget > .button:hover,
+.open > .dropdown-toggle#logout:hover,
+span#login_widget > .button:active:focus,
+#logout:active:focus,
+span#login_widget > .button.active:focus,
+#logout.active:focus,
+.open > .dropdown-togglespan#login_widget > .button:focus,
+.open > .dropdown-toggle#logout:focus,
+span#login_widget > .button:active.focus,
+#logout:active.focus,
+span#login_widget > .button.active.focus,
+#logout.active.focus,
+.open > .dropdown-togglespan#login_widget > .button.focus,
+.open > .dropdown-toggle#logout.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  background-image: none;
+}
+span#login_widget > .button.disabled:hover,
+#logout.disabled:hover,
+span#login_widget > .button[disabled]:hover,
+#logout[disabled]:hover,
+fieldset[disabled] span#login_widget > .button:hover,
+fieldset[disabled] #logout:hover,
+span#login_widget > .button.disabled:focus,
+#logout.disabled:focus,
+span#login_widget > .button[disabled]:focus,
+#logout[disabled]:focus,
+fieldset[disabled] span#login_widget > .button:focus,
+fieldset[disabled] #logout:focus,
+span#login_widget > .button.disabled.focus,
+#logout.disabled.focus,
+span#login_widget > .button[disabled].focus,
+#logout[disabled].focus,
+fieldset[disabled] span#login_widget > .button.focus,
+fieldset[disabled] #logout.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button .badge,
+#logout .badge {
+  color: #fff;
+  background-color: #333;
+}
+.nav-header {
+  text-transform: none;
+}
+#header > span {
+  margin-top: 10px;
+}
+.modal_stretch .modal-dialog {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  min-height: 80vh;
+}
+.modal_stretch .modal-dialog .modal-body {
+  max-height: calc(100vh - 200px);
+  overflow: auto;
+  flex: 1;
+}
+@media (min-width: 768px) {
+  .modal .modal-dialog {
+    width: 700px;
+  }
+}
+@media (min-width: 768px) {
+  select.form-control {
+    margin-left: 12px;
+    margin-right: 12px;
+  }
+}
+/*!
+*
+* IPython auth
+*
+*/
+.center-nav {
+  display: inline-block;
+  margin-bottom: -4px;
+}
+/*!
+*
+* IPython tree view
+*
+*/
+/* We need an invisible input field on top of the sentense*/
+/* "Drag file onto the list ..." */
+.alternate_upload {
+  background-color: none;
+  display: inline;
+}
+.alternate_upload.form {
+  padding: 0;
+  margin: 0;
+}
+.alternate_upload input.fileinput {
+  text-align: center;
+  vertical-align: middle;
+  display: inline;
+  opacity: 0;
+  z-index: 2;
+  width: 12ex;
+  margin-right: -12ex;
+}
+.alternate_upload .btn-upload {
+  height: 22px;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+[dir="rtl"] #tabs li {
+  float: right;
+}
+ul#tabs {
+  margin-bottom: 4px;
+}
+[dir="rtl"] ul#tabs {
+  margin-right: 0px;
+}
+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;
+}
+[dir="rtl"] .list_toolbar .tree-buttons {
+  float: left !important;
+}
+[dir="rtl"] .list_toolbar .pull-right {
+  padding-top: 1px;
+  float: left !important;
+}
+[dir="rtl"] .list_toolbar .pull-left {
+  float: right !important;
+}
+.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;
+}
+[dir="rtl"] #tree-selector a {
+  float: right;
+}
+#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;
+}
+[dir="rtl"] #new-menu {
+  text-align: right;
+}
+.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;
+}
+[dir="rtl"] #running .col-sm-8 {
+  float: right !important;
+}
+.delete-button {
+  display: none;
+}
+.duplicate-button {
+  display: none;
+}
+.rename-button {
+  display: none;
+}
+.shutdown-button {
+  display: none;
+}
+.dynamic-instructions {
+  display: inline-block;
+  padding-top: 4px;
+}
+/*!
+*
+* IPython text editor webapp
+*
+*/
+.selected-keymap i.fa {
+  padding: 0px 5px;
+}
+.selected-keymap i.fa:before {
+  content: "\f00c";
+}
+#mode-menu {
+  overflow: auto;
+  max-height: 20em;
+}
+.edit_app #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.edit_app #menubar .navbar {
+  /* Use a negative 1 bottom margin, so the border overlaps the border of the
+    header */
+  margin-bottom: -1px;
+}
+.dirty-indicator {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-dirty.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-clean.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f00c";
+}
+.dirty-indicator-clean:before.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.pull-right {
+  margin-left: .3em;
+}
+#filename {
+  font-size: 16pt;
+  display: table;
+  padding: 0px 5px;
+}
+#current-mode {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#texteditor-backdrop {
+  padding-top: 20px;
+  padding-bottom: 20px;
+}
+@media not print {
+  #texteditor-backdrop {
+    background-color: #EEE;
+  }
+}
+@media print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container {
+    padding: 0px;
+    background-color: #fff;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+/*!
+*
+* IPython notebook
+*
+*/
+/* CSS font colors for translated ANSI colors. */
+.ansibold {
+  font-weight: bold;
+}
+/* use dark versions for foreground, to improve visibility */
+.ansiblack {
+  color: black;
+}
+.ansired {
+  color: darkred;
+}
+.ansigreen {
+  color: darkgreen;
+}
+.ansiyellow {
+  color: #c4a000;
+}
+.ansiblue {
+  color: darkblue;
+}
+.ansipurple {
+  color: darkviolet;
+}
+.ansicyan {
+  color: steelblue;
+}
+.ansigray {
+  color: gray;
+}
+/* and light for background, for the same reason */
+.ansibgblack {
+  background-color: black;
+}
+.ansibgred {
+  background-color: red;
+}
+.ansibggreen {
+  background-color: green;
+}
+.ansibgyellow {
+  background-color: yellow;
+}
+.ansibgblue {
+  background-color: blue;
+}
+.ansibgpurple {
+  background-color: magenta;
+}
+.ansibgcyan {
+  background-color: cyan;
+}
+.ansibggray {
+  background-color: gray;
+}
+div.cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-radius: 2px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  border-width: 1px;
+  border-style: solid;
+  border-color: transparent;
+  width: 100%;
+  padding: 5px;
+  /* This acts as a spacer between cells, that is outside the border */
+  margin: 0px;
+  outline: none;
+  border-left-width: 1px;
+  padding-left: 5px;
+  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
+}
+div.cell.jupyter-soft-selected {
+  border-left-color: #90CAF9;
+  border-left-color: #E3F2FD;
+  border-left-width: 1px;
+  padding-left: 5px;
+  border-right-color: #E3F2FD;
+  border-right-width: 1px;
+  background: #E3F2FD;
+}
+@media print {
+  div.cell.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected {
+  border-color: #ababab;
+  border-left-width: 0px;
+  padding-left: 6px;
+  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
+}
+@media print {
+  div.cell.selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected.jupyter-soft-selected {
+  border-left-width: 0;
+  padding-left: 6px;
+  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
+}
+.edit_mode div.cell.selected {
+  border-color: #66BB6A;
+  border-left-width: 0px;
+  padding-left: 6px;
+  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
+}
+@media print {
+  .edit_mode div.cell.selected {
+    border-color: transparent;
+  }
+}
+.prompt {
+  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
+  min-width: 14ex;
+  /* This padding is tuned to match the padding on the CodeMirror editor. */
+  padding: 0.4em;
+  margin: 0px;
+  font-family: monospace;
+  text-align: right;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+  /* Don't highlight prompt number selection */
+  -webkit-touch-callout: none;
+  -webkit-user-select: none;
+  -khtml-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+  /* Use default cursor */
+  cursor: default;
+}
+@media (max-width: 540px) {
+  .prompt {
+    text-align: left;
+  }
+}
+div.inner_cell {
+  min-width: 0;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_area {
+  border: 1px solid #cfcfcf;
+  border-radius: 2px;
+  background: #f7f7f7;
+  line-height: 1.21429em;
+}
+/* This is needed so that empty prompt areas can collapse to zero height when there
+   is no content in the output_subarea and the prompt. The main purpose of this is
+   to make sure that empty JavaScript output_subareas have no height. */
+div.prompt:empty {
+  padding-top: 0;
+  padding-bottom: 0;
+}
+div.unrecognized_cell {
+  padding: 5px 5px 5px 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.unrecognized_cell .inner_cell {
+  border-radius: 2px;
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+  border: 1px solid #cfcfcf;
+  background: #eaeaea;
+}
+div.unrecognized_cell .inner_cell a {
+  color: inherit;
+  text-decoration: none;
+}
+div.unrecognized_cell .inner_cell a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+@media (max-width: 540px) {
+  div.unrecognized_cell > div.prompt {
+    display: none;
+  }
+}
+div.code_cell {
+  /* avoid page breaking on code cells when printing */
+}
+@media print {
+  div.code_cell {
+    page-break-inside: avoid;
+  }
+}
+/* any special styling for code cells that are currently running goes here */
+div.input {
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.input {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_prompt {
+  color: #303F9F;
+  border-top: 1px solid transparent;
+}
+div.input_area > div.highlight {
+  margin: 0.4em;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+div.input_area > div.highlight > pre {
+  margin: 0px;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+/* The following gets added to the <head> if it is detected that the user has a
+ * monospace font with inconsistent normal/bold/italic height.  See
+ * notebookmain.js.  Such fonts will have keywords vertically offset with
+ * respect to the rest of the text.  The user should select a better font.
+ * See: https://github.com/ipython/ipython/issues/1503
+ *
+ * .CodeMirror span {
+ *      vertical-align: bottom;
+ * }
+ */
+.CodeMirror {
+  line-height: 1.21429em;
+  /* Changed from 1em to our global default */
+  font-size: 14px;
+  height: auto;
+  /* Changed to auto to autogrow */
+  background: none;
+  /* Changed from white to allow our bg to show through */
+}
+.CodeMirror-scroll {
+  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
+  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
+  overflow-y: hidden;
+  overflow-x: auto;
+}
+.CodeMirror-lines {
+  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
+  /* we have set a different line-height and want this to scale with that. */
+  padding: 0.4em;
+}
+.CodeMirror-linenumber {
+  padding: 0 8px 0 4px;
+}
+.CodeMirror-gutters {
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.CodeMirror pre {
+  /* In CM3 this went to 4px from 0 in CM2. We need the 0 value because of how we size */
+  /* .CodeMirror-lines */
+  padding: 0;
+  border: 0;
+  border-radius: 0;
+}
+/*
+
+Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
+Adapted from GitHub theme
+
+*/
+.highlight-base {
+  color: #000;
+}
+.highlight-variable {
+  color: #000;
+}
+.highlight-variable-2 {
+  color: #1a1a1a;
+}
+.highlight-variable-3 {
+  color: #333333;
+}
+.highlight-string {
+  color: #BA2121;
+}
+.highlight-comment {
+  color: #408080;
+  font-style: italic;
+}
+.highlight-number {
+  color: #080;
+}
+.highlight-atom {
+  color: #88F;
+}
+.highlight-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.highlight-builtin {
+  color: #008000;
+}
+.highlight-error {
+  color: #f00;
+}
+.highlight-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.highlight-meta {
+  color: #AA22FF;
+}
+/* previously not defined, copying from default codemirror */
+.highlight-def {
+  color: #00f;
+}
+.highlight-string-2 {
+  color: #f50;
+}
+.highlight-qualifier {
+  color: #555;
+}
+.highlight-bracket {
+  color: #997;
+}
+.highlight-tag {
+  color: #170;
+}
+.highlight-attribute {
+  color: #00c;
+}
+.highlight-header {
+  color: blue;
+}
+.highlight-quote {
+  color: #090;
+}
+.highlight-link {
+  color: #00c;
+}
+/* apply the same style to codemirror */
+.cm-s-ipython span.cm-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-atom {
+  color: #88F;
+}
+.cm-s-ipython span.cm-number {
+  color: #080;
+}
+.cm-s-ipython span.cm-def {
+  color: #00f;
+}
+.cm-s-ipython span.cm-variable {
+  color: #000;
+}
+.cm-s-ipython span.cm-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-variable-2 {
+  color: #1a1a1a;
+}
+.cm-s-ipython span.cm-variable-3 {
+  color: #333333;
+}
+.cm-s-ipython span.cm-comment {
+  color: #408080;
+  font-style: italic;
+}
+.cm-s-ipython span.cm-string {
+  color: #BA2121;
+}
+.cm-s-ipython span.cm-string-2 {
+  color: #f50;
+}
+.cm-s-ipython span.cm-meta {
+  color: #AA22FF;
+}
+.cm-s-ipython span.cm-qualifier {
+  color: #555;
+}
+.cm-s-ipython span.cm-builtin {
+  color: #008000;
+}
+.cm-s-ipython span.cm-bracket {
+  color: #997;
+}
+.cm-s-ipython span.cm-tag {
+  color: #170;
+}
+.cm-s-ipython span.cm-attribute {
+  color: #00c;
+}
+.cm-s-ipython span.cm-header {
+  color: blue;
+}
+.cm-s-ipython span.cm-quote {
+  color: #090;
+}
+.cm-s-ipython span.cm-link {
+  color: #00c;
+}
+.cm-s-ipython span.cm-error {
+  color: #f00;
+}
+.cm-s-ipython span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+div.output_wrapper {
+  /* this position must be relative to enable descendents to be absolute within it */
+  position: relative;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  z-index: 1;
+}
+/* class for the output area when it should be height-limited */
+div.output_scroll {
+  /* ideally, this would be max-height, but FF barfs all over that */
+  height: 24em;
+  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
+  width: 100%;
+  overflow: auto;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  display: block;
+}
+/* output div while it is collapsed */
+div.output_collapsed {
+  margin: 0px;
+  padding: 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+div.out_prompt_overlay {
+  height: 100%;
+  padding: 0px 0.4em;
+  position: absolute;
+  border-radius: 2px;
+}
+div.out_prompt_overlay:hover {
+  /* use inner shadow to get border that is computed the same on WebKit/FF */
+  -webkit-box-shadow: inset 0 0 1px #000;
+  box-shadow: inset 0 0 1px #000;
+  background: rgba(240, 240, 240, 0.5);
+}
+div.output_prompt {
+  color: #D84315;
+}
+/* This class is the outer container of all output sections. */
+div.output_area {
+  padding: 0px;
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.output_area .MathJax_Display {
+  text-align: left !important;
+}
+div.output_area .rendered_html table {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area .rendered_html img {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area img,
+div.output_area svg {
+  max-width: 100%;
+  height: auto;
+}
+div.output_area img.unconfined,
+div.output_area svg.unconfined {
+  max-width: none;
+}
+/* This is needed to protect the pre formating from global settings such
+   as that of bootstrap */
+.output {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.output_area {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+div.output_area pre {
+  margin: 0;
+  padding: 0;
+  border: 0;
+  vertical-align: baseline;
+  color: black;
+  background-color: transparent;
+  border-radius: 0;
+}
+/* This class is for the output subarea inside the output_area and after
+   the prompt div. */
+div.output_subarea {
+  overflow-x: auto;
+  padding: 0.4em;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+  max-width: calc(100% - 14ex);
+}
+div.output_scroll div.output_subarea {
+  overflow-x: visible;
+}
+/* The rest of the output_* classes are for special styling of the different
+   output types */
+/* all text output has this class: */
+div.output_text {
+  text-align: left;
+  color: #000;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+}
+/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
+div.output_stderr {
+  background: #fdd;
+  /* very light red background for stderr */
+}
+div.output_latex {
+  text-align: left;
+}
+/* Empty output_javascript divs should have no height */
+div.output_javascript:empty {
+  padding: 0;
+}
+.js-error {
+  color: darkred;
+}
+/* raw_input styles */
+div.raw_input_container {
+  line-height: 1.21429em;
+  padding-top: 5px;
+}
+pre.raw_input_prompt {
+  /* nothing needed here. */
+}
+input.raw_input {
+  font-family: monospace;
+  font-size: inherit;
+  color: inherit;
+  width: auto;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+}
+input.raw_input:focus {
+  box-shadow: none;
+}
+p.p-space {
+  margin-bottom: 10px;
+}
+div.output_unrecognized {
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+}
+div.output_unrecognized a {
+  color: inherit;
+  text-decoration: none;
+}
+div.output_unrecognized a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+.rendered_html {
+  color: #000;
+  /* any extras will just be numbers: */
+}
+.rendered_html em {
+  font-style: italic;
+}
+.rendered_html strong {
+  font-weight: bold;
+}
+.rendered_html u {
+  text-decoration: underline;
+}
+.rendered_html :link {
+  text-decoration: underline;
+}
+.rendered_html :visited {
+  text-decoration: underline;
+}
+.rendered_html h1 {
+  font-size: 185.7%;
+  margin: 1.08em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h2 {
+  font-size: 157.1%;
+  margin: 1.27em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h3 {
+  font-size: 128.6%;
+  margin: 1.55em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h4 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h5 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h6 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h1:first-child {
+  margin-top: 0.538em;
+}
+.rendered_html h2:first-child {
+  margin-top: 0.636em;
+}
+.rendered_html h3:first-child {
+  margin-top: 0.777em;
+}
+.rendered_html h4:first-child {
+  margin-top: 1em;
+}
+.rendered_html h5:first-child {
+  margin-top: 1em;
+}
+.rendered_html h6:first-child {
+  margin-top: 1em;
+}
+.rendered_html ul {
+  list-style: disc;
+  margin: 0em 2em;
+  padding-left: 0px;
+}
+.rendered_html ul ul {
+  list-style: square;
+  margin: 0em 2em;
+}
+.rendered_html ul ul ul {
+  list-style: circle;
+  margin: 0em 2em;
+}
+.rendered_html ol {
+  list-style: decimal;
+  margin: 0em 2em;
+  padding-left: 0px;
+}
+.rendered_html ol ol {
+  list-style: upper-alpha;
+  margin: 0em 2em;
+}
+.rendered_html ol ol ol {
+  list-style: lower-alpha;
+  margin: 0em 2em;
+}
+.rendered_html ol ol ol ol {
+  list-style: lower-roman;
+  margin: 0em 2em;
+}
+.rendered_html ol ol ol ol ol {
+  list-style: decimal;
+  margin: 0em 2em;
+}
+.rendered_html * + ul {
+  margin-top: 1em;
+}
+.rendered_html * + ol {
+  margin-top: 1em;
+}
+.rendered_html hr {
+  color: black;
+  background-color: black;
+}
+.rendered_html pre {
+  margin: 1em 2em;
+}
+.rendered_html pre,
+.rendered_html code {
+  border: 0;
+  background-color: #fff;
+  color: #000;
+  font-size: 100%;
+  padding: 0px;
+}
+.rendered_html blockquote {
+  margin: 1em 2em;
+}
+.rendered_html table {
+  margin-left: auto;
+  margin-right: auto;
+  border: 1px solid black;
+  border-collapse: collapse;
+}
+.rendered_html tr,
+.rendered_html th,
+.rendered_html td {
+  border: 1px solid black;
+  border-collapse: collapse;
+  margin: 1em 2em;
+}
+.rendered_html td,
+.rendered_html th {
+  text-align: left;
+  vertical-align: middle;
+  padding: 4px;
+}
+.rendered_html th {
+  font-weight: bold;
+}
+.rendered_html * + table {
+  margin-top: 1em;
+}
+.rendered_html p {
+  text-align: left;
+}
+.rendered_html * + p {
+  margin-top: 1em;
+}
+.rendered_html img {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.rendered_html * + img {
+  margin-top: 1em;
+}
+.rendered_html img,
+.rendered_html svg {
+  max-width: 100%;
+  height: auto;
+}
+.rendered_html img.unconfined,
+.rendered_html svg.unconfined {
+  max-width: none;
+}
+div.text_cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.text_cell > div.prompt {
+    display: none;
+  }
+}
+div.text_cell_render {
+  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
+  outline: none;
+  resize: none;
+  width: inherit;
+  border-style: none;
+  padding: 0.5em 0.5em 0.5em 0.4em;
+  color: #000;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+a.anchor-link:link {
+  text-decoration: none;
+  padding: 0px 20px;
+  visibility: hidden;
+}
+h1:hover .anchor-link,
+h2:hover .anchor-link,
+h3:hover .anchor-link,
+h4:hover .anchor-link,
+h5:hover .anchor-link,
+h6:hover .anchor-link {
+  visibility: visible;
+}
+.text_cell.rendered .input_area {
+  display: none;
+}
+.text_cell.rendered .rendered_html {
+  overflow-x: auto;
+  overflow-y: hidden;
+}
+.text_cell.unrendered .text_cell_render {
+  display: none;
+}
+.cm-header-1,
+.cm-header-2,
+.cm-header-3,
+.cm-header-4,
+.cm-header-5,
+.cm-header-6 {
+  font-weight: bold;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+}
+.cm-header-1 {
+  font-size: 185.7%;
+}
+.cm-header-2 {
+  font-size: 157.1%;
+}
+.cm-header-3 {
+  font-size: 128.6%;
+}
+.cm-header-4 {
+  font-size: 110%;
+}
+.cm-header-5 {
+  font-size: 100%;
+  font-style: italic;
+}
+.cm-header-6 {
+  font-size: 100%;
+  font-style: italic;
+}
+/*!
+*
+* IPython notebook webapp
+*
+*/
+@media (max-width: 767px) {
+  .notebook_app {
+    padding-left: 0px;
+    padding-right: 0px;
+  }
+}
+#ipython-main-app {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook_panel {
+  margin: 0px;
+  padding: 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook {
+  font-size: 14px;
+  line-height: 20px;
+  overflow-y: hidden;
+  overflow-x: auto;
+  width: 100%;
+  /* This spaces the page away from the edge of the notebook area */
+  padding-top: 20px;
+  margin: 0px;
+  outline: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  min-height: 100%;
+}
+@media not print {
+  #notebook-container {
+    padding: 15px;
+    background-color: #fff;
+    min-height: 0;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+@media print {
+  #notebook-container {
+    width: 100%;
+  }
+}
+div.ui-widget-content {
+  border: 1px solid #ababab;
+  outline: none;
+}
+pre.dialog {
+  background-color: #f7f7f7;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  padding: 0.4em;
+  padding-left: 2em;
+}
+p.dialog {
+  padding: 0.2em;
+}
+/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
+   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
+ */
+pre,
+code,
+kbd,
+samp {
+  white-space: pre-wrap;
+}
+#fonttest {
+  font-family: monospace;
+}
+p {
+  margin-bottom: 0;
+}
+.end_space {
+  min-height: 100px;
+  transition: height .2s ease;
+}
+.notebook_app > #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+@media not print {
+  .notebook_app {
+    background-color: #EEE;
+  }
+}
+kbd {
+  border-style: solid;
+  border-width: 1px;
+  box-shadow: none;
+  margin: 2px;
+  padding-left: 2px;
+  padding-right: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+/* CSS for the cell toolbar */
+.celltoolbar {
+  border: thin solid #CFCFCF;
+  border-bottom: none;
+  background: #EEE;
+  border-radius: 2px 2px 0px 0px;
+  width: 100%;
+  height: 29px;
+  padding-right: 4px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+  display: -webkit-flex;
+}
+@media print {
+  .celltoolbar {
+    display: none;
+  }
+}
+.ctb_hideshow {
+  display: none;
+  vertical-align: bottom;
+}
+/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
+   Cell toolbars are only shown when the ctb_global_show class is also set.
+*/
+.ctb_global_show .ctb_show.ctb_hideshow {
+  display: block;
+}
+.ctb_global_show .ctb_show + .input_area,
+.ctb_global_show .ctb_show + div.text_cell_input,
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border-top-right-radius: 0px;
+  border-top-left-radius: 0px;
+}
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border: 1px solid #cfcfcf;
+}
+.celltoolbar {
+  font-size: 87%;
+  padding-top: 3px;
+}
+.celltoolbar select {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  padding: 0px;
+  display: inline-block;
+}
+.celltoolbar select:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.celltoolbar select::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.celltoolbar select:-ms-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-webkit-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.celltoolbar select[disabled],
+.celltoolbar select[readonly],
+fieldset[disabled] .celltoolbar select {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.celltoolbar select[disabled],
+fieldset[disabled] .celltoolbar select {
+  cursor: not-allowed;
+}
+textarea.celltoolbar select {
+  height: auto;
+}
+select.celltoolbar select {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.celltoolbar select,
+select[multiple].celltoolbar select {
+  height: auto;
+}
+.celltoolbar label {
+  margin-left: 5px;
+  margin-right: 5px;
+}
+.completions {
+  position: absolute;
+  z-index: 110;
+  overflow: hidden;
+  border: 1px solid #ababab;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  line-height: 1;
+}
+.completions select {
+  background: white;
+  outline: none;
+  border: none;
+  padding: 0px;
+  margin: 0px;
+  overflow: auto;
+  font-family: monospace;
+  font-size: 110%;
+  color: #000;
+  width: auto;
+}
+.completions select option.context {
+  color: #286090;
+}
+#kernel_logo_widget {
+  float: right !important;
+  float: right;
+}
+#kernel_logo_widget .current_kernel_logo {
+  display: none;
+  margin-top: -1px;
+  margin-bottom: -1px;
+  width: 32px;
+  height: 32px;
+}
+#menubar {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  margin-top: 1px;
+}
+#menubar .navbar {
+  border-top: 1px;
+  border-radius: 0px 0px 2px 2px;
+  margin-bottom: 0px;
+}
+#menubar .navbar-toggle {
+  float: left;
+  padding-top: 7px;
+  padding-bottom: 7px;
+  border: none;
+}
+#menubar .navbar-collapse {
+  clear: left;
+}
+.nav-wrapper {
+  border-bottom: 1px solid #e7e7e7;
+}
+i.menu-icon {
+  padding-top: 4px;
+}
+ul#help_menu li a {
+  overflow: hidden;
+  padding-right: 2.2em;
+}
+ul#help_menu li a i {
+  margin-right: -1.2em;
+}
+.dropdown-submenu {
+  position: relative;
+}
+.dropdown-submenu > .dropdown-menu {
+  top: 0;
+  left: 100%;
+  margin-top: -6px;
+  margin-left: -1px;
+}
+.dropdown-submenu:hover > .dropdown-menu {
+  display: block;
+}
+.dropdown-submenu > a:after {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  display: block;
+  content: "\f0da";
+  float: right;
+  color: #333333;
+  margin-top: 2px;
+  margin-right: -10px;
+}
+.dropdown-submenu > a:after.pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.pull-right {
+  margin-left: .3em;
+}
+.dropdown-submenu:hover > a:after {
+  color: #262626;
+}
+.dropdown-submenu.pull-left {
+  float: none;
+}
+.dropdown-submenu.pull-left > .dropdown-menu {
+  left: -100%;
+  margin-left: 10px;
+}
+#notification_area {
+  float: right !important;
+  float: right;
+  z-index: 10;
+}
+.indicator_area {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+#kernel_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  border-left: 1px solid;
+}
+#kernel_indicator .kernel_indicator_name {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#modal_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+#readonly-indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  margin-top: 2px;
+  margin-bottom: 0px;
+  margin-left: 0px;
+  margin-right: 0px;
+  display: none;
+}
+.modal_indicator:before {
+  width: 1.28571429em;
+  text-align: center;
+}
+.edit_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f040";
+}
+.edit_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: ' ';
+}
+.command_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f10c";
+}
+.kernel_idle_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f111";
+}
+.kernel_busy_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f1e2";
+}
+.kernel_dead_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f127";
+}
+.kernel_disconnected_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notification_widget {
+  color: #777;
+  z-index: 10;
+  background: rgba(240, 240, 240, 0.5);
+  margin-right: 4px;
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget:focus,
+.notification_widget.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.notification_widget:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active:hover,
+.notification_widget.active:hover,
+.open > .dropdown-toggle.notification_widget:hover,
+.notification_widget:active:focus,
+.notification_widget.active:focus,
+.open > .dropdown-toggle.notification_widget:focus,
+.notification_widget:active.focus,
+.notification_widget.active.focus,
+.open > .dropdown-toggle.notification_widget.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  background-image: none;
+}
+.notification_widget.disabled:hover,
+.notification_widget[disabled]:hover,
+fieldset[disabled] .notification_widget:hover,
+.notification_widget.disabled:focus,
+.notification_widget[disabled]:focus,
+fieldset[disabled] .notification_widget:focus,
+.notification_widget.disabled.focus,
+.notification_widget[disabled].focus,
+fieldset[disabled] .notification_widget.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget .badge {
+  color: #fff;
+  background-color: #333;
+}
+.notification_widget.warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning:focus,
+.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.notification_widget.warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active:hover,
+.notification_widget.warning.active:hover,
+.open > .dropdown-toggle.notification_widget.warning:hover,
+.notification_widget.warning:active:focus,
+.notification_widget.warning.active:focus,
+.open > .dropdown-toggle.notification_widget.warning:focus,
+.notification_widget.warning:active.focus,
+.notification_widget.warning.active.focus,
+.open > .dropdown-toggle.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  background-image: none;
+}
+.notification_widget.warning.disabled:hover,
+.notification_widget.warning[disabled]:hover,
+fieldset[disabled] .notification_widget.warning:hover,
+.notification_widget.warning.disabled:focus,
+.notification_widget.warning[disabled]:focus,
+fieldset[disabled] .notification_widget.warning:focus,
+.notification_widget.warning.disabled.focus,
+.notification_widget.warning[disabled].focus,
+fieldset[disabled] .notification_widget.warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.notification_widget.success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success:focus,
+.notification_widget.success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.notification_widget.success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active:hover,
+.notification_widget.success.active:hover,
+.open > .dropdown-toggle.notification_widget.success:hover,
+.notification_widget.success:active:focus,
+.notification_widget.success.active:focus,
+.open > .dropdown-toggle.notification_widget.success:focus,
+.notification_widget.success:active.focus,
+.notification_widget.success.active.focus,
+.open > .dropdown-toggle.notification_widget.success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  background-image: none;
+}
+.notification_widget.success.disabled:hover,
+.notification_widget.success[disabled]:hover,
+fieldset[disabled] .notification_widget.success:hover,
+.notification_widget.success.disabled:focus,
+.notification_widget.success[disabled]:focus,
+fieldset[disabled] .notification_widget.success:focus,
+.notification_widget.success.disabled.focus,
+.notification_widget.success[disabled].focus,
+fieldset[disabled] .notification_widget.success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.notification_widget.info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info:focus,
+.notification_widget.info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.notification_widget.info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active:hover,
+.notification_widget.info.active:hover,
+.open > .dropdown-toggle.notification_widget.info:hover,
+.notification_widget.info:active:focus,
+.notification_widget.info.active:focus,
+.open > .dropdown-toggle.notification_widget.info:focus,
+.notification_widget.info:active.focus,
+.notification_widget.info.active.focus,
+.open > .dropdown-toggle.notification_widget.info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  background-image: none;
+}
+.notification_widget.info.disabled:hover,
+.notification_widget.info[disabled]:hover,
+fieldset[disabled] .notification_widget.info:hover,
+.notification_widget.info.disabled:focus,
+.notification_widget.info[disabled]:focus,
+fieldset[disabled] .notification_widget.info:focus,
+.notification_widget.info.disabled.focus,
+.notification_widget.info[disabled].focus,
+fieldset[disabled] .notification_widget.info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.notification_widget.danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger:focus,
+.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.notification_widget.danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active:hover,
+.notification_widget.danger.active:hover,
+.open > .dropdown-toggle.notification_widget.danger:hover,
+.notification_widget.danger:active:focus,
+.notification_widget.danger.active:focus,
+.open > .dropdown-toggle.notification_widget.danger:focus,
+.notification_widget.danger:active.focus,
+.notification_widget.danger.active.focus,
+.open > .dropdown-toggle.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  background-image: none;
+}
+.notification_widget.danger.disabled:hover,
+.notification_widget.danger[disabled]:hover,
+fieldset[disabled] .notification_widget.danger:hover,
+.notification_widget.danger.disabled:focus,
+.notification_widget.danger[disabled]:focus,
+fieldset[disabled] .notification_widget.danger:focus,
+.notification_widget.danger.disabled.focus,
+.notification_widget.danger[disabled].focus,
+fieldset[disabled] .notification_widget.danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+div#pager {
+  background-color: #fff;
+  font-size: 14px;
+  line-height: 20px;
+  overflow: hidden;
+  display: none;
+  position: fixed;
+  bottom: 0px;
+  width: 100%;
+  max-height: 50%;
+  padding-top: 8px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  /* Display over codemirror */
+  z-index: 100;
+  /* Hack which prevents jquery ui resizable from changing top. */
+  top: auto !important;
+}
+div#pager pre {
+  line-height: 1.21429em;
+  color: #000;
+  background-color: #f7f7f7;
+  padding: 0.4em;
+}
+div#pager #pager-button-area {
+  position: absolute;
+  top: 8px;
+  right: 20px;
+}
+div#pager #pager-contents {
+  position: relative;
+  overflow: auto;
+  width: 100%;
+  height: 100%;
+}
+div#pager #pager-contents #pager-container {
+  position: relative;
+  padding: 15px 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+div#pager .ui-resizable-handle {
+  top: 0px;
+  height: 8px;
+  background: #f7f7f7;
+  border-top: 1px solid #cfcfcf;
+  border-bottom: 1px solid #cfcfcf;
+  /* This injects handle bars (a short, wide = symbol) for 
+        the resize handle. */
+}
+div#pager .ui-resizable-handle::after {
+  content: '';
+  top: 2px;
+  left: 50%;
+  height: 3px;
+  width: 30px;
+  margin-left: -15px;
+  position: absolute;
+  border-top: 1px solid #cfcfcf;
+}
+.quickhelp {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  line-height: 1.8em;
+}
+.shortcut_key {
+  display: inline-block;
+  width: 21ex;
+  text-align: right;
+  font-family: monospace;
+}
+.shortcut_descr {
+  display: inline-block;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+span.save_widget {
+  margin-top: 6px;
+}
+span.save_widget span.filename {
+  height: 1em;
+  line-height: 1em;
+  padding: 3px;
+  margin-left: 16px;
+  border: none;
+  font-size: 146.5%;
+  border-radius: 2px;
+}
+span.save_widget span.filename:hover {
+  background-color: #e6e6e6;
+}
+span.checkpoint_status,
+span.autosave_status {
+  font-size: small;
+}
+@media (max-width: 767px) {
+  span.save_widget {
+    font-size: small;
+  }
+  span.checkpoint_status,
+  span.autosave_status {
+    display: none;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  span.checkpoint_status {
+    display: none;
+  }
+  span.autosave_status {
+    font-size: x-small;
+  }
+}
+.toolbar {
+  padding: 0px;
+  margin-left: -5px;
+  margin-top: 2px;
+  margin-bottom: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.toolbar select,
+.toolbar label {
+  width: auto;
+  vertical-align: middle;
+  margin-right: 2px;
+  margin-bottom: 0px;
+  display: inline;
+  font-size: 92%;
+  margin-left: 0.3em;
+  margin-right: 0.3em;
+  padding: 0px;
+  padding-top: 3px;
+}
+.toolbar .btn {
+  padding: 2px 8px;
+}
+.toolbar .btn-group {
+  margin-top: 0px;
+  margin-left: 5px;
+}
+#maintoolbar {
+  margin-bottom: -3px;
+  margin-top: -8px;
+  border: 0px;
+  min-height: 27px;
+  margin-left: 0px;
+  padding-top: 11px;
+  padding-bottom: 3px;
+}
+#maintoolbar .navbar-text {
+  float: none;
+  vertical-align: middle;
+  text-align: right;
+  margin-left: 5px;
+  margin-right: 0px;
+  margin-top: 0px;
+}
+.select-xs {
+  height: 24px;
+}
+.pulse,
+.dropdown-menu > li > a.pulse,
+li.pulse > a.dropdown-toggle,
+li.pulse.open > a.dropdown-toggle {
+  background-color: #F37626;
+  color: white;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
+ * of chance of beeing generated from the ../less/[samename].less file, you can
+ * try to get back the less file by reverting somme commit in history
+ **/
+/*
+ * We'll try to get something pretty, so we
+ * have some strange css to have the scroll bar on
+ * the left with fix button on the top right of the tooltip
+ */
+@-moz-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-webkit-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-moz-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+@-webkit-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+/*properties of tooltip after "expand"*/
+.bigtooltip {
+  overflow: auto;
+  height: 200px;
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+}
+/*properties of tooltip before "expand"*/
+.smalltooltip {
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  height: 80px;
+}
+.tooltipbuttons {
+  position: absolute;
+  padding-right: 15px;
+  top: 0px;
+  right: 0px;
+}
+.tooltiptext {
+  /*avoid the button to overlap on some docstring*/
+  padding-right: 30px;
+}
+.ipython_tooltip {
+  max-width: 700px;
+  /*fade-in animation when inserted*/
+  -webkit-animation: fadeOut 400ms;
+  -moz-animation: fadeOut 400ms;
+  animation: fadeOut 400ms;
+  -webkit-animation: fadeIn 400ms;
+  -moz-animation: fadeIn 400ms;
+  animation: fadeIn 400ms;
+  vertical-align: middle;
+  background-color: #f7f7f7;
+  overflow: visible;
+  border: #ababab 1px solid;
+  outline: none;
+  padding: 3px;
+  margin: 0px;
+  padding-left: 7px;
+  font-family: monospace;
+  min-height: 50px;
+  -moz-box-shadow: 0px 6px 10px -1px #adadad;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  border-radius: 2px;
+  position: absolute;
+  z-index: 1000;
+}
+.ipython_tooltip a {
+  float: right;
+}
+.ipython_tooltip .tooltiptext pre {
+  border: 0;
+  border-radius: 0;
+  font-size: 100%;
+  background-color: #f7f7f7;
+}
+.pretooltiparrow {
+  left: 0px;
+  margin: 0px;
+  top: -16px;
+  width: 40px;
+  height: 16px;
+  overflow: hidden;
+  position: absolute;
+}
+.pretooltiparrow:before {
+  background-color: #f7f7f7;
+  border: 1px #ababab solid;
+  z-index: 11;
+  content: "";
+  position: absolute;
+  left: 15px;
+  top: 10px;
+  width: 25px;
+  height: 25px;
+  -webkit-transform: rotate(45deg);
+  -moz-transform: rotate(45deg);
+  -ms-transform: rotate(45deg);
+  -o-transform: rotate(45deg);
+}
+ul.typeahead-list i {
+  margin-left: -10px;
+  width: 18px;
+}
+ul.typeahead-list {
+  max-height: 80vh;
+  overflow: auto;
+}
+ul.typeahead-list > li > a {
+  /** Firefox bug **/
+  /* see https://github.com/jupyter/notebook/issues/559 */
+  white-space: normal;
+}
+.cmd-palette .modal-body {
+  padding: 7px;
+}
+.cmd-palette form {
+  background: white;
+}
+.cmd-palette input {
+  outline: none;
+}
+.no-shortcut {
+  display: none;
+}
+.command-shortcut:before {
+  content: "(command)";
+  padding-right: 3px;
+  color: #777777;
+}
+.edit-shortcut:before {
+  content: "(edit)";
+  padding-right: 3px;
+  color: #777777;
+}
+#find-and-replace #replace-preview .match,
+#find-and-replace #replace-preview .insert {
+  background-color: #BBDEFB;
+  border-color: #90CAF9;
+  border-style: solid;
+  border-width: 1px;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview .replace .match {
+  background-color: #FFCDD2;
+  border-color: #EF9A9A;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview .replace .insert {
+  background-color: #C8E6C9;
+  border-color: #A5D6A7;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview {
+  max-height: 60vh;
+  overflow: auto;
+}
+#find-and-replace #replace-preview pre {
+  padding: 5px 10px;
+}
+.terminal-app {
+  background: #EEE;
+}
+.terminal-app #header {
+  background: #fff;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.terminal-app .terminal {
+  width: 100%;
+  float: left;
+  font-family: monospace;
+  color: white;
+  background: black;
+  padding: 0.4em;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
+}
+.terminal-app .terminal,
+.terminal-app .terminal dummy-screen {
+  line-height: 1em;
+  font-size: 14px;
+}
+.terminal-app .terminal .xterm-rows {
+  padding: 10px;
+}
+.terminal-app .terminal-cursor {
+  color: black;
+  background: white;
+}
+.terminal-app #terminado-container {
+  margin-top: 20px;
+}
 /*# sourceMappingURL=style.min.css.map */
     </style>
 <style type="text/css">
@@ -95,8 +11654,10 @@
 .highlight .mh { color: #666666 } /* Literal.Number.Hex */
 .highlight .mi { color: #666666 } /* Literal.Number.Integer */
 .highlight .mo { color: #666666 } /* Literal.Number.Oct */
+.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
 .highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
 .highlight .sc { color: #BA2121 } /* Literal.String.Char */
+.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
 .highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
 .highlight .s2 { color: #BA2121 } /* Literal.String.Double */
 .highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
@@ -107,11 +11668,52 @@
 .highlight .s1 { color: #BA2121 } /* Literal.String.Single */
 .highlight .ss { color: #19177C } /* Literal.String.Symbol */
 .highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
+.highlight .fm { color: #0000FF } /* Name.Function.Magic */
 .highlight .vc { color: #19177C } /* Name.Variable.Class */
 .highlight .vg { color: #19177C } /* Name.Variable.Global */
 .highlight .vi { color: #19177C } /* Name.Variable.Instance */
+.highlight .vm { color: #19177C } /* Name.Variable.Magic */
 .highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
     </style>
+<style type="text/css">
+    
+/* Temporary definitions which will become obsolete with Notebook release 5.0 */
+.ansi-black-fg { color: #3E424D; }
+.ansi-black-bg { background-color: #3E424D; }
+.ansi-black-intense-fg { color: #282C36; }
+.ansi-black-intense-bg { background-color: #282C36; }
+.ansi-red-fg { color: #E75C58; }
+.ansi-red-bg { background-color: #E75C58; }
+.ansi-red-intense-fg { color: #B22B31; }
+.ansi-red-intense-bg { background-color: #B22B31; }
+.ansi-green-fg { color: #00A250; }
+.ansi-green-bg { background-color: #00A250; }
+.ansi-green-intense-fg { color: #007427; }
+.ansi-green-intense-bg { background-color: #007427; }
+.ansi-yellow-fg { color: #DDB62B; }
+.ansi-yellow-bg { background-color: #DDB62B; }
+.ansi-yellow-intense-fg { color: #B27D12; }
+.ansi-yellow-intense-bg { background-color: #B27D12; }
+.ansi-blue-fg { color: #208FFB; }
+.ansi-blue-bg { background-color: #208FFB; }
+.ansi-blue-intense-fg { color: #0065CA; }
+.ansi-blue-intense-bg { background-color: #0065CA; }
+.ansi-magenta-fg { color: #D160C4; }
+.ansi-magenta-bg { background-color: #D160C4; }
+.ansi-magenta-intense-fg { color: #A03196; }
+.ansi-magenta-intense-bg { background-color: #A03196; }
+.ansi-cyan-fg { color: #60C6C8; }
+.ansi-cyan-bg { background-color: #60C6C8; }
+.ansi-cyan-intense-fg { color: #258F8F; }
+.ansi-cyan-intense-bg { background-color: #258F8F; }
+.ansi-white-fg { color: #C5C1B4; }
+.ansi-white-bg { background-color: #C5C1B4; }
+.ansi-white-intense-fg { color: #A1A6B2; }
+.ansi-white-intense-bg { background-color: #A1A6B2; }
+
+.ansi-bold { font-weight: bold; }
+
+    </style>
 
 
 <style type="text/css">
@@ -124,9 +11726,7 @@
 div#notebook {
   overflow: visible;
   border-top: none;
-}
-
-@media print {
+}@media print {
   div.cell {
     display: block;
     page-break-inside: avoid;
@@ -147,7 +11747,7 @@
 
 <!-- Loading mathjax macro -->
 <!-- Load mathjax -->
-    <script src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS_HTML"></script>
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS_HTML"></script>
     <!-- MathJax configuration -->
     <script type="text/x-mathjax-config">
     MathJax.Hub.Config({
@@ -171,8 +11771,7 @@
   <div tabindex="-1" id="notebook" class="border-box-sizing">
     <div class="container" id="notebook-container">
 
-<div class="cell border-box-sizing text_cell rendered">
-<div class="prompt input_prompt">
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
@@ -209,10 +11808,14 @@
 <div class="output">
 
 
-<div class="output_area"><div class="prompt"></div>
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
 <div class="output_subarea output_stream output_stdout output_text">
 <pre>Using CAMB installed at c:\work\dist\git\camb\pycamb
-CAMB version: 0.1.6.1 
+CAMB version: 0.1.9 
 </pre>
 </div>
 </div>
@@ -230,7 +11833,7 @@
 <span class="n">pars</span> <span class="o">=</span> <span class="n">camb</span><span class="o">.</span><span class="n">CAMBparams</span><span class="p">()</span>
 <span class="c1">#This function sets up CosmoMC-like settings, with one massive neutrino and helium set using BBN consistency</span>
 <span class="n">pars</span><span class="o">.</span><span class="n">set_cosmology</span><span class="p">(</span><span class="n">H0</span><span class="o">=</span><span class="mf">67.5</span><span class="p">,</span> <span class="n">ombh2</span><span class="o">=</span><span class="mf">0.022</span><span class="p">,</span> <span class="n">omch2</span><span class="o">=</span><span class="mf">0.122</span><span class="p">,</span> <span class="n">mnu</span><span class="o">=</span><span class="mf">0.06</span><span class="p">,</span> <span class="n">omk</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">tau</span><span class="o">=</span><span class="mf">0.06</span><span class="p">)</span>
-<span class="n">pars</span><span class="o">.</span><span class="n">InitPower</span><span class="o">.</span><span class="n">set_params</span><span class="p">(</span><span class="n">ns</span><span class="o">=</span><span class="mf">0.965</span><span class="p">,</span> <span class="n">r</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="n">pars</span><span class="o">.</span><span class="n">InitPower</span><span class="o">.</span><span class="n">set_params</span><span class="p">(</span><span class="n">As</span><span class="o">=</span><span class="mf">2e-9</span><span class="p">,</span> <span class="n">ns</span><span class="o">=</span><span class="mf">0.965</span><span class="p">,</span> <span class="n">r</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
 <span class="n">pars</span><span class="o">.</span><span class="n">set_for_lmax</span><span class="p">(</span><span class="mi">2500</span><span class="p">,</span> <span class="n">lens_potential_accuracy</span><span class="o">=</span><span class="mi">0</span><span class="p">);</span>
 </pre></div>
 
@@ -271,7 +11874,11 @@
 <div class="output">
 
 
-<div class="output_area"><div class="prompt"></div>
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
 <div class="output_subarea output_stream output_stdout output_text">
 <pre>total
 lens_potential
@@ -304,13 +11911,13 @@
 <span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">ls</span><span class="p">,</span><span class="n">unlensedCL</span><span class="p">[:,</span><span class="mi">0</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;r&#39;</span><span class="p">)</span>
 <span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;TT&#39;</span><span class="p">)</span>
 <span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">ls</span><span class="p">[</span><span class="mi">2</span><span class="p">:],</span> <span class="mi">1</span><span class="o">-</span><span class="n">unlensedCL</span><span class="p">[</span><span class="mi">2</span><span class="p">:,</span><span class="mi">0</span><span class="p">]</span><span class="o">/</span><span class="n">totCL</span><span class="p">[</span><span class="mi">2</span><span class="p">:,</span><span class="mi">0</span><span class="p">]);</span>
-<span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">r&#39;$\Delta TT$&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;$\Delta TT$&#39;</span><span class="p">)</span>
 <span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">ls</span><span class="p">,</span><span class="n">totCL</span><span class="p">[:,</span><span class="mi">1</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">)</span>
 <span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">ls</span><span class="p">,</span><span class="n">unlensedCL</span><span class="p">[:,</span><span class="mi">1</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;r&#39;</span><span class="p">)</span>
-<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">r&#39;$EE$&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;$EE$&#39;</span><span class="p">)</span>
 <span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">ls</span><span class="p">,</span><span class="n">totCL</span><span class="p">[:,</span><span class="mi">3</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">)</span>
 <span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">ls</span><span class="p">,</span><span class="n">unlensedCL</span><span class="p">[:,</span><span class="mi">3</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;r&#39;</span><span class="p">)</span>
-<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">r&#39;$TE$&#39;</span><span class="p">);</span>
+<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;$TE$&#39;</span><span class="p">);</span>
 <span class="k">for</span> <span class="n">ax</span> <span class="ow">in</span> <span class="n">ax</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">):</span> <span class="n">ax</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">([</span><span class="mi">2</span><span class="p">,</span><span class="mi">2500</span><span class="p">]);</span>
 </pre></div>
 
@@ -322,1341 +11929,26 @@
 <div class="output">
 
 
-<div class="output_area"><div class="prompt"></div>
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
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 <pre>(2551L, 4L)
 </pre>
 </div>
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 >
 </div>
@@ -1670,10 +11962,86 @@
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
 <div class="prompt input_prompt">In&nbsp;[6]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># The lensing B modes are non-linear, so need to be calculated carefully if you want them accurate (even at low ell)</span>
+<span class="c1"># Need both high lmax, non-linear lensing and high k </span>
+<span class="c1"># lens_potential_accuracy=1 turns on the latter, and can be increased to check precision</span>
+
+<span class="n">pars</span><span class="o">.</span><span class="n">set_for_lmax</span><span class="p">(</span><span class="mi">2500</span><span class="p">,</span> <span class="n">lens_potential_accuracy</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">results</span> <span class="o">=</span> <span class="n">camb</span><span class="o">.</span><span class="n">get_results</span><span class="p">(</span><span class="n">pars</span><span class="p">)</span>
+<span class="n">lmax2500CL</span> <span class="o">=</span> <span class="n">results</span><span class="o">.</span><span class="n">get_lensed_scalar_cls</span><span class="p">(</span><span class="n">CMB_unit</span><span class="o">=</span><span class="s1">&#39;muK&#39;</span><span class="p">)</span>
+                  
+<span class="n">pars</span><span class="o">.</span><span class="n">set_for_lmax</span><span class="p">(</span><span class="mi">4000</span><span class="p">,</span> <span class="n">lens_potential_accuracy</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">results</span> <span class="o">=</span> <span class="n">camb</span><span class="o">.</span><span class="n">get_results</span><span class="p">(</span><span class="n">pars</span><span class="p">)</span>
+<span class="n">lmax4000CL</span> <span class="o">=</span> <span class="n">results</span><span class="o">.</span><span class="n">get_lensed_scalar_cls</span><span class="p">(</span><span class="n">CMB_unit</span><span class="o">=</span><span class="s1">&#39;muK&#39;</span><span class="p">)</span>
+
+<span class="n">pars</span><span class="o">.</span><span class="n">set_for_lmax</span><span class="p">(</span><span class="mi">4000</span><span class="p">,</span> <span class="n">lens_potential_accuracy</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+<span class="n">results</span> <span class="o">=</span> <span class="n">camb</span><span class="o">.</span><span class="n">get_results</span><span class="p">(</span><span class="n">pars</span><span class="p">)</span>
+<span class="n">accCL</span> <span class="o">=</span> <span class="n">results</span><span class="o">.</span><span class="n">get_lensed_scalar_cls</span><span class="p">(</span><span class="n">CMB_unit</span><span class="o">=</span><span class="s1">&#39;muK&#39;</span><span class="p">)</span>
+
+<span class="n">pars</span><span class="o">.</span><span class="n">set_for_lmax</span><span class="p">(</span><span class="mi">6000</span><span class="p">,</span> <span class="n">lens_potential_accuracy</span><span class="o">=</span><span class="mi">4</span><span class="p">)</span>
+<span class="n">results</span> <span class="o">=</span> <span class="n">camb</span><span class="o">.</span><span class="n">get_results</span><span class="p">(</span><span class="n">pars</span><span class="p">)</span>
+<span class="n">refCL</span> <span class="o">=</span> <span class="n">results</span><span class="o">.</span><span class="n">get_lensed_scalar_cls</span><span class="p">(</span><span class="n">CMB_unit</span><span class="o">=</span><span class="s1">&#39;muK&#39;</span><span class="p">)</span>
+
+
+<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span> <span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">12</span><span class="p">,</span><span class="mi">4</span><span class="p">))</span>
+<span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">ls</span><span class="p">,</span><span class="n">totCL</span><span class="p">[:</span><span class="nb">len</span><span class="p">(</span><span class="n">ls</span><span class="p">),</span><span class="mi">2</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;C0&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">ls</span><span class="p">,</span><span class="n">lmax2500CL</span><span class="p">[:</span><span class="nb">len</span><span class="p">(</span><span class="n">ls</span><span class="p">),</span><span class="mi">2</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;C1&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">ls</span><span class="p">,</span><span class="n">lmax4000CL</span><span class="p">[:</span><span class="nb">len</span><span class="p">(</span><span class="n">ls</span><span class="p">),</span><span class="mi">2</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;C2&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">ls</span><span class="p">,</span><span class="n">accCL</span><span class="p">[:</span><span class="nb">len</span><span class="p">(</span><span class="n">ls</span><span class="p">),</span><span class="mi">2</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;C3&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">ls</span><span class="p">,</span><span class="n">refCL</span><span class="p">[:</span><span class="nb">len</span><span class="p">(</span><span class="n">ls</span><span class="p">),</span><span class="mi">2</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">)</span>
+
+<span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">([</span><span class="mi">2</span><span class="p">,</span><span class="mi">2500</span><span class="p">])</span>
+<span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;$\ell(\ell+1)C_\ell^{BB}/2\pi\,[\mu {\rm K}^2]$&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">13</span><span class="p">)</span>
+
+<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">ls</span><span class="p">[</span><span class="mi">2</span><span class="p">:],</span><span class="n">totCL</span><span class="p">[</span><span class="mi">2</span><span class="p">:</span><span class="nb">len</span><span class="p">(</span><span class="n">ls</span><span class="p">),</span><span class="mi">2</span><span class="p">]</span><span class="o">/</span><span class="n">refCL</span><span class="p">[</span><span class="mi">2</span><span class="p">:</span><span class="nb">len</span><span class="p">(</span><span class="n">ls</span><span class="p">),</span><span class="mi">2</span><span class="p">]</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;C0&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">ls</span><span class="p">[</span><span class="mi">2</span><span class="p">:],</span><span class="n">lmax2500CL</span><span class="p">[</span><span class="mi">2</span><span class="p">:</span><span class="nb">len</span><span class="p">(</span><span class="n">ls</span><span class="p">),</span><span class="mi">2</span><span class="p">]</span><span class="o">/</span><span class="n">refCL</span><span class="p">[</span><span class="mi">2</span><span class="p">:</span><span class="nb">len</span><span class="p">(</span><span class="n">ls</span><span class="p">),</span><span class="mi">2</span><span class="p">]</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;C1&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">ls</span><span class="p">[</span><span class="mi">2</span><span class="p">:],</span><span class="n">lmax4000CL</span><span class="p">[</span><span class="mi">2</span><span class="p">:</span><span class="nb">len</span><span class="p">(</span><span class="n">ls</span><span class="p">),</span><span class="mi">2</span><span class="p">]</span><span class="o">/</span><span class="n">refCL</span><span class="p">[</span><span class="mi">2</span><span class="p">:</span><span class="nb">len</span><span class="p">(</span><span class="n">ls</span><span class="p">),</span><span class="mi">2</span><span class="p">]</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;C2&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">ls</span><span class="p">[</span><span class="mi">2</span><span class="p">:],</span><span class="n">accCL</span><span class="p">[</span><span class="mi">2</span><span class="p">:</span><span class="nb">len</span><span class="p">(</span><span class="n">ls</span><span class="p">),</span><span class="mi">2</span><span class="p">]</span><span class="o">/</span><span class="n">refCL</span><span class="p">[</span><span class="mi">2</span><span class="p">:</span><span class="nb">len</span><span class="p">(</span><span class="n">ls</span><span class="p">),</span><span class="mi">2</span><span class="p">]</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;C3&#39;</span><span class="p">)</span>
+
+<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">axhline</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">([</span><span class="mi">2</span><span class="p">,</span><span class="mi">2500</span><span class="p">])</span>
+<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;fractional error&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">13</span><span class="p">);</span>
+<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s1">&#39;Default accuracy&#39;</span><span class="p">,</span><span class="s1">&#39;lmax=2500, lens_potential_accuracy=1&#39;</span><span class="p">,</span>
+           <span class="s1">&#39;lmax=4000, lens_potential_accuracy=1&#39;</span><span class="p">,</span><span class="s1">&#39;lmax=4000, lens_potential_accuracy=2&#39;</span><span class="p">]);</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[7]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#You can calculate spectra for different primordial power spectra without recalculating everything</span>
 <span class="c1">#for example, let&#39;s plot the BB spectra as a function of r</span>
+<span class="n">pars</span><span class="o">.</span><span class="n">set_for_lmax</span><span class="p">(</span><span class="mi">4000</span><span class="p">,</span> <span class="n">lens_potential_accuracy</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
 <span class="n">pars</span><span class="o">.</span><span class="n">WantTensors</span> <span class="o">=</span> <span class="bp">True</span>
 <span class="n">results</span> <span class="o">=</span> <span class="n">camb</span><span class="o">.</span><span class="n">get_transfer_functions</span><span class="p">(</span><span class="n">pars</span><span class="p">)</span>
 <span class="n">lmax</span><span class="o">=</span><span class="mi">2000</span>
@@ -1686,8 +12054,8 @@
     <span class="n">plt</span><span class="o">.</span><span class="n">loglog</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">lmax</span><span class="o">+</span><span class="mi">1</span><span class="p">),</span><span class="n">cl</span><span class="p">[:,</span><span class="mi">2</span><span class="p">])</span>
 <span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">([</span><span class="mi">2</span><span class="p">,</span><span class="n">lmax</span><span class="p">])</span>
 <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s2">&quot;$r = </span><span class="si">%s</span><span class="s2">$&quot;</span><span class="o">%</span><span class="k">r</span> for r in  rs], loc=&#39;lower right&#39;);
-<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">r&#39;$\ell(\ell+1)C_\ell^{BB}/ (2\pi \mu{\rm K}^2)$&#39;</span><span class="p">)</span>
-<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">r&#39;$\ell$&#39;</span><span class="p">);</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;$\ell(\ell+1)C_\ell^{BB}/ (2\pi \mu{\rm K}^2)$&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;$\ell$&#39;</span><span class="p">);</span>
 </pre></div>
 
 </div>
@@ -1698,446 +12066,15 @@
 <div class="output">
 
 
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+<div class="prompt"></div>
+
+
 
 
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 >
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-<div class="prompt input_prompt">In&nbsp;[7]:</div>
+<div class="prompt input_prompt">In&nbsp;[8]:</div>
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 <div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#Now get matter power spectra and sigma8 at redshift 0 and 0.8</span>
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+<div class="output_area">
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 <pre>Note: redshifts have been re-sorted (earliest first)
 </pre>
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-<div class="prompt input_prompt">In&nbsp;[8]:</div>
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-<div class="output_area"><div class="prompt"></div>
+<div class="output_area">
+
+<div class="prompt"></div>
+
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-<pre>[ 0.53303062  0.80257025]
+<pre>[0.53303062 0.80257025]
 </pre>
 </div>
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-<div class="prompt input_prompt">In&nbsp;[9]:</div>
+<div class="prompt input_prompt">In&nbsp;[10]:</div>
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 <div class=" highlight hl-ipython2"><pre><span></span><span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="p">(</span><span class="n">redshift</span><span class="p">,</span> <span class="n">line</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">z</span><span class="p">,[</span><span class="s1">&#39;-&#39;</span><span class="p">,</span><span class="s1">&#39;--&#39;</span><span class="p">])):</span>
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@@ -2598,7 +12206,7 @@
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-<div class="prompt input_prompt">In&nbsp;[10]:</div>
+<div class="prompt input_prompt">In&nbsp;[11]:</div>
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 <div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#Plot CMB lensing potential power for various values of w</span>
@@ -2630,445 +12238,30 @@
 <div class="output">
 
 
-<div class="output_area"><div class="prompt"></div>
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stderr output_text">
+<pre>WARNING:root:Currently dark energy parameters are changed globally, not per parameter set
+WARNING:root:Currently dark energy parameters are changed globally, not per parameter set
+WARNING:root:Currently dark energy parameters are changed globally, not per parameter set
+WARNING:root:Currently dark energy parameters are changed globally, not per parameter set
+WARNING:root:Currently dark energy parameters are changed globally, not per parameter set
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
 
 
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qQsYfXp1ZhtZob69ed+i4aYxB+grpJDmnhmV46nRhfOE0PDGRfrj1y6yN+IFCyNXbPBIgjCAmAUUCSKYsyf/n048AH11Ze+EkXxrSacayzgJYri55c6VgoWqDVZ2ZiUz8+H89hzugSrTWS4RykP6Q7QsWwj8ppiUNpD+xGI0WM57uLL5txf2ZK5hdyqXOSCnHifeIYFDWNw4GBcNa4XnN9SXk7Vjl+p2r2L6j17sen1IJdj16ULDv36Yd+vL5qoqH80SGw2keoKI/qSWgyldVRVGKnVm6gxmOq/6k0Yayz1YWKyQjN/FWRyAZVGgZ2jEq2TCjsnFVonFY6uGnQedjh52KFzt0OhurKegiiK1B1PonLNGvTr1mEtL0fh6YnzxDtxuf12FB4elNSWsCxlGd+d/A6DyUBv7zgekbnTMWE5osnANtUQXqocg4tPCHNHRxMf6nZFbbreSMHS2LUcLP2BKmDRuWARBEEOpALDgBzgD2AS9SHz5v+c4n5RFIvOft8PwDRRFC9Z5OdGDRZRFDmeq+f7hCxWJ+ZhqLMQrTPzlM9R+lZtRlNyrL4YY8Rw6Hg72d7RrMvZxi9pv5Cpz0QhU9DLpxfDgoYxKGAQzhrnC85vzsvDsHUbhi1bqDl4EGw2FB4e2PfvVx8mvXv/IxfZ66rNlOVXU5ZXf6sorEZfUoehrA6b9cKfb5VG3hAAWkcVanslSs3ZXohajursV9lFFiCKtj/3aupvplrLBUFVozdhNl5Y5sVep8LV1x43f0fc/R1w93fA2Vt7WT0e0Wymatcuypctp3rPHlAqcRo2DNe778KuSxeqzdX8cPIHFhxfQIWxgoG+fXjEqCDi8PfYRIHlwkjeqR7JgM7hvDAiEl9nu2a34XrU1oKlqWXzp0yZQkJCAkqlkri4OD7//HOUSiX//e9/Wbp0KQAWi4WUlBSKi4txdXUlODgYR0dH5HI5CoWCv3ovvGaDBUAQhGBg3Z+CpRcwVxTFm8/+/QUAURT/N1T+fI5A4N+iKE5vymPeaMFSUWNi1eFcvk/IISVfj73CxhNBmYyT7cQ1dweCzQw+naHzZCrb38SmogTWnllLYnEiAgI9vHswKnQUQ4KG4KS6MBiMZ85g2LIVw5Yt1CUlAaAOD8dx2FAchgxBEx3dYhsoiaKIvqSOogw9hZl6ynKrKM2rpqbS1HCMUi3HxVuLk7sdTu4aHN3qvzq52eHgor7i3kNT2mistlBZXEtlSQ364loqi2opPRt6Vkt97TK5UoZXsBM+7XT4hDnjHeqEupl1wYzp6VR89x0VP/2MzWBAGxeH2/Tp2PftQ42lhiXJS/g26VsMZgM3+/bjcX0N/sdWUaN04T91d7CGAcwcGM70/qE3fOHLthYsRUVFZGZmsmrVKlxcXP4yWNavX8+IESMAmDx5Mv3792fmzJkXHLN27VrmzZvH9u3bAQgODiYhIQF3d/e/bcOVBEtbnC7iB2T/6e85QPwlvucB4Ju/O0AQhBnADIDAwMArad81wWYT2XumlO8TstmUVIDJYmO0Vwnvtz9A++KNyHJLwN4D4h/E1HECu8ylrD2zll3rPsdisxDmHMYTsU9wS+gtja6ZGNPS0a9bh37DBkzp9Rfs7Tp3xvOZp3EcOhRVcHCLPIfaKhNFGQYKM/T1YZKhp66qvuKxXCnD1ceewChXXHztcfWxx83PAQcXdavuBCgIAhoHJRoHJV4hF4aw1WqjorCGkuwqijL1FJyp5NDmLMSNmQgCeIU4EdjBjcAObngGOiJc4lqIOiQErxdewOOxxyj/8UfKvllI9vTpqKOicJ8xnRk3T2di5ES+TfqWJSlL2G6zcPegmUw7dYC3cj5jhmYXj26dws+HY3hjXEd6SsNjbUZTy+aPHDmy4c9xcXHknJ0I82fLly9n0qRJLd7Gv9MWeyy3AzeLojjt7N/vAuJEUXy0pR7zeu6x5FXUsuJgDj8kZJNTXkuAppZ/+R1lYN1W7EqT6lfAtx+B2HkyR5w9WJ3+C5syNmEwGXC3c2dkyEhGhY4i0jXygjdoc0EB+vUb0K9bV3/xXRDQxsfjeNMwHIcMQenldcVtr640kpdaQW5qOXmnKigvOLunigCuPvZ4BTvhGeyEV7ATrn72/+jF86vFbLRSmF5JbmoFWUmlFGUZQASNg5Lgjm60i/UkIMoVeRNqg4kmE5Vr11H61VeY0tNRt2+Px+OP4zBoIEU1RXx4+EPWnFmDm8aNx9zjufXQSmTVJaxS3MzLVeO5JS6S50dEobO78SoqX/DpfMPzUHCsZR/AuyOMuOSl4kbmzp2Lg4PDX/ZYzjGbzcTHx/PBBx/Qr1+/hn+vqanB39+f06dP4+pafx00JCQEFxcXBEHgwQcfZMaMGRc95/XWY8kBAv70d38gr5Xack0wWWxsTSnk+z+y2XWqvm7QPf5FPOD+KwF5GxFyjeDbFUa+S0X4UNbm/8bKE59zpvIMdgo7hgQOYXToaOJ84lDIzv9IWCsq0G/ejH7dL9T88QeIIpqOHfF64Xkch49A6eV5Re021pjJOVFOVkoZeakVVBTWB4lKI8cn3JnIXj54hTjhEeiIStMWf1SvnFItxz/SFf9IV+LHhFJrMJGdUkbm8VLSEks48XsBaq2CkC4ehMV64h/l8peBKqhUOI8fh27sreg3bKT4ow/Jefhh7Dp3xuPJJ3m97+tMipzE2wfe5uWc9XzfvgtzcGfs4e8Z6pjA0wfvZlhKEa/e2oHhMT4XfQxJ2/Twww/Tv3//C0IF6ofB+vTp0xAqAHv27MHX15eioiKGDRtGZGQk/fv3b9H2tMXf1j+AcEEQQoBcYCIwuXWb1DbllNewbH8WPyRkU1JlItRR5IuoowzQr0NVklQ/RTj2LsTYe0kQ6liRuoKt6z7DZDPRyb0Tr/R+heHBwy9Y/W4zGqnato3Kdb9QtXs3mM2ogoNxf2QWultuuaJhLptNpChTT3ZyGVlJZRRm6BFtIiqNHN9wZ6L7+uIX4Yy7vwOy66A3cjnsHFVExHkTEeeN1WwjO6WM04eKSDtUxIm9+WidVET28iGqjw/OnhcvQCnI5ehG3YLTzTdR8fPPlMz/hKx778W+Xz/Cn5/NohGL2JC+gf8m/JfJdaeY3P9+HjnxO1+Y32en8AdPLZnML52j+M+tHW7MUv2X0bNoCZdTNh/glVdeobi4mM8/bzwh9rvvvms0DHbuvJ6entx2220cOHCgxYOltWeFLQcGAu5AIfCyKIpfC4IwEvg/6meCLRBF8fUWerzRwOiwsLDpp06daolTXnVWm8iu1GKW7Mtk+8kiBODukCqma3fgm7UWwVRV3+3u/gCl4YNZk72dladWkqnPxFHpyKh2oxgfPp72ru0vOG9dcjIVK3+ict06bJWVKDw9cRo5EqdRo9B0uPwL8KZaC5lJpaQfKSEruRRjtQUE8Ax0JLCDGwHRrniFOF0Xw1r/JKvZRmZSKSl788k8XopoE/Fr70yHvn6Exnr87etnMxopX7qMkk8+wVZXh+uUybg//DDVdgIfHvqQH07+gKfWkxfsoxh88DvqBDv+VXcXe+0G8u4dXegX7nEVn2nraGsX78+51FDYV199xYIFC9i2bRt2dhfO8KusrCQkJITs7GzszxY9ra6uxmaz4ejoSHV1NcOGDWPOnDkMHz680bmv6VlhreFavMZSWmXkh4Qclh3IJLusFj97eDHkJEOqf0GdnwAKDcSMx9btXvbJLKw8tZLt2dux2CzEesYyPmI8w4KGYac4/8Nnraykcu06Kn5aiTE5BUGlwnHoUHTjx2Hfs+dlF26sKjeScbSY9CMl5Jwsx2YV0TgoCYpxI7CDKwFRrtg53ICfhFtIdYWRlN/zSdmTh76kDgcXNZ0GBRDdzxe13V8PQlhKSyn+4EMqfvwRubMzHo8/jvPtEzhadpxXf3+V1PJUbvbuxYvZp3HJOcivir48XnU3t/WOYfbwSOz+4Rl1ramtBUtTy+YrFAqCgoJwPFtbbty4cQ07SC5cuJCNGzfy3XffNZw3LS2N2267Daifhjx58mRefPHFi7ZBCpZmulaCRRRFDmVVsPj3DNYfK8BktTE2oIZHdb8RmrsaobYc3MKh+/0URwxjVe6vrDy1ktyqXHRqHWPajWF8+HjaObc7f06bjZp9+6hYsRLD1q2IJhPq6Cicx41HN+oW5M7Of92gv1FRWMPpg0WkHymmKLN+10QnDztCO7sT0tkD73Y6qax7CxNtIpnHS0nclkXuyQqUajnRfXzpPDQAR1fNX35fXXIyhW+8SU1CAprOnfB59T/Iw0NYeHwhnxz5BCeVEy/rujDowBIMchceqp5OgVs8H07sSoyf7io+w6unrQVLWyAFSzO19WAxWqysP5bPwj0ZHMmpxEUNL4SmMcq0EW3ub/WLGCNHIXa/nwQ7LctOLGNH9g6sopU47zjGh49nSNAQ1HJ1wznNublU/LyKyp9+wpyXh0ynQzdqFM7jx6GJjr6sdupLazl9sIjTCUUUZ9WHiWewEyGd3Qnp7I6rj32rTv29kRRnGUjclsXpP4pAgOg+vnQbEYSDy8UDRhRF9GvXUvjmW1gNBtzuvx/3h2dyqiaTl/a8xImyE4zx6cPsk3/gVHqapbIxvGG8nedHdWJqz6Dr7v9VCpbGpGBpprYaLEWGOpbtz2LJvixKqox0czMxx/t3OhasQlZdCLoA6HYvxk53sr44gaUpSzlZfhKdWse4sHGMjxhPkFNQw/lEiwXD9u1UfPc91b//DqKIfe9e6MaPx3HoUGRq9d+05uKqK41nw6SQgrT6IgeeQY6E9/CiXazn335SlvzzDGV1HNyQQcrefBCgQx9fYocH4+By8f9rS3k5Re/8l8qff0YZGIjPq6+g6tGNz49+zlfHvsJN48obykDij/xMljKUe6seJjImlrfGd8JJc/1MS5aCpTEpWJqprQXL0ZwKvtmTwbqjeZitIvcFl/GQZgueWevrV8WH3wQ9plHo25HvU1ewInUF5cZywpzDmBo1lVtCb0GjOP+GbikupvzHH6n4/gcshYUofHxwHjcO3W23ofL3a3b7jDVmTh8s4tQfheSeqgAR3PwdCO/uSVg3L3QeUlmQtkZfWsvBDZmc2JuPIBPoPCSAbsODUP3FNZjqffvIf/llzJlZuEyZguczT5NSncbzu58nU5/JNL/BzDy0BtFYy3PG+znkNJT5k2Pp6H99DI1JwdKYFCxN1JZmhZmtNjYcL2DhnnQOZVWgU4m81C6N0bWr0RQkgMoBuk5F7DGdI7YqlqUsY0vmFqyilYEBA5kaNZUe3j0ahiREUaT24EHKly1Dv3kLWCzY9+mDy+RJOAwY0Ow9TGxWG9kp5ZzYl096YglWiw0Xby1h3TwJ6+6Fq0/jnR4lbY++pJb9a9NI3V+InaOSuNGhRPfxueh0blttLUXz5lG+aDGq4GB833oTsUMEbx14i59P/0wX12jeLirBNzuBn2Q3M8c4hdmjOl8XQ2NSsDQmBUsztWaPpbTKyPIDWSzel0mh3kgnVwtzfBOILVyBzJAHLiEQ/yDmjnewsWAvy1KWcbz0OI5KR24Lv42JkRMJcDy/ftRWXU3l2rWUL1uOMTUVmaMjzuNuw3niRNQhIc1vX14VJ38v4OT+Amr0JjT2SsLjvIjs6Y1HoOM1/wZyoyrK1PPbj6fIP12Ji489fW8PIzD64iVcqvftI+9f/8JSUIjb9Ol4zHqYDTlbeXXfq8gEGa/aRzH00AoyVWHcZZhFfGw3/jM25pquNyYFS2NSsDRTawRLUl4lC/dksPpIHiaLjUlBBh6134pP1loESx2EDICeMynx78aPp1byQ+oPlNSWEOwUzJSoKYxpN+aChYzGM2coX7acylWrsFVXo46KwmXyJHS33IJMe/GFc3+lrspM6h+FnNyXT1GmAZlMIDDGjahePgR1dGtSORFJ2yeKImmJxez96Qz64lrCunnS945w7HWNr79YDQYK33yLyp9+QhMdjd+89yl0lTF712yOlRxjsncfnj68AZvZwsO1D1HqN5jPpsbio7s2h0WlYGlMCpZmulrBYrHa2JJcyDd7MjiQUYa9UuCFsEzGmdaizd1Tv/ak050Q/xBJCpFlKcvYkL4Bs81MX7++TI2aSi/fXsiE+jdbwjQXAAAgAElEQVR20WzGsH0H5cuWUbN/P4JSieOI4bhMmoRdly7N6k3YbCJZZxfcZRwtwWYVcQ9wILKnD+E9vNA6SetMrldWs41DmzM5uCETuUIg/tZ2xAzwu+h0cMPWreS9+BJYLHi/8graETcx79A8FicvpqtrNO/m5eGRf4yPbLezSHkHn97VjR7Brhd51LatrQVLU8vmp6enM3HiRMrKyoiNjWXx4sWoVCoWLlzIs88+i59f/TXVRx55hGnTpjWrDVKwNNM/HSwVNSaWH8hm8e8Z5FXW0d7ZxtyAROKKVyCvyAAnP4ibjqXLFLaWHGJZyjIOFx1Gq9Bya9itTI6cTLAuuOF85qIiKs5djC8qQuHrg8vESTiPH4fCrXkVaavKjaTszSP5tzyqyo3YOSqJiPMmspc37v6OLfo6SNq2iqIadi0/SXZKOZ5BjgycGolHQOOfAXNeHrnPPEvtoUPoxo/D+8UX2Vy4izl752Cv0PKu4EW35I3slPfi0doZPDs69pq77tLWgqWpZfPvuOMOxo0bx8SJE3nooYfo3LkzM2fOZOHChSQkJPDxxx9fdhukYGmif/ri/YkCPd/uzeDnw7nUmW3cFljHE047CMz6ub7USkBP6PkQFSH9WHFmFd+d+I7CmkL8HfyZHDWZsWFjcVSd/8WuPXKEskWL0W/aVH8xvm/f8xfjm7EqXrSJZKWUkbQrl4xj9eVAAqJc6NDPj+DO7lI5lRuYKIqcTihi94+nMFaZ6X5LMLHDgxr9TIgWC8UffUzpF1+gCg3Fb9775HjIePLXJ8k2ZPO0WxxTEn4kVxHE5KrHGBgfx8ujo1FcIz9bbS1Yzvm7ki6iKOLh4UFBQQEKhYLff/+duXPnsmnTplYPlrZYhPIfI4riWmBt9+7dm7QhWFNYbSLbUgpZuDeDvWdKUSsEZofncYf1FxyytkOJEmLGQ8+HSLWzZ1nKMtb99DpGq5F4n3he6vkS/fz6IZfVB4VoNmPYsoWybxdRe+QIMgcHXKdMwWXSxGYXgKyuNJKyN5/k3/IwlNZh56iky9AAovv6/mUBQ8mNRRAEwnt4ERDtyq7vUjmwNp20xGKG3huNm5/D+eMUCjyffAL7+Dhyn5tNxp0T8XntPyy7ZRkv/fYS72Rv53iPW5l7dAebtS8z7cAs7i+r4ePJXa+59S5vH3ibE2UnWvScka6RzI6b3aLnLC0txdnZGcXZGZ/+/v7k5uY23L9y5Up27dpFREQE8+bNIyAg4K9O1eJuqGBpSZW1Zn5MyObb3zPILqsl1Am+7XicvmUrkKen1m+iNeB5rN3u4deKFJYd+5gDBQfQyDWMbjeayZGTCXcJbziftaKC8h9/pHzpMiwFBSiDAvF66SV0Y8cid2j61F7RJpJzspyk3bmkJ5ZgO1ussNdt7Qjt7IFceW18gpRcXRp7JTc90IF2sR7sXHaSH974gx6jQoi9OeiCay/2vXsT+vNP5DzxJHlPP4Prffcx76l3+TplIR8e/pDsqG58kJfL4qJ3+HdaMeM/qWXBvT0IcJU+yLS0i402nRt+HD16NJMmTUKtVvPZZ59xzz33NOwgeTVIwdJMp4uq+HZvBisP5VBjsjIywMxC/12EZq1AOFVZv8Xv2M/QRwzj5/RfWL7lfnKrcvG29+bJbk8yPnw8OvX5RWXGM2coW7yYylWrEevq0PbqiffLc+qHu2RND4Fag4mU3/NJ3p1HZXEtansFHQf706GvLy7e0poTSdO06+qJb5gzO5ensn91GtnJZQy9L/qCigoKDw+CvllA4dvvUPbNN9QlJ3PfvPcJdQ7lhd0vMNHNgY8cevH6ma/4Rl/EuPl1fHZ3HN2CXFrxmTVdS/csmqq5ZfPd3d2pqKjAYrGgUCjIyclp+B63P117nT59OrNnX93nJAVLE9hsIjtTi1mwJ53dp0pQyQWeCC9mirABXcYmKBEgajT0nEmakyfLTixjzc/zqLXUEusZy9Pdn2ZQwKCGTbREUaT6tz2ULVpE9e7dCCoVTmNG43rX3WjaRzS5XaIoUpiu5+iOHM4cLsJmEfEJ09FjVAjtYj1QXMPrCiStx85RxfAZMZzcl8/O5al8/9oBBt8VRWjX8+XzBZUK73+/hCYmhoK5c0kfP4HeH37A4hGLeWT7I9wjFPFGp9Hcd3QNoRRx35czee32OMZ0btoeIzeiWbNmMWvWrCYfLwgCgwYNYsWKFUycOJFvv/2WW2+9FYD8/Hx8fOo3a1uzZs1Vv350Q128P6eps8IMdWZWHMzh270ZZJTW4O8g8HLoCQZV/ISi6BhonKHbvdi638+e6iyWpixlT94elDIlI0NGMiVqClFu5/9DbTU1VK5ZQ9mixZjS0pB7uOM6eTLOd96JwrXpUzStZhunDxVxdHs2RZkGVBo57Xv50KGfL26+Dpc+gUTSRBVFNWz5OomiTAMx/f3oMyEMxf+Uz69NSiL30cewlJTg89p/MA/rzRM7nuBI8REeduvBgwk/kaYMZ5LhCe4f3pOHBoS2uRljbe3ifVPL5qelpTVMN+7atStLlixBrVbzwgsvsGbNGhQKBa6urnz66adERkY2qw3SrLBmulSwpJdU8+3eDFYczKHKaGGwn43Z7nuIyP4RoaYEPCIh/iGqo0axOmsLy08sJ0OfgYedB3e2v5MJERNwszvfFTXn51O+bBnlP/yIrbISTYcOuN5zN07DhyOomr5epLrSyPFduSTtyqXWYMbZS0unQf607+l93W7dK2l9VouNfavTSNyShauvPcNnxDQaXrWUl5P7+BPUHDiA20MP4jTrQV7d9x/Wpq3lFreuvHpkC1WiIxOrn6J3r378e1Q08ja0jUJbC5a2QAqWJvq76caiKLL7VAkL92aw42QRCpnAzPBK7pVvxDX9F7BZIOJmiH+IbI92LDuxnFWnV1FlrqKTeyemRE1hWNAwlPLzM2BqExMpW7QI/abNIIo4DhuG6z13Y9e1a5M/sV0w3HWwCJsoEhTjRqdB/gREuiK0oV9OyfUtK6mULd8kYzXbGHJPFO1iPS+4XzSZKPjPf6j4cQWON9+Mz5tv8PXpJXx0+CPiXaN5PzURVY2Be2ufxK3DEN67o3ObKQMjBUtjUrA00597LNVGCz8dzmXhnnTOFFfjZS9jTrsz3GT4GWV+Qv2+8V2nIPaYzn5zCUuTl7IzZydyQc5NwTcxJWoKnTw6NZxbNJvRb95M2aJF1B05Wl+76/bbcZ0yGaVf0ysLW802Th8s5OiOnIbhrqjevsQM9JOmCktajaGsjk1fHqcwXU+XYYH0Ght6QUFLURQpW/gtRe+8g6ZDB/znz2dj1X7m7JlDsKM/n+YX4FGcziPGhykLGsEXd3dHZ9f605GlYGlMCpZm6t69u/jz5l18uzeD7xOyMdRZ6OMD//LaT3TuDwiG/LPFIB+iNmYc6/J2sixlGacrTuOqceX2iNu5o/0deGrPf2KzlJdT8eMKypcuxVJYiCooCJe778J57Fhk9k2flVVdcXa4a7c03CVpm6xmG7+tOMXxnbn4hjtz07QOjeqNGbbvIO+ZZ5A5OOD/6Sckuuh58tcnsVdo+cQgEpF9mLnWe9nvNo6F98XhrWvdfXykYGlMCpZm8giJFh0m/heZIPBAeA0zVJtwS19TXwwydCDEzyTPJ4bvTv3AytSV6E16olyjmBI1heEhwy/YmdF4+jRlixZTuWYNYl0d9r174XL33Tj079/k6cLScJfkWnRyXz6/Lj2JSqtgxIMd8Q69cG+WupMnyZ45E2t5BX7vvUdeF18e3vYw1aYq5oke9Dq9m8/EcSxST2HRtHjCPFuvpJAULI1JwdJM9r7h4pL3nmFkzWrU2XtAYQed70SMe5BD1LI0ZSnbsrYhIDA4cDBTo6bS1fP8dRHRaqVq5y7Klyyheu9eBLUa3ZgxuNw1FU1E06cLS8NdkmtdSY6BDZ8do6rCyOCpkbTv6XPB/ZbiYrJnPkxdcjLec+ZgHD2AmVtnklGZwat2YYxO2swqYSivMY1vHujdahuHScHSmBQszdTV3048PE0FTv4QNw1j54lsKNzPspRlpJSl4KRyYkLEBCa2n4iPw/lfFKteT8XKnyhftgxzdjYKLy9cJk2sny7s0vTFX/873OXiraXjQGm4S3Jtqqsys/GLY+SmVhB7cyA9b213QS/bVl1NzlNPUb1zF+4Pz0T94L089etT7C/Yz7POXbj78Bp2y3rwpPUx5t/Th/jQ5hVWbQlSsDQmBUszdfHXiombllIUGM/3p1eyInUFZXVlhDmHMSVqCreE3oKd4vy+EsbTpylbsoTK1WsQa2ux694N16lTcRwyBEHZtAuPFxvuCo5xo9OgAPyjXNrcvH6JpDmsVhu7v0slaXcewZ3cGXZ/9AUfkkSLhfy5c6lcsRLdbbfh9vKLvLDv32zJ3MJ0tx48kvATx+TR3Gd8mvem9mNQpOffPFrLa2vBIooijz/+OOvXr0er1bJw4UJiY2MbHbd8+XLeeOMNBEHA19eXJUuW4O7uzrPPPsvatWtRqVS0a9eOb775BmdnZzIyMoiKiqJ9+/YA9OzZk88+++yibZCCpZlCgz3ECYvuY0tG/Va/AwIGMDVqKnHecf8z3LXz7HDX7/Wr40eNwnXqFDTR0U1+rIsOd/XxpeNAP3Qe0nCX5PohiiLHfs3htx9O4eprz8iHO+HkZnfB/SXzP6Hk44+x79sXn3nv8/qx91h5aiV3enTn+YQ1pAkhTKp9jrl39mX0VVyl39aCZf369Xz00UesX7+e/fv38/jjj7N///4LjrFYLPj6+pKcnIy7uzvPPfccWq2WuXPnsnnzZgYPHoxCoWgo5/L222+TkZHBqFGjOH78+CXbIFU3bqJz61g0wRp25+xmUtQkJkVOumCrX2tl5fnhrpwcFN7eeDz5JM533H7Fw139J0ZIw12S65YgCHQaFICzl5ZNXyax4q0ERs7s1HBRXxAEPB6ZhdLbi/yX55Jzz728+Pln6NQ6FhxfQGXsCF4/vJmfta8z/rvnqDb2Y2JcYCs/q9axevVq7r77bgRBoGfPnlRUVFxQpgXqg1oURaqrq3Fzc0Ov1xMWFgbATTfd1HBcz549WbFixVVt/w31DneubL57sNP0rbdvxV55fhrwxYa7PJ95BsehQxAUTXuZGoa7tmdz5lCxNNwluSEFRrsxYXY3fpl/lFXzDjPs/mjadT0/tOU8YQIKDw9ynniSzKlTmfX1AnRqHfMOzsPQeSDvHf+NtfavM+6n2Rjq+jG9f+hVbX/BG29gTGnZsvnqqEi8//WvJh+fm5t7QZn7cyXx/xwsSqWSTz/9lI4dO2Jvb094eDjz589vdK4FCxZw5513Nvw9PT2drl274uTkxGuvvUa/fv0u81n9tRsqWM5RIsdeaV8/3PXrr5QtWULN7/sQ1GqcRt2C69SpaJrRLbaabZw6WMixPw13dRzkLw13SW5YLt72jJ/djfWfHGXjF8fpOyGczkPOv1E6DBhA4IKvyX7wITKnTGHKgq9x7u3MK7+/woNRccw/eYh1Dq8xbsNsakxWHh8a/jePdv35u5L455jNZj799FMOHz5MaGgojz76KG+++SYvvfRSwzGvv/46CoWCKVOmAODj40NWVhZubm4cPHiQsWPHkpSUhJOTU4u2/4YMFkEUKV3wDeVLl2LOza0f7nrqKZxvn9Cs4a6qciNJuy8c7howKYKIeGm4SyKxc1Bx6xNd2bIgmd9+PIWhtI4+E8IaZoxpu3YlaPFisqY9QOaUqYz48kucBrzHc7ueY1pEJz47k8Ia8XVu32bGarPx5LCIq9Lrb07PoiX9uWx+jx49yM7ObrjvzyXxz0lMTASgXbt2QP02xW+99VbD/d9++y3r1q1j27ZtDa+bWq1Gra5fh9etWzfatWtHamoq3btf8rJJs9yQuz65FBkpeucdlD4++H3wAWFbt+A+Y3qTQkUURbJPlLHh82MsenEvCRsy8ArRMeaxLkx6OZ6YAf5SqEgkZylUcm6eEUOnwf4c2Z7Npi+PYzFZG+7XtI8geMkSZPb2ZN1zD70KnPh48Mek1xQwLbQ9RnsNP2tfZ8eOzby7+eRFP8lfL2bNmkViYiKJiYmMHTuWRYsWIYoi+/btQ6fTXTAMBuDn50dycjLFxcUAbNmypeFi+8aNG3n77bdZs2YNWu35UZPi4mKs1vrXPy0tjVOnThEa2vJDjTfkrLD2TlrxyIFDaJpRRrqu2szJfQUc35VLRWENGnslUX186NDPD52H3aVPIJHc4I5sy+a3FafwDtEx8uGO2Dmcr+xtLiwk64EHMGdl4/d//8eJaAdmbZuFl9qVL3Nz0enLuLNmNr36D+P54ZEt3nNpa7PCRFHkkUceYePGjWi1Wr755puGXkWXLl0aeiufffYZH3zwAUqlkqCgIBYuXIibmxthYWEYjcaGDb/OTSteuXIlc+bMQaFQIJfLeeWVVxg9evRF2yBNN26mUA9HMa3Y0KRji7MMHNuZw6kDhVjMNrxDnYjp70e7bp7SRloSSTOdOVTElm+ScXTVMObxLhfsTGkpLyf7wYeoS0rC9803SOsZwMytM3FROvJVfgGuFWVMrH2OHn2G8eItUS0aLm0tWNoCKVia6VLBYjFZOX2wiOO7cilM16NQyYiI8yamvx8ega1Xz0giuR7knargl/lHUNkpGPN4lwv2drFWVZPzyCPU7NuH99yXyRnSgQe3PoiD3I6vCovxLC9hYu1suvQaysujo1ssXKRgaUwKlmb6q2CpLK7h+K48UvbmYay24OKtJWaAH+3jvVFrW7+0t0RyvSjONrD2oyOIVpFRj3bGK/j8rCSb0UjuE09StWMHXi++SOHIbszYMgOVIOfLonL8youYVPscMT2H8cqYDi0SLlKwNCYFSzP9OVhsNpHMYyUc35lLVnIZgkwgtIs7MQP88YtwltaeSCT/kIqiGtZ8kEhdlZkRMzsSEHl+e27RZCL36acxbNmK5+zZlI3tw7TN00C08XWJgYCyQibVPkfHnsOY2wLhIgVLY1KwNNG5lffBbvbTk9LKSN6TR9LuXKrKjNjrVHTo70d0H1/sndWXPJdEIrly1RVG1nyYSEVRDTc90OGChZSi2Uzus89h2LgRj6eeQn/nEB7Y9ACizcqCEgN+ZQVMrn2Wbv1G8MKIK7ugLwVLY1c1WARBcBBFsap5TWxbgj0CxNl3LMJmFfGPdCFmgB/BndyRy2/I2dcSSauqqzbzy/wjFKbrGTglkui+59driBYLec+/gH7dOtwffQTDlBHct+k+5MCCEgM+pXlMqp1N30Ejeeqm9pfdBilYGrvatcIOC4JwK5AqiqLl7INFiKKYehnnahUiGjoO8KdDf98LLhxKJJKrT2OvZMzjXdn4xTF2LDmBsdZC12H1NcIEhQLft99CUCgo+ehj3CwWvrrrKx7Y/AAPuOv4RrSxtOxdJuxQolbKmTUorJWfjQQub4GkKzAfyBYE4ZggCD8A61u2Wf8sgSr63hEuhYpE0kYo1XJGzuxEu1hP9q48TcL69Ib7BLkcnzdex/n2CZR++hm6Bav5YtgXGEUzD3i6UqJz5nvtO6zavI2vdqe14rNoOaIo8thjjxEWFkanTp04dOjQRY8zmUzMmDGDiIgIIiMjWbly5VVu6cVdTo8lSxTFQQCCIPgDUUBti7ZKIpHccOQKGTc9EM12pYz9a9KxmG3EjwlFEAQEmQzvV14BhYLSr77GTaHgy7u+ZNrmaUz38eZrq4UVvMWt6+WoFDLu7hXc2k/nimzYsIFTp05x6tQp9u/fz8yZMxuVzYf6WmCenp6kpqZis9koKytrhdY2djnBohMEoTeQJIpiDpDTwm2SSCQ3KJlcxpB7opArBA5uyMRittFnfNj5cPn3v8FipfSzz3FXqfjizi+Yvmk60/wDWJCVzkreZsxqBRrFEO7oEXDpB2yjmlI2H+orF584UV+JWSaT4e7u3hrNbeRygsUBeAboIAiCGkgBjoui+GyLtkwikdyQBJnAwCmRyJVyjmzNxmq20f/OCATZuZ7LXESzmZIPP8JLqeTzsZ8zY8sMZgS145v0k/wkvMWtPylwshvC8BifSz/g/9j9Qyol2S07P8k9wIF+d0Q0+fimlM2vqKgA4N///je//vor7dq14+OPP8bLy6vlGn6ZLucaSy9RFMeJotgeiAReBI62bLMkEsmNTJAJ9LsznK7DAjm+M5cdS09gs4ln75Ph8/prON1yC8XvvY/vLweZP2Q+BcZyHg6LwU5uYIX2LV5evou9Z0pa+ZlcnqaUzbdYLOTk5NCnTx8OHTpEr169eOaZZ65WE/9Ws3ssoiie+dOf64BDZ28SiUTSYgRBoNe4dshVMhJ+ycBqtjHk3mhkMgFBLsf37bcQzWaK3nqbYOVLzBs0j0e3P8qjkXF8mvw7izTvcNciNQtmDCLGT9fkx21Oz6IlNbdsvpubG1qtlttuuw2A22+/na+//vrqNfhvNKvHIghCpCAIQwRBcPiffx/ess2SSCSS+nCJHx1K/K2hpB4oZPu3Ked7LgoFfu+9i8PgwRT+5zU67MnjzX5vclh/hqdj+hFiS2e+/H0e+HoPacVtf+ldc8vmC4LA6NGj+fXXXwHYtm0b0dHRrdDyxpocLIIgPAasBh4Fjp9dy3LOGy3dMIlEIjmn+4hg4seEcnJ/ATsWpyCeCxelEr//m4d9/34UvDyXXsetzOk1h98qTvBi56HE2o7wivgxd3+1j4LKulZ+Fk03cuRIQkNDCQsLY/r06XzyyScN93Xp0qXhz2+//TZz586lU6dOLF68mPfee681mttIk1feC4JwjPrrK1WCIAQDK4DFoih+IAjCYVEUu/5zzWxZwR4+YkZxfms3QyKRNNOBden8sS6d6D4+DJwS2bAbpa2ujuzpM6g5fJiAT+bzo+sZ3j/4PhOc2jPnyBaWicNZ6DSTH2f2xlmranReaeV9Y1ey8r45Q2Hyc6VcRFHMAAYCIwRBeB+4Jio1CoIwWhCEL7hxyqNJJNeVHrcE031kMMl78tm5/PyOkjKNBv9P5qOOCCfnsce509SFaR2nsUJ/kg87DGaKsJERFcuYviiBOrP1Eo8iuVLNCZYCQRAa+mBnQ2YU4A50bOmG/RNEUVwriuKMayMGJRLJ/xIEgbjRIcTeHETS7jx2f5faEC5yR0cCv/wSpZcX2Q89xAztzUyImMBXNaf5PnIAT8m/JzT7J5758UjDdRrJP6M5wTIXKPzzP4iiaBFF8W6gf0s2SiKRSP6KIAj0HBtKl2GBHNuZy28/nmoIF4WbG4ELvkZmZ0f29Ok863M3A/0H8oYpk+3tevKm8muqjq/nnU0nW/lZXN+aEyyTgfWCIHwnCMK9giB4n7tDFMU9Ld80iUQiuThBEOg9rh2dBwdwdHsO+1efrxGm9PMj8OuvwGQmb/qDvB71DB3cOjBbKOWoTySfaz5m567tLN2fecE5b6QtRC7lSl+LJgeLKIoPnb1APxdwARYKgvC7IAhvCILQXxAEaQN4iURy1QiCQJ/bw4ju58vBjZkc3pzVcJ86LIyAL7/AUlpKyczH+aDHm3hoPXnMSU6+kwtLte/x8apd7DhRBIBGo6G0tFQKF+pDpbS0FI1Gc9nnuKKNvgRBsAMGASOonzF2ydkCbYE0K0wiuX7YbCJbvk7i9MEiBt0VSXSf8wsJq37bQ/ZDD2EfF4f47ovctfle7GVKFqedoNLsyZ3mOSx8cDDtPbXk5ORQV3ftTEn+J2k0Gvz9/VEqL9ySvUU3+jq7ILIT9YUnKy+3sW2FFCwSyfXFarGx/tOjZCeXcdO0GMK6nd+JsmLlT+S/+CK6ceMoeeIOHtg8jTA7T75K2scROvO0bDY/PzoAb93lf0K/UbTYdOOza1aWAd2BdwVBmHzFrfv/9u47OsoqjeP4986kFwKkFyCUUEKXSO8IIsq6gqzAWlexIirFQpMWioiyiKgoSJUuSFWQKiAISEkInQQChIQkkEr63T/CBkRKBiZMknk+58yBufPOO094T/w59773XiGEMCOjjYHOr9bFp4obG2Ye5mxEQsFrZbt3w+PNN0n68Ud8l2xnYpuJHE6NZljd1jTN28fb2TN4dc4ermbJbcjmUpgxlueAqkB94ALwklKqeKzNLIQQ19jaG3n8rXqU83Vm3ddhxJy63rni8XZf3J58kvgvptJg7xUGhAxgQ/JJvqz7CL3VLzSKXcygpQdljMVM7hosWuvRwFbgW2AeYA8MKOK6hBDCZPZOtvyjXwOc3exZ8+VBEi+kAfkD/b6jR+HUrCkxw4bRPSmIbkHdmJ56nNVBLRhmM48r4euZuumkhX+C0qGwd4X1B5oDw4ApWuuPiq4kIYS4d05l7PjHOw0w2BhYNfUAaUmZACg7OwKmTMG+cmXO93uHQe49CfEO4eO8WA75BDHdYSrLft3Kz+Ey/nq/ChssNsBu4G2t9dIirEcIIe5bGQ9HnnirHhlpOayeepCsjBwgf3Z+henfoBwduNj3HSbV/xhvZ2/ecbPnsqMdc50mM2zR7xy+UOLvUbIoUwbvG1GIwXulVCuzVCaEEPfBq1IZHn2lNgnn0/hleji5uXkA2Pr6UmHqVHJiY0l5fzhftPqcbJ1Lv8rVKcdFJttO5bVZu7mUkmnhn6DkKorB+x7mKEwIIe5XYF0P2vauwdmIRLbOv75opWP9+viGjiF9zx6cpi7g09YTOZV+kcG1W9Asbx/PZ8zljXn7yMrJs/BPUDLd9+C9UmqlUuq/SqkXlFJ1uIddKYUQoqgEt/QjpEsgR3bGsGdNVEG7W9euuPfpw5VFi6i5NYoBIQPYnHKa6cFtedWwEv/oVYxZE2G5wkuw+x6811r/A/gMSAZ6ApXMXaQQQtyPxl0rU7OpD3tWR3Js98WCds/33sWlXTtix47jqctVeKLKE0y7GsnWSmZGtyIAACAASURBVA8xyf479u/azNJ95yxYeclkykZfw4F0rfWnRVtS0ZOZ90JYn9ycPFZNOcDF08n8s39DfKq45benpnGmVy+yY2PxXTCHVyKGEZ18lh/iU3BJzuKJzDHMeKMzdfzdLPwTWF5RbPT1LDDt5kal1CtKKbn9WAhRrP1/dr5zWTvWfh1GSmL+umBGF2cCvpqGMhq51G8Anzcei43Rlnf9A3BUSXxhO5U35vxBYlqWhX+CksOUYLmqtU6/Rftc8kOn2JMdJIWwbg4utjz+Zn1ys3JZ+9UhsjPzl3GxCwjAf/JksqKi0KFf8GnriUSlX2Ro7ZaE6EP0vjqPtxf8SU6uDOYXhknBopTyvblRa50J5JivpKIjO0gKIcr7OdPplToknEvl11kR6Gu7STo3aYzXwIGkrF9P1TVh9G/Un43JJ/iuVhveMKzA6fQvTFwvG4QVhinBMgn4SSn1l8F5pZQXIDEuhCgxKtVxp3n3apzef4k/VkcWtJd/8QXKdHmMS59PpvvlanSp3IWpGVFsC6jNFw7fsH7bDtYckvHZuyn0rcFa6yVKKSdgn1JqF3CA/GDqQf7mX0IIUWLU71CBxJg09q6NoryfM0Eh3vlrio0ZQ+aJk1wYOJAhi+ZxOuk0H6ZEs8jJgdlqCk8t9aCGzyNU83Kx9I9QbJnyjQWt9WygMrAYsAUygF5a6/lFUJsQQhQZpRRtetXAt6obm+YcIeF8KgAGJycCvpiCzs0l4b33mdRkHGBgYOWaeOdFE2qczpvz9pKeVSJGACzCpGAB0FqnaK3naK0/0FqP0lrvLYrChBCiqBltDDz6ah3sHGxY93UYmenZANgFBuL3yQQyIiKw+WwGY1qMJiI1mon1OtBZ76BF4lKGLg+XZfZvo1DBopTqqJT6VinV4NrzV4u2LCGEeDCc3ezp/GodUhIy+PX764P5ru3a5W8QtmIFDXfG8VLtl1iUfIzV1Zoz1PYHIg9sYeGeaAtXXzwV9hvLm8Ag4FmlVHugQdGVJIQQD5ZvtbK0/FcQUWEJ7FkbVdDu0fctnNu05uLYcfSxbcdDXg8xingiy/nzrdNUPl+5i/DzshLyzQobLJe01le01gOBTsDDRViTEEI8cHXa+FPj2rIvUYfiAVAGA37jx2Pj6UFs/0FMaDgcR1sn+vv64qiS+dz2K/rO30tyRraFqy9eChssa/7/F631h8CcoilHCCEsQylF29418KjgwobvI7gSlz8f3KZcOQI+/5zsuDiyR33GxFafcOZqLCNrt6K5/pPHkpcwaIlsa3yjQgWL1vonpVT5/z+A+Tc+v+FRtojrFUKIImNjZ+Sx1+qiDLDu67CCmfmO9evjPWggqZs2UfXnCPo26Mu65OMsqt6SQbaLuRyxhRnbI+9yduthyl1hF4C9wL4b/rz5ccjcBQohxINUxsORTi/XJjEmja0Lru/hUu6553Dt2JG4SZPold2Q1gGtmZB7gXCPikx3msb0dbvZdybRwtUXD6YEyxGtdRWtdeUb/vzLA0goqkKFEOJBqRjszsNdAjm26yJHdubPtFdK4Ts2FFs/P2L6D2R08CC8HL0Y6FEOjOl86fAVb8/bS0Kq7DxpSrA0M9MxQghR7IU8XpmAmuXYtvA48efyJ08aXV3xn/w5uZcvkzoslEmtJ3Ip6wrDajYjJO8gPTMW8e6iA+TmWfd4S6GDRWudceNzpZSzUsp4p2OEEKKkMhgUHf9TG3snG375NpysjPyZ9o61a+M9eDBp27fj8+NO+jfqz5aUk8yr2Ya3jcvIO7WZLzeftHD1llXoYFFKGZRSvZVSa5RSccBRIEYpdVgpNVEpFVR0ZQohxIPnVMaOR1+pTVJcOlvmHS0Ybyn7zL8o88QTXJryBU8lB9GuQjs+y44m3LsaXzt+xQ+/7mbXaesdGTClK2wzUBX4CPDRWlfQWnsBrYBdwHilVInYl0UIIQrLL6gcTZ6swom9cRzedh64Nt4ycgR2lSpxYeAgRtR4F09HTwa5u5FnzOYbx2m898Ne4q10vMWUYHlEaz1aa31Ia12wTL7WOlFrvUxr3R1YZP4ShRDCsh7qVImKtd35bckJ4s4kA2Bwdsb/v5PJS00lZehoJracQGxGIiODW1Av7zAvZs3nvUUHyLPC8RZTxlhuO7VUKfXS3Y4RQoiSShkUHV8KxsnVjl++DS9YrNKhenW8hwwm/fdd+K/YTb+H+rEh6SgLgzvwmuEn1KmNfLX1lIWrf/BMXt34Nkaa6TxCCFEsObjY8mifOqQmZrJpzg3jLU8/TZkuXbg05Qt6ZNShlX8rJmZGcdinBl86fsPcDbvZE2Vd81tMGbw/dJtHGOBdhDUKIUSx4FPFjWbdqnL6wCXCt14fb/EZNRLbgABiBr7P6DrvU86hHO+7u4Ehi2kOX/HO/L0kpmVZuPoHx5RvLN7A80DXWzys9/YHIYRVqd+hApXqurN96QkuRacAYHRxwX/SJHISEkgfNZGJrT7h/NVLjK7dioZ5YfwrYzEDlxy0mvEWU4JlNeCitT5z0yMK2FIk1QkhRDGjlKLD87VwdLZl/XeHr89vqVsH74EDSN20icD1h+nbsC/rko6wtGYb+hmXkXZsK99tP23h6h8MUwbvX9Zab7/Na73NV5IQQhRvjq52dPxPba7EpfPbwuMF7eWefx6Xdu2InfgpvVUTmvs1Z0LOeU54BPKN0zS++3kPf569bMHKHwxzDd4LIYRV8a9RjpAugRzddZFju/66npiNuzsX+g9kTIMhlLFzY6C3J7Yqjf86fEO/+fu4kl66x1skWIQQ4h493CUQ32pubFlwnCux1/dv8Z/0Kdnnz5M1fgoTWo3n7NVYQuu0pmnenzyR/iMDlxwq1fu3lPhgUUpVVEqtVErNVEp9aOl6hBDWw2A00Onl2hhtFL98F05udv7ccadGjfB8uy/Ja9YQtOMsr9d/nVVJR1kR1IL3bRYRf3QH3++IsmzxReieg0Up1fF+P/xaGMQppcJvau+slDqmlDpZiLCoDqzRWv8HCL7fmoQQwhQu5Rzo8EIw8dGp7Pzx+uKT7n364NSsKRfHhPKCQ3ua+DRhrI7jVDk/vnWextR1ezkYfcWClRed+/nGMsEMnz8L6Hxjw7UVk78EHiM/KHoppYKVUnWVUqtvengB+4GeSqlN5K9nJoQQD1Tleh7Uax/Aoc3niDx4CQBlNOL/yScYnJ25OHAg4x4egZOtMx/4B+Ci45lkP4O+P+wj6WrpW7DEol1hWuttwM1TUhsDJ7XWp7XWWcBC4EmtdZjW+ombHnHAS8DHWuv2wOMP9icQQoh8zZ+qhkcFFzbOOUJKYv4OIjaenvhNmEDmiZPkfD6d0JahnEg9x2d1H6Fd3u+0T1nFh8tK33iLScGilPr+WvfV90DFa3+fqZSaacaa/IHoG56fu9Z2Oz8D/ZRSXwNRtztIKfWqUmqvUmpvabuIQgjLM9oaePSVOuTlaDbMPExebv54i0vLFrj36cOVJUuodzCZF4JfYGFSBJuqNmWY3XzOHN7F3F1nLFy9eZn6jWUWMPvan5ev/f3/D3NRt2i7bRJorcO11k9rrV/XWg+8w3HTtdYhWusQpW71EUIIcX/KejvRpncNYk4msWdtVEG7Z7+3cWzQgJhhw3nToxu1ytdiuE0ql1zdmeE8jc/W7OdITLLlCjczk4JFa731/w8g5abn5nIOqHDD8wDgghnPL4QQRaZGEx9qNvVh79oozh3LnwypbG3xn/QpGI3EDvqACc1CycrLZkjl2njmXmCs7Uz6/fAnV7NyLVy9edzPGEtRzfDZAwQppSorpeyAnsDKIvosIYQwu1Y9q1PWy4kNMw9zNSX/P5W2/v74ho4hIzwc59krGdJkCHuSjjOzweN00duol7CO0LURFq7cPO45WLTWTe/3w5VSC4DfgRpKqXNKqZe11jlAX+AX4AiwWGt9+H4/69rndVVKTTfHuYQQ4nbsHGx4tE9tMtKy2TT3+hL7ZTp2pGyPHiR8N4MO8d48VvkxpiWFc6DSw4x1mMNvu/9g/eGLFq7+/ilrHMgO9PTVUZdiLF2GEKKUO7gxmu1LTtC6Z3Xqtg0AIC89ncjuT5OXno7nkrn0/K0POjebxZEnuZjtxb9zR7L63fb4uDlYuPq/U0rt01qH3O24Ej/zXgghiqt67QKoGFyeHctOknAhFQCDkxP+kz4lJzGR1NGf8EmrCcRlJDKmVnOq5xznldzFvLfoALkleIl9swSLUmqHOc4jhBCliTIo2r9QCzsHIxtmRJCTnT847xAcjNe775Ky4VcqbDnGWw3f4ufL4awIfoTXDCvIjdzO9G0ld4l9c31j8TPTeYQQolRxdrOn/fO1SDifyq7l18Oi/Esv4ty8GbHjxvNvxzY08WnCuKyzRHoE8rXzN3y7fh8HSuiSL6ZsTfzFtUmGzZRSrje9XCK+s8ngvRDCEgLrelC3bQAHN0Vz5nD+hrvKYMB33HgM9vbEvP8BoU1GYG/jwPu+fjjnJTLRYRbvLPiT1MwcC1dvOlO+sYQB9YDxQJRSKvLaqsKhwM1BUyxprVdprV+1dB1CCOvTvFtVyvs5s3H2EdKTr92C7O2F79hQMiOOwPQFjG4xmmOp0Uyt15EOeTtonPQzw38Kv8uZix9TdpCcrrXuq7Vuo7V2B1oBXwPJ5N8aLIQQ4jZs7Ix0erk2Wek5bJpzpOAWZNf27SnbqyeJM2cSctaWHtV7MDspgj2VQgi1n8O+/fv46cB5C1dvmkLfbqyUUvouBxfmmOJAbjcWQljKoc3R/LboBK2eqU69dtduQb56lcine5CXnIzPsgX02vEamdnpLI08RVy2F//KGcHqd9vjX9bRorUXxe3Gm5VSbyulKt70QXZKqfZKqdnAC6YWKoQQ1qRu2wAq1XFn57KTJJy/dguyoyP+kz4l98oVrowYy7gWY7mUkci44JYE5Rzndb2EgYsPkldCbkE2JVg6A7nAAqXUBaVUhFIqEjgB9AI+11rPKoIahRCi1FBK0f75Wtg5Glk/4/D1W5Br1sRzQH9SN22iwrbjvFbvNdYkHuLn2p14Va0gO3IHM3dEWrj6wrmnmfdKKVvAA7iqtS4x98MppboCXSt5+PSRrjAhhCWdCU9g9dSD1GsXQKtnqgOg8/I4+9J/yAgLo+LypbwSPpTIpEiWxadik5xFp6tjWfh2R2r4WOZ+qSKdea+1ztZax5SkUAG5K0wIUXxUquNOvXb5u05GR+Tvd6gMBvzGjQWDgdghwwhtPpocncOwwJqUz43lY7t5vLNwP5k5xXsVZJl5L4QQFtLsqaqU83Fi45wjZKTlb1Fs6+eH99AhXN27D9cfNzPo4UHsvnyEH+p34Z96IwFxW/hsw3ELV35nMvNeCCEsxMbOyCMvBZOenMVvi6+HhduTT+LasSOXJv+XJ/Lq0iagDZNTjnLCJ5jJTjNZuu0Au04nWLDyO7OqmfdCCFHceFUqQ0iXQI7vjuXkvjggf4DfZ+QIDG5uxHzwIR+HDMbFzoWPvNyx1WlMdvqeAYsOkJyRbeHqb82qZt4LIURx1OixSnhVcmXrD8dIS8oEwKZ8eXxHjyLz2DH0dwsZ0WwEx1LO8GX9R2mVu5sWaesZsdIsW1WZncy8F0IICzMaDXR4MZjsrFy2zLu+MZhru3aU7fE0CTNm0CTeje5B3Zl1+RD7Kz3MaPu5/LH/AGvDit8drqZ0hf1543Ot9Tmt9Vqt9QSt9bO3Oqa4kUUohRDFVXlfZ5r9sypRYQkc2Xk9LLw++BBbPz8ufPAhA4LfxM/FjyGuBnJsDHzt/C1DfzxAbHKGBSv/O1O6wmoppQ7d4RFG/tyWYktuNxZCFGf12gXgX6Ms2xefIDn+KgBGF2f8xo8j+9w5Uj/7ktEtRnMu7SKf1+1AnZxweuauYtDSQxSn1bRMCZaaQNc7PJ4Ampu7QCGEsBbKoOjwQjBKwa+zIgqWcHEKCcH95f9wZfFiah5N49ngZ1mU8Cc7q7dhgHExsSf2Mef3Mxau/jrZ814IIYqZo7/HsHH2EZp3q0bDTvnLM+ZlZRH1dA9yL1/Gb8USev3Wh/SsVJadPUtSpiuPZ4zkp37tqeLpUmR1yZ73QghRQtVo6kPl+h7sXnmaxJg0AAx2dviNH0fO5ctcmTCJ0BahxGck8kmtllTMPs17xqUMWHKQnNw8C1cvwSKEEMWOUoo2vWtgY29g05wjBV1iDsHBeLz+OskrVxF4MJaX677Myvh9bKrThZdYiTF6F99sO32Xsxc9CRYhhCiGnN3sad2zOrGRyRz49WxBu8drr2IfXIuYj0fQp8Iz1Cxfk5E550ksV4GvXL5j+q+HiLiQbMHKJViEEKLYCgrxpkoDT/5YGVnQJaZsbfEbN57c5GTiQ8cR2jKUlOxUQqs1xD07hqF2C+m/+IBFF6q0qmCReSxCiJJEKUXrXtX/3iVWozqeb71Fyrqf8dl1ircavMWG+P2sa/AkPfQveMTtZMrGExar26qCReaxCCFKmtt1ibm/8jIOdetyceQonvV+gvqe9QlNP0GsZxBTnb5j3pYw/jx72SI1W1WwCCFESRQU4k3l+h5/7RKzscFv3Fjy0tO5NHoMY1qMITsvm48rVadMbgJjnX5g4OKDXM168F1iEixCCFHM3e4uMftq1fB8px8pG36l3LYw3mv0HjsSwljW4Ekez91ElcRtTPj56AOvV4JFCCFKgNt1iZV/8UUcGzTg4phQni7fnia+TZiYGkG0TzCTnb5nxc4wdpyMf6C1SrAIIUQJcWOX2OWL17rEjEZ8x41FZ2YSO3wEo5qNwqiMDPMLwDEvhc9c5jJoycEHuneLdQaLsnQBQghhuhu7xDbOvqFLrHJlvPq/R+rWrTht2M0HjT9g3+WjzG/YlfY522mUuplRqyIeWJ3WGSxCCFFCObvZ0/qZ/C6xg79GF7SXe/ZZHEMaETt2LF2cGtM2oC3/vXKI0/71+MRxNlv3hbMhIvaB1CjBIoQQJUzQw94Fa4kVdIkZDPiNHYvOzeXisOEMbzYcJ1snhnh6YEMWX7jO4qNlB0lIzSzy+qwqWAomSFrhis5CiNLjdl1idhUr4jVoIGk7dmCzajNDmw4lPOkkMxo8TtPsP2ifuZGhK8KLfO8WqwqWggmSSgZZhBAl2227xHr2xKlpU+ImTKCdTR0eC3yMby7v51jFEEbbz+VA+GFWHrxQpLVZVbAIIURpUtAltuo0V2LTgWtdYqFjAIgZOpQPH/6AMnZlGFbeFWWAr11nMGxFGBeTim47YwkWIYQooZRStOlVAxtbA5vmHkFf6xKz9ffH68MPSN+1C5b/zLCmwziSdIpZDbtSP/sA3fPW88GyotvOWIJFCCFKMOey9rR4uhoxJ5MI33a+oL1sjx44t2xJ3KeTaK2q0zmwM18l/MGJys0ZbPsDkSfCWbgn+g5nvncSLEIIUcLVbOZLheDy/L78FMkJV4H8bzO+Y0ajbGy4MHhwQZfY0LKOYGPLN64zGLfmMBeuXDV7PRIsQghRwimlaNu7BhrYMv9YQReXrY8P3h9+yNW9+1DLf2FIkyFEXDnB7IeepFZWOL31Wj76MczsXWISLEIIUQqU8XCk+VNViY5I5OjvFwva3bo9hXOLFsRN+oy2NrXpVKkT0+J2cjKoLQNtFhN1Ioyl+86ZtRYJFiGEKCXqtPbHt5obO5aeIC0pfyKkUgrfUSNRwMXhw/mo8Ue42LowzNUGbWvHVy7fM3p1uFnvEpNgEUKIUkIZFO2fq0VOdh5bf7ihS8zfH8+BA0jbuRObdVsZ3HQw4ZePM+ehJwnODqN77nqGLDdfl5gEixBClCJlvZ1o3LUykQfjObkvrqC9XM+eOIWEEDt+Au0dG9KxUke+jNvJqcotGGy3gGPHDrPiwPk7nLnwJFiEEKKUadChAl6VXPlt0XGupmYB+RMnfUPHoLOziR0xko8af4SzrTPDyjqC0chUl1mM+OkwcSn33yUmwSKEEKWMwWig/fO1yEzP4bdFJwra7SpVwrNfP1I3b8Zu0x8MbjKYsCvHmdewKw2y99MldyNDl9//WmJWFSyyCKUQwlq4+7vQ6LFATuyJJerQ9R0ky7/wPA716hE7ZgyPuD5Mh4odmBq/h9OVmjDCfj4HI46w6lDMfX22VQWLLEIphLAmjTpXwt3fmS3zj5KZnr+DpDIa8QsdQ15aGnFjxzK06VAcbR0Z4V4WG3L5wnUOH68II/4+lte3qmARQghrYrQx0O65WqQnZ7Fz2cmCdvugIDzefIPkteuw276f9x9+n/2Xj7C40VM0zv6D9tnb+Pinw/f8uRIsQghRinkHlqHBIxWJ2BFD9NHEgnb3V17BvlYtLo4aRRf31rTwa8HkxD+5EPAQoQ5z2R12lHVh99YlJsEihBClXOOulXHzcmTLvKNkZeQAoGxt8QsdQ27iZeImfMLwZsPRaEb5BWCnrzK5zDyG/RTO5bQskz9PgkUIIUo5Gzsj7Z+rRXJ8BrtXni5odwgOxr3PKyQtX06Z/ad456F32HHpAGsa9aBl1g6aXt3OqNURJn+eBIsQQlgBv6Cy1GntT9jmc8RGJRe0e7z5JnZVq3Lx4xH8K+AfNPBswISkQyT41mWC0xy27D/C5qNxdzjz30mwCCGElWj6VFUcy9ixed5RcnPzADDY2eE7ehTZFy6QOHUqI5uPJD0nnfGBwTjlJjPRdQFDloeRkpFd6M+RYBFCCCth72hD657VSTiXysGN1zf5cnroIcr17kXinLn4nknhtXqv8fPF39nS6Bkeyd5KzdTf+eTnY4X+HAkWIYSwIlUbelG5vgd7VkWSdOn6Jl+e/ftj4+VFzLDhvFTjOaqXq86YtKOkeNbgc+c5/LjraKE/Q4JFCCGsTOue1VFGxdYfjhYs32J0ccHn4+FkHj9O8qy5jGo+iviMBD6r3pgyWXF847u60OeXYBFCCCvjUs6BZv+sSvSRyxz/I7ag3bV9e1w7dyZ+2jSqJTvxfPDzLL2wlb0Nn6bl5eWFPr8EixBCWKHarf3xrlyG7UtOFKyADOAzZDDKwYGLw4fzRr3XqeBagRE557lap3uhzy3BIoQQVshgULR7tiZZ6TnsXHp9uRcbT0+8P3if9L17yVy+hhHNRnA29RxfBdYp/LmLomAhhBDFn7u/Cw07VeTorot/We7FrVs3nJo0IW7iRBoaAuke1J3ZEbMLfV4JFiGEsGIhjwfmL/cy/xg5WbkAKKXwHTkif1OwMaPpH9KfVv6tCn1OCRYhhLBiNrZG2v67JsmXrrJnbVRBu11gIB593yJlw6+wZRdTO0wt9DmtKlhkoy8hhPi7gBrlqNnclwPrzxJ/LrWg3f3FF7GvVYvY0WPITU6+wxn+yqqCRTb6EkKIW2vRrRr2zjZsmX+UvLz8//lWtrb4jh5NTkICcZ9OKvS5rCpYhBBC3JqDiy0tewQRG5lM+NZzBe2OdWpT/oUXuLJ4caHPJcEihBACgKCHvakYXJ5dK06TkphR0O75dl/cunUr9HkkWIQQQgD5d4O16V0DrTXbFh4vaDc4OeE3NrTQ55FgEUIIUaCMhyONn6hC1KF4Th+4dE/nkGARQgjxF/U6BODu78K2hccLtjI2hQSLEEKIvzAaDbT9dw3SkjL5Y2Wkye+XYBFCCPE3PlXcqN3Kn0Obo7l0NsWk90qwCCGEuKVm/6yCg6vdX+a2FIYEixBCiFuyd7KlVY8g4s6kEL71fKHfJ8EihBDitqqFeFEhuDy7fjpV6PdIsAghhLgtpRRtelXH1t5Y+PdoK1yQMdDLV0fFxVi6DCGEKDFys/OwsTPu01qH3O1Y+cYihBDiroy2hY8LCRYhhBBmJcEihBDCrCRYhBBCmJUEixBCCLOSYBFCCGFWEixCCCHMSoJFCCGEWVnlBEmlVBJwwkyncwOSivh9hTn2Tsfcy2u3avcA4u9SR1G7139vc5+vOF+/4nrtoORdv/u9dnd6vaT97gEEaa3d7nqU1trqHsB0S5/LlPcV5tg7HXMvr92qHdhbmq5dab1+xfXalcTrd7/X7k6vl7TfPVP+3ay1K2xVMTiXKe8rzLF3OuZeXjPnv5E5mbuu0nj9iuu1g5J3/e732t3p9ZL2uweFrM0qu8LEvVFK7dWFWCdIFD9y7Uq2knb9rPUbi7g30y1dgLhncu1KthJ1/eQbixBCCLOSbyxCCCHMSoJFCCGEWUmwCCGEMCsJFnFPlFJVlFIzlFJLLV2LMJ1S6p9KqW+VUj8ppTpZuh5hGqVULaXU10qppUqpNyxdz80kWEQBpdRMpVScUir8pvbOSqljSqmTSqkPAbTWp7XWL1umUnErJl6/FVrrPsCLwDMWKFfcxMTrd0Rr/TrwL6DY3YYswSJuNAvofGODUsoIfAk8BgQDvZRSwQ++NFEIszD9+g299rqwvFmYcP2UUv8AtgMbH2yZdyfBIgporbcBiTc1NwZOXvuGkgUsBJ584MWJuzLl+ql8E4B1Wus/H3St4u9M/f3TWq/UWjcH/v1gK707CRZxN/5A9A3PzwH+Sil3pdTXQEOl1EeWKU0Uwi2vH/A28AjwtFLqdUsUJgrldr9/bZVSU5RS3wBrLVPa7dlYugBR7KlbtGmtdQIg/0Eq/m53/aYAUx50McJkt7t+W4AtD7aUwpNvLOJuzgEVbngeAFywUC3CdHL9SrYSef0kWMTd7AGClFKVlVJ2QE9gpYVrEoUn169kK5HXT4JFFFBKLQB+B2oopc4ppV7WWucAfYFfgCPAYq31YUvWKW5Nrl/JVpqunyxCKYQQwqzkG4sQQgizkmARQghhVhIsQgghzEqCRQghhFlJsAghhDArCRYhhBBmJcEihBDCrCRYhBBCmJUEixDFhFLqNaWU7I0iSjwJFiGKj3pAmKWLEOJ+SbAIUXzURYJFlAKyVpgQxYRSKhGorLVOsnQtQtwPppfuZAAAAHxJREFU+cYiRDGglKoApEioiNJAgkWI4kHGV0SpIcEiRPEg4yui1JAxFiGKAaXUfKAzkHKtKUZr3cyCJQlxzyRYhBBCmJV0hQkhhDArCRYhhBBmJcEihBDCrCRYhBBCmJUEixBCCLOSYBFCCGFWEixCCCHMSoJFCCGEWf0PqWT3VPGTKfQAAAAASUVORK5CYII=
 "
 >
 </div>
@@ -3081,7 +12274,7 @@
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[11]:</div>
+<div class="prompt input_prompt">In&nbsp;[12]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#You can view the parameters (as used by fortran CAMB) using print. </span>
@@ -3097,7 +12290,11 @@
 <div class="output">
 
 
-<div class="output_area"><div class="prompt"></div>
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
 <div class="output_subarea output_stream output_stdout output_text">
 <pre>WantCls = 1
 WantTransfer = 0
@@ -3164,6 +12361,7 @@
   RECFAST_Hswitch = 1
 Transfer:
   high_precision = 0
+  accurate_massive_neutrinos = 0
   num_redshifts = 1
   kmax = 0.899999976158
   k_per_logint = 0
@@ -3204,7 +12402,7 @@
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[12]:</div>
+<div class="prompt input_prompt">In&nbsp;[13]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#Get various background functions and derived parameters</span>
@@ -3222,9 +12420,13 @@
 <div class="output">
 
 
-<div class="output_area"><div class="prompt"></div>
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
 <div class="output_subarea output_stream output_stdout output_text">
-<pre>Derived parameter dictionary: {&apos;rdrag&apos;: 146.97861407805524, &apos;rstar&apos;: 144.1990827302238, &apos;age&apos;: 13.740500129586403, &apos;kd&apos;: 0.14069704144187056, &apos;zdrag&apos;: 1059.2079162597656, &apos;thetaeq&apos;: 0.8080688332825077, &apos;zstar&apos;: 1090.5690167257048, &apos;thetarseq&apos;: 0.44700138490487534, &apos;zeq&apos;: 3441.168556293452, &apos;thetad&apos;: 0.161748306743081, &apos;thetastar&apos;: 1.0445694817769533, &apos;keq&apos;: 0.010502751815052997, &apos;DAstar&apos;: 13.804642510225527}
+<pre>Derived parameter dictionary: {&#39;rdrag&#39;: 146.97861407805524, &#39;rstar&#39;: 144.1990827302238, &#39;age&#39;: 13.740500129586403, &#39;kd&#39;: 0.14069704144187056, &#39;zdrag&#39;: 1059.2079162597656, &#39;thetaeq&#39;: 0.8080688332825077, &#39;zstar&#39;: 1090.5690167257048, &#39;thetarseq&#39;: 0.44700138490487534, &#39;zeq&#39;: 3441.168556293452, &#39;thetad&#39;: 0.161748306743081, &#39;thetastar&#39;: 1.0445694817769533, &#39;keq&#39;: 0.010502751815052997, &#39;DAstar&#39;: 13.804642510225527}
 </pre>
 </div>
 </div>
@@ -3235,14 +12437,14 @@
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[13]:</div>
+<div class="prompt input_prompt">In&nbsp;[14]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython2"><pre><span></span><span class="n">z</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">100</span><span class="p">)</span>
 <span class="n">DA</span> <span class="o">=</span> <span class="n">results</span><span class="o">.</span><span class="n">angular_diameter_distance</span><span class="p">(</span><span class="n">z</span><span class="p">)</span>
 <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">z</span><span class="p">,</span> <span class="n">DA</span><span class="p">)</span>
 <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;$z$&#39;</span><span class="p">)</span>
-<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">r&#39;$D_A /\rm{Mpc}$&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;$D_A /\rm{Mpc}$&#39;</span><span class="p">)</span>
 <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Angular diameter distance&#39;</span><span class="p">)</span>
 <span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span><span class="mi">2000</span><span class="p">]);</span>
 </pre></div>
@@ -3255,226 +12457,15 @@
 <div class="output">
 
 
-<div class="output_area"><div class="prompt"></div>
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
 
 
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-<div class="prompt input_prompt">In&nbsp;[14]:</div>
+<div class="prompt input_prompt">In&nbsp;[15]:</div>
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 <div class=" highlight hl-ipython2"><pre><span></span><span class="k">print</span><span class="p">(</span><span class="s1">&#39;CosmoMC theta_MC parameter: </span><span class="si">%s</span><span class="s1">&#39;</span><span class="o">%</span><span class="k">results</span>.cosmomc_theta())
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 <pre>CosmoMC theta_MC parameter: 0.01044349756
 </pre>
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 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[15]:</div>
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 <div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#You can also directly access some lower level quantities, for example the CMB transfer functions:</span>
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 <pre>Number of sources (T, E, phi..): 3; number of ell: 85; number of k: 2737 
 </pre>
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 <div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#Plot the transfer functions as a function of k for various ell</span>
 <span class="n">fig</span><span class="p">,</span> <span class="n">axs</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span><span class="mi">8</span><span class="p">),</span> <span class="n">sharex</span> <span class="o">=</span> <span class="bp">True</span><span class="p">)</span>
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     <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">transfer</span><span class="o">.</span><span class="n">q</span><span class="p">,</span><span class="n">transfer</span><span class="o">.</span><span class="n">delta_p_l_k</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="n">ix</span><span class="p">,:])</span>
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-    <span class="k">if</span> <span class="n">ix</span><span class="o">&gt;</span><span class="mi">1</span><span class="p">:</span> <span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">r&#39;$k \rm{Mpc}$&#39;</span><span class="p">)</span>
+    <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;$\ell = </span><span class="si">%s</span><span class="s1">$&#39;</span><span class="o">%</span><span class="k">transfer</span>.l[ix])
+    <span class="k">if</span> <span class="n">ix</span><span class="o">&gt;</span><span class="mi">1</span><span class="p">:</span> <span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;$k \rm{Mpc}$&#39;</span><span class="p">)</span>
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 "
 >
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@@ -3984,7 +12595,7 @@
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[17]:</div>
+<div class="prompt input_prompt">In&nbsp;[18]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#Note that internal samplings can be quite sparsely sampled, e.g. look at l=2 transfer function</span>
@@ -3993,8 +12604,8 @@
     <span class="k">for</span> <span class="n">source_ix</span><span class="p">,</span> <span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">ax</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="nb">zip</span><span class="p">([</span><span class="s1">&#39;T&#39;</span><span class="p">,</span> <span class="s1">&#39;E&#39;</span><span class="p">],</span> <span class="n">axs</span><span class="p">)):</span>
         <span class="n">ax</span><span class="o">.</span><span class="n">semilogx</span><span class="p">(</span><span class="n">trans</span><span class="o">.</span><span class="n">q</span><span class="p">,</span><span class="n">trans</span><span class="o">.</span><span class="n">delta_p_l_k</span><span class="p">[</span><span class="n">source_ix</span><span class="p">,</span><span class="n">ix</span><span class="p">,:])</span>
         <span class="n">ax</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">([</span><span class="mf">1e-5</span><span class="p">,</span> <span class="mf">0.05</span><span class="p">])</span>
-        <span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">r&#39;$k \rm{Mpc}$&#39;</span><span class="p">)</span>
-        <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">r&#39;</span><span class="si">%s</span><span class="s1"> transfer function for $\ell = </span><span class="si">%s</span><span class="s1">$&#39;</span><span class="o">%</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">trans</span><span class="o">.</span><span class="n">l</span><span class="p">[</span><span class="n">ix</span><span class="p">]))</span>
+        <span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;$k \rm{Mpc}$&#39;</span><span class="p">)</span>
+        <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;</span><span class="si">%s</span><span class="s1"> transfer function for $\ell = </span><span class="si">%s</span><span class="s1">$&#39;</span><span class="o">%</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">trans</span><span class="o">.</span><span class="n">l</span><span class="p">[</span><span class="n">ix</span><span class="p">]))</span>
 <span class="n">plot_cmb_transfer_l</span><span class="p">(</span><span class="n">transfer</span><span class="p">,</span><span class="mi">0</span><span class="p">)</span>
 </pre></div>
 
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
 "
 >
 </div>
@@ -4534,7 +12638,7 @@
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[18]:</div>
+<div class="prompt input_prompt">In&nbsp;[19]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#So if you want to make nice plots, either interpolate or do things at higher than default accuracy</span>
@@ -4552,527 +12656,27 @@
 <div class="output">
 
 
-<div class="output_area"><div class="prompt"></div>
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stderr output_text">
+<pre>WARNING:root:accuracy parameters are changed globally, not yet per parameter set
+WARNING:root:accuracy parameters are changed globally, not yet per parameter set
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
 
 
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
 "
 >
 </div>
@@ -5085,7 +12689,7 @@
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[19]:</div>
+<div class="prompt input_prompt">In&nbsp;[20]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#Similarly for tensor transfer function </span>
@@ -5097,7 +12701,7 @@
 <span class="n">pars</span><span class="o">.</span><span class="n">set_accuracy</span><span class="p">(</span><span class="n">AccuracyBoost</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
 <span class="n">data</span> <span class="o">=</span> <span class="n">camb</span><span class="o">.</span><span class="n">get_transfer_functions</span><span class="p">(</span><span class="n">pars</span><span class="p">)</span>
 <span class="n">transfer</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">get_cmb_transfer_data</span><span class="p">(</span><span class="s1">&#39;tensor&#39;</span><span class="p">)</span>
-<span class="k">print</span><span class="p">(</span><span class="s1">r&#39;Calculated L: </span><span class="si">%s</span><span class="s1">&#39;</span><span class="o">%</span><span class="k">transfer</span>.l)
+<span class="k">print</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;Calculated L: </span><span class="si">%s</span><span class="s1">&#39;</span><span class="o">%</span><span class="k">transfer</span>.l)
 <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">14</span><span class="p">,</span><span class="mi">3</span><span class="p">))</span>
 <span class="n">ixs</span><span class="o">=</span><span class="p">[</span><span class="mi">13</span><span class="p">,</span><span class="mi">19</span><span class="p">,</span><span class="mi">21</span><span class="p">]</span>
 <span class="n">ls</span> <span class="o">=</span> <span class="p">[</span><span class="n">transfer</span><span class="o">.</span><span class="n">l</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">ixs</span><span class="p">]</span>
@@ -5108,8 +12712,8 @@
     <span class="n">plt</span><span class="o">.</span><span class="n">semilogx</span><span class="p">(</span><span class="n">transfer</span><span class="o">.</span><span class="n">q</span><span class="p">,</span><span class="n">k_weight</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">col</span><span class="p">)</span>
 <span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">([</span><span class="mf">1e-3</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">])</span>
 <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">ls</span><span class="p">)</span>
-<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">r&#39;$k \rm{Mpc}$&#39;</span><span class="p">)</span>
-<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">r&#39;Contribution to B from primordial tensor power spectrum for various $\ell$&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;$k \rm{Mpc}$&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;Contribution to B from primordial tensor power spectrum for various $\ell$&#39;</span><span class="p">)</span>
 <span class="c1">#compare with k_* = l/chi*, note DAstar is in GPc, so multiply by 1000 to get standard Mpc units used for k</span>
 <span class="n">derived</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">get_derived_params</span><span class="p">()</span>
 <span class="k">for</span> <span class="n">l</span><span class="p">,</span><span class="n">col</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">ls</span><span class="p">,</span><span class="n">cols</span><span class="p">):</span>
@@ -5124,7 +12728,22 @@
 <div class="output">
 
 
-<div class="output_area"><div class="prompt"></div>
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stderr output_text">
+<pre>WARNING:root:accuracy parameters are changed globally, not yet per parameter set
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
 <div class="output_subarea output_stream output_stdout output_text">
 <pre>Calculated L: [  2   3   4   5   6   7   8   9  10  11  13  15  17  19  21  23  25  27
   29  31  33  35  37  40  45  50  55  60  65  70  75  80  85  90 110 130
@@ -5133,1044 +12752,15 @@
 </div>
 </div>
 
-<div class="output_area"><div class="prompt"></div>
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
 
 
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
 "
 >
 </div>
@@ -6183,7 +12773,7 @@
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[20]:</div>
+<div class="prompt input_prompt">In&nbsp;[21]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#if you want to combine the transfer functions with the primordial power spectra, you can get the latter via</span>
@@ -6193,8 +12783,8 @@
 <span class="n">tensor_pk</span><span class="o">=</span> <span class="n">pars</span><span class="o">.</span><span class="n">tensor_power</span><span class="p">(</span><span class="n">k</span><span class="p">)</span>
 <span class="n">plt</span><span class="o">.</span><span class="n">semilogx</span><span class="p">(</span><span class="n">k</span><span class="p">,</span><span class="n">scalar_pk</span><span class="p">);</span>
 <span class="n">plt</span><span class="o">.</span><span class="n">semilogx</span><span class="p">(</span><span class="n">k</span><span class="p">,</span><span class="n">tensor_pk</span><span class="p">);</span>
-<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">r&#39;$k \rm{Mpc}$&#39;</span><span class="p">)</span>
-<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">r&#39;${\cal P}(k)$&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;$k \rm{Mpc}$&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;${\cal P}(k)$&#39;</span><span class="p">)</span>
 <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s1">&#39;scalar&#39;</span><span class="p">,</span> <span class="s1">&#39;tensor&#39;</span><span class="p">]);</span>
 </pre></div>
 
@@ -6206,190 +12796,15 @@
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+<div class="output_area">
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+<div class="prompt"></div>
+
+
 
 
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@@ -6402,7 +12817,7 @@
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-<div class="prompt input_prompt">In&nbsp;[21]:</div>
+<div class="prompt input_prompt">In&nbsp;[22]:</div>
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 <div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#set_params is a shortcut routine for setting many things at once</span>
@@ -6417,7 +12832,7 @@
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[22]:</div>
+<div class="prompt input_prompt">In&nbsp;[23]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#There are functions get plot evolution of variables, e.g. for the background as a function of conformal time:</span>
@@ -6426,9 +12841,9 @@
 <span class="n">fig</span><span class="p">,</span> <span class="n">axs</span><span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
 <span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">semilogx</span><span class="p">(</span><span class="n">eta</span><span class="p">,</span> <span class="n">back_ev</span><span class="p">[</span><span class="s1">&#39;x_e&#39;</span><span class="p">])</span>
 <span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">loglog</span><span class="p">(</span><span class="n">eta</span><span class="p">,</span> <span class="n">back_ev</span><span class="p">[</span><span class="s1">&#39;visibility&#39;</span><span class="p">])</span>
-<span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">r&#39;$\eta/\rm{Mpc}$&#39;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;$\eta/\rm{Mpc}$&#39;</span><span class="p">)</span>
 <span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;$x_e$&#39;</span><span class="p">)</span>
-<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">r&#39;$\eta/\rm{Mpc}$&#39;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;$\eta/\rm{Mpc}$&#39;</span><span class="p">)</span>
 <span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Visibility&#39;</span><span class="p">);</span>
 <span class="n">fig</span><span class="o">.</span><span class="n">suptitle</span><span class="p">(</span><span class="s1">&#39;Ionization history, including both hydrogen and helium recombination and reionization&#39;</span><span class="p">);</span>
 </pre></div>
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
 "
 >
 </div>
@@ -6862,7 +12877,7 @@
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[23]:</div>
+<div class="prompt input_prompt">In&nbsp;[24]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#or as a function of redshift</span>
@@ -6884,289 +12899,15 @@
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
 "
 >
 </div>
@@ -7179,7 +12920,7 @@
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[24]:</div>
+<div class="prompt input_prompt">In&nbsp;[25]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#and perturbation transfer functions, e.g. for k=0.1. Note that quantities are synchronous gauge unless otherwise specified</span>
@@ -7194,9 +12935,13 @@
 <div class="output">
 
 
-<div class="output_area"><div class="prompt"></div>
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
 <div class="output_subarea output_stream output_stdout output_text">
-<pre>Available variables are [&apos;k/h&apos;, &apos;delta_cdm&apos;, &apos;delta_baryon&apos;, &apos;delta_photon&apos;, &apos;delta_neutrino&apos;, &apos;delta_nu&apos;, &apos;delta_tot&apos;, &apos;delta_nonu&apos;, &apos;delta_tot_de&apos;, &apos;Weyl&apos;, &apos;v_newtonian_cdm&apos;, &apos;v_newtonian_baryon&apos;, &apos;v_baryon_cdm&apos;, &apos;a&apos;, &apos;etak&apos;, &apos;H&apos;, &apos;growth&apos;, &apos;v_photon&apos;, &apos;pi_photon&apos;, &apos;E_2&apos;, &apos;v_neutrino&apos;, &apos;T_source&apos;, &apos;E_source&apos;, &apos;lens_potential_source&apos;]
+<pre>Available variables are [&#39;k/h&#39;, &#39;delta_cdm&#39;, &#39;delta_baryon&#39;, &#39;delta_photon&#39;, &#39;delta_neutrino&#39;, &#39;delta_nu&#39;, &#39;delta_tot&#39;, &#39;delta_nonu&#39;, &#39;delta_tot_de&#39;, &#39;Weyl&#39;, &#39;v_newtonian_cdm&#39;, &#39;v_newtonian_baryon&#39;, &#39;v_baryon_cdm&#39;, &#39;a&#39;, &#39;etak&#39;, &#39;H&#39;, &#39;growth&#39;, &#39;v_photon&#39;, &#39;pi_photon&#39;, &#39;E_2&#39;, &#39;v_neutrino&#39;, &#39;T_source&#39;, &#39;E_source&#39;, &#39;lens_potential_source&#39;]
 </pre>
 </div>
 </div>
@@ -7207,7 +12952,7 @@
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[25]:</div>
+<div class="prompt input_prompt">In&nbsp;[26]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython2"><pre><span></span><span class="n">eta</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">400</span><span class="p">,</span> <span class="mi">300</span><span class="p">)</span>
@@ -7218,8 +12963,8 @@
     <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">eta</span><span class="p">,</span><span class="n">ev</span><span class="p">[</span><span class="n">i</span><span class="p">,:,</span> <span class="mi">0</span><span class="p">])</span>
     <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">eta</span><span class="p">,</span><span class="n">ev</span><span class="p">[</span><span class="n">i</span><span class="p">,:,</span> <span class="mi">1</span><span class="p">])</span>
     <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;$k= </span><span class="si">%s</span><span class="s1">$&#39;</span><span class="o">%</span><span class="k">ks</span>[i])
-    <span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">r&#39;$\eta/\rm{Mpc}$&#39;</span><span class="p">);</span>
-<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s1">r&#39;$\Delta_b$&#39;</span><span class="p">,</span> <span class="s1">r&#39;$\Delta_\gamma$&#39;</span><span class="p">],</span> <span class="n">loc</span> <span class="o">=</span> <span class="s1">&#39;upper left&#39;</span><span class="p">);</span>
+    <span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;$\eta/\rm{Mpc}$&#39;</span><span class="p">);</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="sa">r</span><span class="s1">&#39;$\Delta_b$&#39;</span><span class="p">,</span> <span class="sa">r</span><span class="s1">&#39;$\Delta_\gamma$&#39;</span><span class="p">],</span> <span class="n">loc</span> <span class="o">=</span> <span class="s1">&#39;upper left&#39;</span><span class="p">);</span>
 </pre></div>
 
 </div>
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Nl2VtjIqRMwczx4+MAtyeAdaHYixxfVEy59AnZ/B9tnm52m0aatyuTZhelc1SOKV8b3xl2KYiGEaHbvrtpPSWUNj9jZaDHUszBWSnliFMWfa63nnv281rpYa11a9+eFgKdSKvwcx72vtU7UWidGREQ0MboQ52CxGLf8i7Jh/GcQ0tbsRM4j6V6IGQALHzU2SnEw76/a/3NR/OrNvfF0l26VQgjR3PKKK/hobRbX9GpNl6ggs+P8Rn26UihgOpCutX75PMdE1h2HUmpA3XkLrBlUiHpZ/SLsWQSjnoe2A81O41zc3OG6t6GmAr59yKGmVLy3cj/PLczgqp5RvCZFsRBCmOb1ZXupqdX8xU4XPdfn02EIcDtw6Rnt2EYrpe5WSt1dd8yNwA6l1FbgdeBmrR3oU1M4h71LYflz0HM89J9sdhrnFN4BLn3caH/nAFMqtNa8tXwfz39fVxSP742HFMVCCGGKgwVlzEo5zPj+bYgN8zc7zjldsF2b1noN8LsT8bTWbwJvWiuUEA124oCxS1urbjDmVWP3NmEbg/4EO+fDosegw2Xg28LsROdksWieW5jOB2uyuLZ3a166qZcUxTagtUY58L83GcMRovm8smQPHu6K++24G5B8SgjHV1MFsycYt/bHfWp0URC24+YOY14xulQs/afZac6pptbCo3O28cGaLO5MiuWVcTJSbAs+Pj4UFBQ4bHGptaagoAAfHx+zowjh9NKPFvP11iPcOTiOVkH2+29OtoQWjm/Zv4zd2cZ9CmEJZqdxDVE9YeA98NNb0PtWaDPA7EQ/q6iu5b6Zm1manstDIzty/4j2Dj2iac9iYmLIzs7GkbsM+fj4EBMTY3YMIZze899nEOjtwT3D7PtzWgpj4dj2/QjrXjd2Z+t6rdlpXMslj8HOecZCvCkrwd38t5Oi8mqmzEgl5UAhz1zbjTuS4syO5NQ8PT2Jj483O4YQws6t2J3Hqj35PH5VF0L87HsnSrm3KBxXaZ7Rmi2ii7E7m2he3oFw5QuQuwM2vGt2Gg4WlHH9O2tJO3SCV8f3lqJYCCHsQE2thecWptM21I/bk2LNjnNBUhgLx2SxwLypUFkMN34o84rN0uVq6HCF0Q2kKMe0GClZhVz31loKy6r4bNJAru0tu9YLIYQ9+DI1mz25pTx2ZWe8Pex/J0opjIVj2vAu7F9mjBS36mp2GtelFIz+L1hq4EdzFuJ9tSmbP3zwEy38vZj/pyEMbBdmSg4hhBC/VlpZw8tLdtM/rgWjukeaHadepDAWjid/j1GEdRwFiRPNTiNaxBm74m37ArI3Ndtlay2aFxZl8PDsrfSPC2XePUOIC7fPvpj2TCnlrpTarJT61uwsQgjn8s6KfRwvreL/rurqMIugpTAWjqW2BubfDZ6+cPVr0q/YXlz0F/BvCYv+3iw74hWUVnLHhxt4Z8V+bh3Ylk8mDiDYz9Pm13VSDwDpZocQQjiXnJOn+GC10Ue+d5sQs+PUmxTGwrGsfQVyNsFVL0OgY9yWcQnegTDiCchOgR1f2fRSmw+dYMwba9h44AT/vbEnz13fQ7Z4biSlVAxwFfCB2VmEEM7lf4sy0MCjV3QyO0qDyKeJcBxHt8GKF6DbDdD9BrPTiLP1/gNE9oClT0P1KaufXmvNh2uyGPfeejzcFXPvGcy4xDZWv46LeRX4K2AxO4gQwnlsOniC+VuOMGloPDEtHGtxvBTGwjHUVBqt2fxC4aqXzE4jzsXNHa54HooOw3rr7hCfX1LJHz/ayDPf7mJYxwi+ve8iukcHW/UarkYpNQbI01qfd2K4UmqKUipVKZXqyJt4CCGaT61F89Q3O4gM8uHeS9qbHafBpDAWjmHFfyBvJ1zzhlEcC/sUf5HRwm3Nq1BqnUJqWUYuo15dxU+ZBfzruu5MuyNR5hNbxxDgGqXUAWAWcKlS6rMzD9Bav6+1TtRaJ0ZERJiRUQjhYGamHGJHTjH/d1UXArzN3/ipoaQwFvbvyGZY+yr0uQ06XmF2GnEhI54yplKsbtrIflF5NY/O3srEj1NpGeTDt38eyu2DYh1mZbO901o/prWO0VrHATcDy7TWt5kcSwjhwArLqnhx8W4GJ4QxpmeU2XEaxfFKeeFaamvgm/vBPwIuf9bsNKI+wjsYv8SkTodB90CLhu90tGjHMZ74egeFZVX8aXgC94/ogI+n/TeGF0IIV/bfRRmUVdbwz2u6OewghowYC/v201twbBuM/h/4Ok67F5c37G+g3IwpMA2QfaKcu2ds4u7PNhER4M3X9w7hr6M6S1FsY1rrFVrrMWbnEEI4ri2HT/JF6mEmDImjQ6tAs+M0mowYC/tVmAXLn4dOV0GXa8xOIxoiOBoGTIF1b8DgP19wd8KK6lreW5nJOyv3AUZ7nykXt5M2bEII4QBqLZonv95BRIA3D4zsaHacJpHCWNgnreHbB8HNA656UTbycERDH4JNn8Cyf8MtM895iMWi+W77UV5YlEH2iVNc1TOKf4zuQnSIbzOHFUII0VizNh5iW3YRr93c2yEX3J3JsdML57V1FmSugNEvQlBrs9OIxvALhSH3w7J/weEUaDPg56e01vyYnsdLS/aQfrSYzpGBJN81iKSEMBMDCyGEaKi8kgpe+D6DgfGhXNPL8T+vpTAW9qfsOCz+B7QZCImTzE4jmmLQPbDhPfjxGfjjt1gsmmUZeby1Yh+bD50kNsyP127uzZierXF3k7sCQgjhaP75zS4qaiw8d0MPh11wdyYpjIX9+eEJqCyBq18DN5lj6tC8/I0pFYsfY9miuTy3K4x9eaW0Dvbhuet7cFNijMwjFkIIB7V0Vy7fbT/Kw5d1JCEiwOw4ViGFsbAvB9fD1plw0cPQsovZaUQTZeaX8lVhEhMIwXvti3iFv8BrN/dmdI8oKYiFEMKBlVRU88TXO+jUKpCpwxLMjmM1UhgL+1FbAwsfgaAYozAWDulEWRVLduUyJy2blKxC3N0UbaNuZXzB23x3rULFRZsdUQghRBO9uHg3x4oreOsPffHycJ6BDimMhf3Y+AHk7oBxM4xb8MJhHC06xfKMfL7fcZR1+wuotWhiw/z466hO3NgvhpY+l8BrX6FWvgBxQ82OK4QQogk2HTzBpz8d5I5BsfRt28LsOFYlhbGwD6V5sPxZSLgUulxtdhrxO7TWHCuuYOvhk6zbX8CafcfJzC8DIC7MjykXt2N09yi6Rwf9eiHGkAdh8WNwYC3EDTEpvRBCiKY4VVXLo7O30jrYl0dHdTY7jtVJYSzsw5InofoUXPk/6VlsR0oqqsnMLyPzeCmZ+WWkHy1ma3YR+SWVAPh5uTMwPpRbB7Tlog4RdGwVcP5VyYkTYO2rsPI/ELegGX8KIYQQ1vLfxRlkHi9j5uSBDt+z+Fyc7ycSjufgetiabMwrDm9vdhq7oLXmVHUthWVVnCyvpryqlqoaC1W1tVRWW6iqtVBdq1EYjTsUCqVAKYWbMv7bTRm/Y2gNFg0abXzXGq2hqtZCeWUNZVW1lFfVUFZZy/HSSvJLfvkqqaz5OZObgvhwfy5qH07PmGB6xITQIzq4/nPLPH1/GTU+uA5iB9vmL08IIYRNrN9fwEdrD3BnUiyD24ebHccmpDAW5nLhBXdllTVkHCthb24JhwrLOXziFIcLy8ktrqCwrIrKGkuzZXFT4O/lQViAFxGB3nSJCuLijt5EBvsQH+5PQoQ/bUL98PZwb9qFEifA6peMLymMhRDCYZRW1vDonK3EhfnxtyudbwrFaVIYC3OlfVy34O5Tp15wZ7FodueWkJJVSMqBQnYdKeZAQRlaG897uClah/jSJtSXIe3DCfX3ooWfF6H+noT4eeHv5YGXhxteHm541333dHNDo+tGhDWaX0aDfx4htvwyonx6BFkphQI83d3w9/bAz8sdbw+35mnM7ulrbPqx7F9wdCtE9bL9NYUQQjTZs9+lk3PyFLOnJuHn5bzlo/P+ZML+nToJy56FuIugyzVmp7G6wrIqlmXksXRXLuv2H6e4wpiW0DrYh54xIVzXO5ouUYF0jgyidYgPHq7S17f/ZFjzqvF100dmpxFCCHEBS3flkpxyiCkXtyMxLtTsODYlhbEwz6r/wakTcMVzTrPg7kRZFQu2HWHB1iNsOngCi4ZWQd5c2T2Kge1CGRAfSkwLP7Njmss3BPpPgnWvQ8HjEOY8jeGFEMLZ5BZX8OicrXSNCuLhyzuaHcfmpDAW5ji+Dza8C31vh6ieZqdpklqLZsXuPOZsymZpei7VtZpOrQK579IOXNal1W/blgkY9Cf46R1Y+xpc87rZaYQQQpxDrUXz0BdbqKi28MatfZq+zsQBSGEszLHkCfDwhUufMDtJo5VW1jA79TAfrzvAwYJywvy9uH1QHGP7RdOtdbDZ8exbYCvocxtsngHDH4OgKLMTCSGEOMt7q/azbn8B/x3bk4SIALPjNAspjEXzy1wBuxfCiKcgoKXZaRqssKyK91dl8vmGg5RU1NC3bQh/vaIzl3drhaerzBO2hiH3w6aPYf2bcMWzZqcRQghxhrRDJ3jphz2M6RnFTYkxZsdpNlIYi+ZlqYVF/4CQtsbtdAdysryKaasz+XjtAcqraxndI4rJQ+Pp42TbYTabFnHQ/QZI/cho1efn3As6hBDCUZwoq+L+5M1EBfvw7PU9XGo6oBTGonmlfQp5O+GmT8DTx+w09VJRXcuHa7N4Z/l+SipruKpnFA+N7ED7loFmR3N8Qx+C7bMhZRoM/5vZaYQQwuXVWjQPfLGFvOJKvrw7iWBfT7MjNasLFsZKqTbAp0AkYAHe11q/dtYxCngNGA2UA3/UWqdZP65waJUlsPxZaJsEXa81O80Faa1Zmp7Hv77dxaHCckZ2acUjV3Skc2SQ2dGcR6tu0HGUsRBz8J/By8U7dgghhMle+3Evq/bk89z1PejdJsTsOM2uPiPGNcDDWus0pVQgsEkptURrveuMY64EOtR9DQTeqfsuxC/WvQll+XDLLLtvz3awoIwnvt7Jqj35dGgZwGeTBjK0g3Nuf2m6IQ/AR1ca24L3n2R2GiHE2U4cgH0/grun8YusA64NEfXzY3our/+4l5v6xXDLgDZmxzHFBQtjrfVR4Gjdn0uUUulANHBmYXwt8KnWWgM/KaVClFJRda8VAkpyYd0bxkhxTKLZac6r1qL5aG0WL/6wG083N54c05Xbk2JlUZ0ttU2C1n3gp7eh3wRjqz4hhH346R1Y8iTUVhn/7R0EV79mrA8QTuVgQRkPfbGFbq2D+Nd13V1qXvGZGvQJpJSKA/oAG856Kho4fMZ/Z9c9JoRh5QtQW2l0orBT+/JKuPHddfz7u3SGJISz5C/DmDg0XopiW1MKku6Dgn2wZ5HZaYQQp6VMg0V/h/aXwZ/T4O410LILfDUJMhaanU5YUXFFNZM/SUUpxbu39cPH0/n7FZ9PvT/xlVIBwFfAg1rr4rOfPsdL9DnOMUUplaqUSs3Pz29YUuG4ju8z2nL1+6Nd7nKmtWbG+gOMfn0NWcfLeO3m3nxwZyKRwY6xONApdL0OgtsYrduEEOY7th0WPWZMnRj3qfHeHdkDbp8HUb1g/j1QlGN2SmEFNbUW7v08jazjZbxzW1/ahLr2Wo96FcZKKU+MovhzrfXccxySDZw5GSUGOHL2QVrr97XWiVrrxIiIiMbkFY7ox3+Cpy8Ms7+uAyfKqpgyYxNPfL2TpHZhLHloGNf2jnbZW0imcfeAgXfDwbWQI+t2hTCV1rDwr+ATDNe+bfz7PM3LH8ZOh5pK+OFx8zIKq3nm212s3nucf1/XncEJspbmgoVxXceJ6UC61vrl8xz2DXCHMgwCimR+sQDg8EZI/8boOGBnCzZSsgq58rXVrNidx+NXdeGjP/YnItDb7Fiuq+8dxvzF9W+ZnUQI17b7ezi0Di79P/AP++3zYQnGBj0750J2avPnE1bzyboDfLr+IFMubsfNA9qaHccu1GfEeAhwO3CpUmpL3ddopdTdSqm7645ZCGQC+4BpgGPt3CBsQ2tj0YZ/S2MOqZ3QWvPx2ixunfYTPp5uzPvTECZf1A43NxklNpVPkFEc75wHJw9f+HghhPVpDWtehpBY6HPH+Y8bfD/4hsLql5ovm7Cqpbty+eeCnYzs0oq/jepsdhx4S6dOAAAgAElEQVS7UZ+uFGs49xziM4/RwL3WCiWcxJ7FxqjDVS+Bt33ssV5RXcs/5m1nbloOI7u04uXxvQjyca3m5XZt4N3GKvgN78o20UKY4XAKZG+E0S/+egrF2bwDYMAUWPkfyN8NEZ2aL6Nosg2ZBdw7M40e0cG8dnNv3GVg6Gey3F7YhqUWlj4NoQnQ906z0wBwtOgUN727nrlpOTw0siPv395PimJ7E9IGul1n7JBYcfYaXyGEzaV9Al4B0OuWCx874C5w94LUD22fS1jNriPFTP40lZgWvnw0YQD+3rIJ8pmkMBa2sXUW5KfDiCeNpvAm23mkiOveWkvW8TI+uCORB0Z2kKkT9irpPqgsNopjIUTzqSg2pjL1uLF+d/n8w6HL1cb7ffUp2+cTTXaooJw7P0ohwNuDTycNJNTfy+xIdkcKY2F9NVWw4j/Gpg12sPXzit15jHt3PW5KMeeeJEZ2bWV2JPF7ovtC28GQ8r5x50EI0TzSF0B1OfS5vf6v6XsHVJyUHuQO4HBhOX+Y/hPVtRY+nTiA6BBfsyPZJSmMhfWlfQJFh+DSx03f+jk55RCTPkklNsyf+fcOoXNkkKl5RD0NnAonDxrz1IVoCIsF9i+HTZ/A0W1mp3EsO+cai+6i+9X/NXEXGQusd863XS7RZJn5pYx7bz1F5dV8MmEAHVoFmh3JbsnEEmFdVeWw6kVjxC9hhGkxtNa8tXwfL/6wh+GdInjz1r4EyDwqx9F5DARFG4vwOo82O41wFCcOwpe3w9GtvzzW4ya4+nXwcu1NCy6ovBAyVxhTmRoyoOHmXjedItl4/5e/Z7uTcayY2z5IQWvNrClJdG0tA0S/R0aMhXVt/ABKj5k6Wqy15vnvM3jxhz1c3yeaaXckSlHsaNw9oP9kyFoJeelmpxGOoDQPPh4DhQfg+vfg/i3GpkLb58Dcu4yRZHF++5eBpcYochuq67XGFIx9S6yfSzTJtuyT3Pz+T7i7wRdTpSiuDymMhfVUFMOaVyDhUogbYkqEWovmsbnbeX9VJnckxfLSTb3wdJf/mzukvneChw9seM/sJMLeWSwwZyKUH4c7v4ZeN0NoPFzyDxj1H8j4Fja8Y3ZK+7b3B/ALg9Z9G/7a2CHgFy7TKezMxgOF3DptAwHeHsyeOpj2Le2jbaq9k4pBWM+Gd+FUoTFabIKaWgsPfrGFWRsPc98l7fnnNd2k84Qj8w8zboNvnQWnTpidRtizzZ/CgdUw6nlj0e+ZBk6FDpfDsmehKMecfPbOYoF9S6H9SHBrRFng7mGMNO9ZLN0p7MSavce5Y3oKLQO9mX13Em3DZIpLfUlhLKyjvBDWvWHMDW3Iwg0rqbVoHp69lQVbj/D3KzvzyBWdUCYv/BNWMHAq1JyCtBlmJxH2qrIUlv3bWNdwrp7pSsHo/0FtlbGjm/itI5uhvADaX9b4c3QeA9VlcHCd9XKJRlm6K5eJn2wkNsyPL6YmERUs3ScaQgpjYR3rXofKErjk/5r90rUWzSOzt/L1liP8bVRn7h6W0OwZhI1E9jBu06ZMk9Zt4tw2vAtl+XDZM+df19AiDnrfavTGLj7arPEcwr4lgIL2TVgwHTvY2Oxj/zKrxRIN9+22I9z92Sa6RAYya8ogIgK9zY7kcKQwFk1XkmvMA+1xI7Tq2qyXtlg0f52zjXmbc3jk8o7cM1yKYqczcKrR/m/392YnEfam+pRRGLcfCW36//6xQx80Ro3TPmmebI5k7w8Qkwh+oY0/h5cftE0yWuUJU8xOPcz9yZvp0zaEzyYPJMRPNu9oDCmMRdOteQVqKmH4Y816WYtF8/e52/gqLZuHRnbkvks7NOv1RTPpdBUExUCKLMITZ9n2pTFaPOSBCx8b2s4ooDd9DLXVNo/mME6dhJw067TXbD8C8nbKqLwJZqw/wKNztjE4IZxPJg4g0Mf8HWcdlRTGommKj0Dqh9D7FghrvtFarTXPfLuLL1OzuX9EBx4YKUWx03L3gAGTIWsV5O4yO42wJ2mfQkQXY5OJ+ug3AUqOyqjmmQ5vADTEDW36uRIuNb5nyt9vc3pv5X6e+HonI7u05IM7E/HzkvakTSGFsWiaNa+CroWLH23Wy765bB8frzvAXRfF85AUxc7vdOs2GTUWp+WlQ04q9Lmt/j3TO1wOPiGw/UvbZnMkB9eCm6cxlaKpWnYzdsGTecbNQmvNy0v28Pz3GYzpGcU7t/XDx9Pd7FgOT36tEI1XfNS4LdnrFmNxSzP5fMNBXlqyh7F9Y3jsyi7SfcIV+IVCz3Gw9QsY8VTT5kIK57D5M3DzMHoW15eHF3S7zpiCIbu0GQ6uh+i+4HnuzgUnyqr4YE0mK/fkU1OrGRgfyl0XtyOmxTn+7tzcIOES2PcjaG3aJk+uQGvNcwvTmbY6ixv7xfDC2J64S3tSq5ARY9F4a+tGiy96uNkuuXD7UR6fv4MRnVvyn7E9pE+xKxkwxWjdtmWm2UmE2WqqjP7Wna4E//CGvfb0Lm0HVtsmmyOpKocjacaiuXPYkVPEla+t5u0V+wny8SQq2IfklMNc+epqlmXknvuccUONjVaO77FhcNdmsWie/Hon01ZncUdSLP+VotiqpDAWjVN8FFI/+mWHqWawdt9xHpy1hX5tW/DmrX1lRztXE9kD2gyE1Omyva+r2/+jUXz1vq3hr40dAp7+sGeR9XM5mpxUYxvo2N/uVLovr5Tbpm/A3U2x4L6hzLxrEB9NGMCPDw8jLtyfqTM2sXpv/m/Pefpc0s/YJiwWzZPf7GDGTweZcnE72cjKBqSyEI2z9jXjDfWiR5rlculHi5k6YxPtIvyZfmd/fL1kHpVL6j8ZCjNlcY+r2/UN+AT/stirITy8jdv9e34wbve7soPrAAVtBvzq4YrqWu79PA13pUi+axDdo4N/fq5NqB+fTR5IQkQAf07eTM7Js3a6C21nzDM+tL4ZfgDXcroo/uynQ0wd1o7HruwsUwltQApj0XAlx2DTR0YnimYYLc4rrmDSxxsJ8Pbg4wkDCPaTNjQuq+u14BdmdEIRrqm2GnYvhE6jjTnDjdHxCijOhtyd1s3maA6ug8ju4Bvyq4df/3Evu3NLeGlcr3NuJRzs68k7t/WjusbCP+ZuR5/5C4ZSEJtkzF0WVnN2Ufz3UVIU24oUxqLh1r5mfDg1w2hxeVUNkz5J5eSpaqb/MZHIYB+bX1PYMQ9v6HuHURgVZZudxqEppdoopZYrpdKVUjuVUvVoBmwHslZBxUnock3jz9HhcuO7K0+nsNRCziZjetIZso6XMW11JmP7xjC8U8vzvjw+3J9HrujEyj35fL/j2K+fbDvY2JRH/o1ahdaaf3+XLkVxM5HCWDRMyTFjtK6X7UeLay2aB2dtYeeRIt64pQ/dWgdf+EXC+fWbYNwC3/Sx2UkcXQ3wsNa6CzAIuFcp1bxbVzZG+jfGHOHGTKM4LTASWveBPYutl8vRHN8LVaUQ3e9XD7+9fB/uboq/Xdnpgqe4IymOTq0C+e+iDKpqzpj3H1u3mE9Gja1i2upMPlybxR8Hx0lR3AykMBYNc3q0+GLbd6L4z/fp/LArlyfGdGVEl1Y2v55wEC1ijVvhmz4xuhOIRtFaH9Vap9X9uQRIB6LNTXUBllrI+A46Xg6eTbx7lDDCGDGtLLFONkeTs8n4fkZhnH2inHmbc7i5f1taBl7479fdTfHXUZ04UFDO/C05vzzRqjt4B8EhWYDXVF9vyeG5hRlc1SOKJ8d0laK4GUhhLOqvJLdutPhmY4GFDc3ccIhpq7O4MymWCUOap+uFcCD9J0NZHmQsMDuJU1BKxQF9gA3mJrmAnE3GFtCdx5z3EK01e3JLWL03n6NFp857HHFDjHaTh+37R7aZnE3gFQhhv2yQNG1VJgBTLq7/+/ulnVvSOTKQ6auzfplr7OZuLOg79JNVI7ualKxCHpm9lYHxobw0rpd0n2gmUhiL+vt5brFtR4s3Hijkya93MKxjBE+Msf87u8IECSMgJBY2Tjc7icNTSgUAXwEPaq2Lz3puilIqVSmVmp9/jtZczW3vD6Dcof2Icz695fBJxryxhstfWcXt01NIen4ZU2ekkldS8duDYwYY53LVtmJH0qB1b2NTDqCwrIpZGw9zQ99oWoece7OPc1FKMfmiduzOLWHV3uO/PBHT39id0FVH5Jsor7iCe2emEdPCj/dvT5Qd7ZqRFMaifk6PFvccD2EJNrvM0aJT3PPZJtqE+vH6LX3wkF7F4lzc3KD/JGM729xdZqdxWEopT4yi+HOt9dyzn9dav6+1TtRaJ0ZERDR/wLPt/cFYLObb4jdPLd55jHHvraewrIp/Xded5LsGcf+IDqzck88Nb6/jcGH5r1/gHWDMM3bFwri6Ao7t+NU0inmbc6issTBxaMPv0F3TqzWtgrx/HnEGIDoR0HBksxUCu5aqGgt/+jyN0ooa3r2tn3RiamZSdYj6Wfc61FbCxbbrRFFRXcvUGZs4VVXL+7f3I9hX3gzE7+h9G7h7Gxt+iAZTxmTF6UC61vpls/NcUMkxOLoVOoz8zVOpBwr588zNdI0KYuH9F3H7oFiSEsL4y2Ud+XJqEsWnqpn0yUZKK2t+/cLYwcaUgurfmXLhjHJ3gKXa2AoaY/rJ7NTD9IgOpnNkUINP5+Xhxp2D41iz7zj78kqNB+vOTXaqtVK7jOcWppN68AQv3NiTTpGBZsdxOVIYiwsrzTNuWdtwtFhrzf/N28G27CJeGd+bDq3kzUBcgH8YdL/B2BpYbtc2xhDgduBSpdSWuq/RZoc6r31Lje+nW63VOVlexX0zNxPdwpePJ/Snhf+vexv3jAnh7T/0Y29eKf/5Pv3X54wbCrVVrle85aQZ3+tGjHceKSbjWAk3JcY0+pQ39WuDu5viq7S6Fm1+oRCa8MsiP1EvS3fl8vG6A0wYEsc1vVqbHcclSWEsLmz9m8ZosQ37Fn+87gBfpWXz4MgOXN4t0mbXEU6m/2Sj5dS2L8xO4nC01mu01kpr3VNr3bvua6HZuc5r7w8QGGV0PDjDs9+lU1BWyRu39CHE79wbfgztEM7EIfF89tMhNh088csTbQYCypiS40pyNhm70wUZTUjmbMrGy92tSYVYRKA3wztGMDctm1pL3SK8mETI3ig7DNbT8dJK/j53G12ignjsyi5mx3FZUhiL33fqhDFa3O16CG9vk0v8lFnAv79L57Kurbj/0g4XfoEQp0X3g6hexv9H5cPXedXWwP7l0H6ksbNanW3ZJ5m9KZuJQ+J/tW3xufzlso5EBHrz7He7fume4BsCkT1cb57xsW3G/GqlqK618PWWHC7r1uq8v1jU19h+MeQWV7J2X90ivOhEKM2VjT7qwbhrup3iUzW8Or43Xh5SnplF/ubF70uZZozIDf2LTU6fV1LBn5M3Exvqx8vSjkY0lFLGqHHeLjgkmwk4rSNpUFn8q009tNY8s2AX4QFe3HfphX9p9/f24KGRHUk7dJKVe87osBHT31ggZrGc/8XOpLoC8ncbvxAAGzILOVFezbVWuG0/oktLgn09mbOprhCOqVvcl+NiU1UaYfHOXBbvzOWhyzrKvGKTSWEszq+yFH56GzqOgsjuFz6+gWotmgeSt1B8qpq3b+tLoI8sthON0H0seAfDxg/MTiJsJXOl8T3+4p8fWrzzGKkHT/DI5Z3q/d5xY78YooJ9eHv5/l8ejO5nFN0F+6yZ2H7lpxv9m+sK40U7j+Lr6c7FHZvedcTbw51rerVm8c5jlFXWQKsexgJZV5vD3UAlFdU8/c1OukQFMfki6dtvNimMxfmlfWJMpbDR3OJXl+5hfWYB/7que6NWQgsBgJc/9L4Vdn1jtBUUzidrpVHI+YcDxmjx2yv2Exfmx02Jbep9Gi8PNyYNjSflQCE7jxQZD55uWeYqi8SObTe+R/bAYtH8sDOX4Z0irNYnd3SPKCprLMaovIeX8b/b0a1WObezennJHnJLKnju+u54SotS08n/AuLcaiph3RsQdxG06W/106/Ynccby/ZxU78YxjXgg02Ic+o/yWg/tflTs5MIa6sqN3anix/280Pr9hewLbuIKRcn4N7A6Vc39ovBy8ONWSmHjQfCOxg7wLnK7f6j24yft0U8mw+fJK+kkiusuOB5QHwoYf5efL/jmPFAVC+jMHaVqSoNtC+vhE/XH+TWAW3p0/a3/blF85PCWJzblplQctQmu9wdOXmKh77YQufIQJ651vpTNIQLCu9g3Gbf9AlYas1OI6zp0HqjpVq7S35+6N2V+wkP8OaGvtENPl2Inxeju0cyf0sOp6pqje2Lo/u41ohxZHdwc+OHncfwdFdc0rml1U7v7qa4rGsrlqXnUlFdaxTGlcVwIstq13AKpfmw/HmqPryaGZ7P84+g7407tMJ0UhiL36qtgbWvQuu+0G64VU9dXWvhvplpVNVYePsPffH1km0uhZUkToKiw7/0uxXOIXMFuHlCbBIAu44Us3rvcSYOjWv07f+bB7SlpKKG77YfNR6I7mfsBFd9jq2jnYnFYmzuUTe/eMmuXJISwq2+mdKo7pGUVdWyZu9xozAGmU5xpv3L4a0B6JUvUFVeRIfAKvxXPwtvDYQDa8xO5/IuWBgrpT5USuUppXac5/nhSqmiMxrEP2n9mKJZ7ZwHJw4Yo8XKul0iXvg+g7RDJ3nhxp60iwiw6rmFi+t8FQS0MrYuF84ja6XROcLLH4DPNxzE28ONPwyIbfQpB8aH0i7cny82HjIeiO5nTMXJPefHnPM4kWV0GYrsweHCcjKPl3FJJ+tv9T04IZxAHw9jOkXLrsYvNlIYGzJXwsxx6MBI7g1+k/v8XyLowXUwZSX4BMOMG2Dfj2andGn1GTH+GBh1gWNWn9Eg/pmmxxKmsVhgzcsQ0QU6WXcTrOW78/hgTRZ3JMUypqfs6COszN0T+twOexbDyUNmpxHWUF5ozIltNxyA0soa5m/OYUzP1gT7NX6UUynF2H4xbDxwgqNFp1xnAd4ZC+9Ot6yzRjeKs3l5uDGic0uW786j1s0TWnWVwhjg5GGYfSeEJrA86SMW5rbggREd8PZwh9a9YeJiCO8Is/9otNQTprhgYay1XgUUNkMWYQ/2LDJ6wl70F3Cz3kyb/JJKHp29lc6RgfxjtOzoI2yk353G902fmJtDWEfWKkBDO2Ph3TdbjlBWVcutA9s2+dRXdjcWnC3acQyCWkNA5C9bJTurY9tBuUNEF1btySc6xJd24f42udQlnVtSWFbF1uyTvyzAc+VNeLSGBfdDbTWW8Z/z35V5tAv35/o+Z8yT9wuFW2cZv+TPm2pMaxTNzlqVT5JSaqtS6nulVDcrnVM0N61h9YsQEgvdbrDaaS0WzcOzt1JSUcMbt/SxWlsgIX4jpC10uBzSPoXaarPTiKbKWgleARDdD601M1MO0jkykL5tQ5p86nYRAXRqFXhG94Sev4yoOqu8dAjvQLWbF+v2F3BxxwiUlafLnTasYwRuClZk5BmF8alC194Bb+c82L8MRj7NoqN+ZBwr4YGRHfA4uz1bcAyMftHYdOant0yJ6uqsURinAbFa617AG8D88x2olJqilEpVSqXm5+ef7zBhlqyVxq3EoQ+Cu4fVTvvh2ixW7cnniTFd6dBKdvQRNpY4EcryIOM7s5OIpspcAbFDwN2TjGMl7Mgp5pYBba1WzI3qHsnGA4XklVRAZE84vtu5F+Dl7YKIzqQdPEFpZQ3DOobb7FIhfl70bduC5bvzIaq38aCrTqeoqYKlT0Or7uh+E3hv5X7iw/3PP6Ww2/XQeQwsexYK9p/7GGEzTS6MtdbFWuvSuj8vBDyVUuf816a1fl9rnai1ToyIsP68JtFEq18ybif2utVqp9yRU8QLizK4vGsr/mCF259CXFCHyyC4jSzCc3QnD0Nh5s/TKOZvycHDTXG1FbYuPu3KHpFoDT/szDU6NVhqjJ3hnFFVmbGoumVXVu3Nx91NMbi97QpjMKZTbM8pIs8vwZjC4aqF8fbZcPIgjHyalINFbM0uYvJF8efvwa0UXPUSuHnAsn83a1RhhcJYKRWp6n59V0oNqDtnQVPPK5rZ4Y3GfL7B94Gnj1VOWV5Vw/2zNhPq78ULY3va7JadEL/i5m7MNc5aCcddZJtfZ5RVtw10u+FYLJoFW45wcccIQv29rHaJTq0CiQ/3Z/HOYz+3MHPa6RT5uwENLbuwdl8BvduEEFTPrbQb65JORn/kFZmlENHJNQtjrY3Nslp2g/YjmbY6k1B/L8b2jfn91wVGwqB7YOdcYwGqaDb1adeWDKwHOimlspVSk5RSdyul7q475EZgh1JqK/A6cLPWrjzD3kGteRl8W0C/CVY75TMLdpF1vIxXxvemhRU/zIS4oD63G6Mtmz4yO4lorMwV4B8BLbuy8UAhR4oquLa3dbvZKKUY0bklGzILKQ9oY+wI56xFSJ4xEl4W0pHtOUUktQuz+SW7RAXSKsiblbvzf1mA52r2/WjchRj8Z/bll7E0PY87kmLrt9Zm8J/BJwSW/cv2OcXP6tOV4hatdZTW2lNrHaO1nq61fldr/W7d829qrbtprXtprQdprdfZPrawqtydsHshDLwHvK3TW3jRjqPM2niYe4YlMDjBtrfrhPiNwEijr/GWz517zqiz0tro9xo/DJRi/pYj+Hm5c1nXVla/1LBOEVTVWtiQddLYEc5pR4zTwd2bjUXB1Fo0g5qhMFZKMbR9BOv2H8cS2QtKj0HJMZtf166sex0Co6D7WKavycTbw43bB9WzB7dviLHmZ+8PkO3krQTtiOx8J2D1y8bK7wF3WeV0eSUVPDZ3Oz2ig3noso5WOacQDZY40dhiddfXZicRDZWXbiygbDeMqhoLC7cf5fKurfDzst6i4NP6x4Xi4+lm9PWN7Gls8mGxWP06pstLh4iO/HSgCE93Rd/Ypnf2qI+hHcI4UV7NAa/2xgOuNGpcsN+YEjTgLo5XaL5Ky+HGfjGEBXjX/xz9J4N3sFFgi2YhhbGrK9hvzGFKnGj0UGwirTWPfbWd8qpaXhnfC8+zW9EI0VziLobQBEidbnYS0VCn5xfHD2PlnnyKTlVzbe/o339NI/l4upPULqyuMO5h7Ax3Issm1zJVXjq07MpPmQX0igmxyS8Z53L6juGKk3Wj/c46VeVcts4C5Qa9bmV2ajZVNRYmDIlv2Dm8AyFxAqR/YyyeFDYnVYurW/uasV1n0r1WOd2XqYf5MSOPv43qTPuW0ppNmMjNzfhAObwBjjn5Vr/OJnMFtIiDFrHM35JDqL8XQzvYbkrWsI4RZB0v46ivk45qnjoJxTlUhnZie05Rs0yjOK1VkA8dWgaw4mAFtIh3/m23T7NYjMK43XAsAZEkpxxiYHwo7Vs2YrriwKlGV4+f3rF6TPFbUhi7suIjsGUm9L3dmJPZRIcLy3lmwS6S2oXxx8FxTc8nRFP1/gO4e8siPEdSWw0H1kC7SyipqGbprlyu6hFl07tPw+q6JywrDDMKkNydNruWKfIzANhtiWm2+cVnGtI+nJSsAmpbdnOdwvjQOig6BL1uYd3+Ag4Vljd+x8ag1tDjJkibYfySI2xKCmNXtu5N0BYYfH+TT1Vr0Tz85VbclOLFcb1wO19/RiGak1+o0Sx/6xdQWWp2GlEfOZuM6QwJl/DDzlwqayxc18e63SjOFhfmR5tQX1buL4aw9j93cHAaebsAWFvSEg+35ptffNrghDAqqi0c8U4wpu9VlTXr9U2xNdlYu9P5KpJTDtHCz5MrujVhAGrgFKgug21fWi+jOCcpjF1VWYExitZzHLSo5wrZ3/HhmixSDhTy1DXdiA7xtUJAIawkcSJUlcCOOWYnEfWxfzmgIO4i5m/JIaaFL33btrDpJZVSJLULY0NWIbpll58LSaeRlwFeASw/4k336OBmm1982qCEMNwUpFW2BrSRx5nVVMGuBdDlavIrPVi88xhj+8bUr0Xb+bTuA637GmsmpCOuTUlh7Ko2vAPVp2DoQ00+1e5jJfxv8W4u79qKsX1ts0BGiEZrM8Borr9RPlAcQuYKaN2HvFo/1u47zrW9WzfL5kBJCWEUnaom37edscipqtzm12w2ebuwRHRma04R/WJt+0vGuQT5eNIzJoTvj9fNE8910pZ4px1YDZVF0OUa5mzKpsaiuXmAFXZ+TZxoTIs5tL7p5xLnJYWxK6oohg3vQ5cxxm5ETVBVY+EvX24h0MeD527oIbvbCfujlLEI79g2OJJmdhrxeyqKIXsjtBvOd9uOYtFwnY26UZzt9LzbbVV1o5rHdzfLdZtFXjqF/glU1lhMKYwBhrYPZ+lRH7RXgPPN4T5bxnfg6Y9uN5xZGw8xoLGL7s7WfazRum2jdNqxJSmMXVHqdOO32YsebvKp3li2l51Hinn+hh6EN6Q3oxDNqed48PSHjR+anUT8noNrQddCwiXM33KELlFBdGjVPN1tooJ9iQvzY/mJulFNZ5lnXJoP5cfZq9sAmFYYD24fRo1FURTY0bm7xFgsRmHcfgSbjlRwsKCccYltrHNuLz/ofYvRm7003zrnFL8hhbGrqT4F69+ChBHGnKUm2J5dxNsr9nNjvxgub8qiAiFszScIetwIO74yNv0Q9ilzBXj4kuXXna2HT3KdlbeAvpCkhDC+zfZBu3s7zzzjup8jpbwVMS18aRXkY0qMfrEt8PJwY59bnDFi7KzTmnI2GTv8dR7DvM05+Hi6Maq7FT8fEyeCpRq2fGa9c4pfkcLY1Wz+DMrymzxaXFVj4dE5WwkP8OKJMV2tFE4IG+o/CWpOGR0qhH3avxxiB/PN9gKUgmuauTAe1C6MogoLFSEdnGfE+PgeAJbkBZs2Wgzg7eFOnzYhbCiPNO5YFh02LYtNZXwLbh5UtbuM77Yf5fKukQR4W3GxY0QniB0Kmz52zh0a7YAUxq6kttrY0KPNIIgd3BBxVy8AACAASURBVKRTvbl8HxnHSnju+h4E+3paKaAQNhTVC6L7QeqHzjta5ciKj8Dx3eh2w/l6Sw4D4kKJCm7eDjdJdfOMsz1jnaowtngGsKPE39TCGGBguzCWnTB6RjvtdIo9iyF2CCsPV3OyvJrr+9hgjnziBGOB6OkdIoVVSWHsSrZ9afyWftHDxoKkRtp5pIi3l+/j+j7RjOjSyooBhbCxxInGoqqD68xOIs62fzkAewP6kXm8jOtsUVBcQMsgH9qG+rG9qjUU5zjHZgrH91DkHw8o0wvjQfGhpFvqujM44wK8ohzIT4f2I5m/OYcwW+3Y2HkM+IYao8bC6qQwdhWWWljzCkT2gA6XNfo01bUWHp29jRA/L566WqZQCAfT7QZjVXeqLMKzO/uWQEAksw6G4OmuGN09ypQYibEtWHkywviPfCfot5u/hwNu0fh7udOpmRYynk+fti2odvflhHeMc7Zs2/8jAKVth7MkPZere7W2zY6Nnj7Q6xZj2kZpnvXP7+KkMHYV6QugYG+TR4vfXbGfXUeL+fd13Qnx87JiQCGagazqtk+11bBvGZb2I/lm2xFGdG5FsJ85U7T6xrYgtbzuTpijL8CrLIGSI2w91ZLebUPwsOG22vXh6+VOz5gQMnRb55xKse9HCGzNwv9v777jq6zuB45/zs0OkIRMMpkBwkgYYYu4UFAEV13UWWtra6u/TruXVltbW22te1tHtVpxL4ag7BE2WWTvkB0y7r3n98dzAwGSkIR773Nv8n2/Xnnd3Oc+48tDOHxznu85pzSMNqvdtU89Zt4EdivsesV11xikJDEeDLSG9X81ljpNWd7v0xwqa+CR1VksS4117ihbIdxp5i0yqtvTFG6B1jr2DZlLVWMbl5u4UFD6qOEUE0m7T7D31xlXZQGwqT6CmSPDTQ7GMGd0OFuaY9FHcgfW0tA2K+SugXHn8c7uEkZHDiEtIdR114uaAEnzYccLMmbCySQxHgyyPzcWNzjr/8DSvyUprTZjFoqQQD9+t3yykwMUwo2iJxqjurc9J6O6PUXWJ2Dx5YWyUYQF+3HuhGjTQhkfPYxhAX6UBoweMIlxlj2OGUlhJgdjmD06nH32JBTa++9vZ8XboaWOpsRz2JR7hIunjnD9glczb4YjucZKe8JpJDEeDNb/BUISYOrV/T7FU+sPs7uojt+tmEyELOQhvF36LVCbD7mrzY5EAGR9gjVhLu8eamR5Whz+vub912SxKKaPHM6+9njvn2+36hA25UO+jmF6orkD7zqkjwonk5HGm7IBVGec8zkoC6vbJmGzaxZPcsNT1UnLITBMBuE5mSTGA13+V8a66gu+D779qwnOrmjkb59lsmTyCC6Zas6AGCGcKuVSCI40eo2FuWoLoWI/e4fMpdVq54oZCWZHRPrI4Ww5GgNHjxjzvnurqkwqfeNIjAw1rWb7ZEMDfAmLHUuzCh5YM1McXg+x0/ggu4WYkABS411YRtHBL8gYhHfgXWiqcv31BglJjAe69X81EoDpN/TrcJtd8+M3Mwj29+EPl01x/aMhIdzBNwCmfx0OfWhMsSTMc/B9AJ6rmsiYKBfXZfbSzJHDybQ7EnRvftxflcUh6wiPuKedzRoTyQFbIvaB0mPc1gxFW7EmLWBdZiWLJ8Vgsbjp/8qZN4GtDTJedc/1BgFJjAeykl2Q/RnM+64xGr8fXvgqj50Ftfz20slEDZMSCjGAzLwZtA12vmR2JIPb/ndoi0jhncJgrpge7xG/fE9LDOMwjsTYsXKc17FZ0dU57G8fQVqiZ9QXd5gzOoL99kTsZXu9u1SlQ9EWsLez1z+V5jabe8ooOkSnGIt2bX9+YNxLDyCJ8UC24SFjztZZ3+jX4UU1zfzlk0OcMyGKFW5emlUIlwsfDZc91u+nKcIJGsqhYCNbgxeiFFzuAWUUAEMCfAkfkWQ87q88ZHY4/VOTh7K3k22PJzXBsxLjWaPCOaBH4tveCLUFZodz5g6vB+XDW1VJDAvwPbaCotvMvAmqsyH/S/ded4CSxHigqsyE/atg9jchsO+P0bTW/Podo/7rXimhEAPVtOsh1LypwQa9g+8CmkdKUzhvQjTxYe5dAronM0eGk22Pw+6tPcaOuPNUPJPjQkwO5kShwX4cDZ9ovBkIdcZ5G9Bx0/kgs4FFE6LcP3h00mVGJ5gMwnMKSYwHqg1/A99AmHtHvw5/b3cpqw9W8MMLJ5AwvH9lGEII0aP979A4bAybG6NZOTfJ7GhOMHNUOFn2WGzlXrr6nSMx9olKJtCvf9N0ulLUmOkAWEu9vM64rQmKt1Menk5VYxsXTjZhjn//YEi7xli4qPmI+68/wEhiPBDV5MPu140ayiF9X6e9trmN3727j9SEUG6eP8rp4QkhBI0VkLeBT5lDfFgwi8abN3dxV6YnhpFtj8evuRxa6swOp890VSaVhDFupGeUp5xsRnICefYYGvJ3mh3KmSncDPZ21rVOwM9Hcc6EKHPimHmzMQhvx4vmXH8AkcR4IPrqH6AsMP97/Tr8jx8coKa5nQeuSMXHXSNrhRCDy65XQNv5R9VMrp+T5HFtTcLwIMoDHL3YVdnmBtMPrWUHybLFMc3D6os7GHXGSahyL192+/B6tPLh+eJY5o6JICTQpGnxYibD6LNhy5PGEuui3yQxHmgayo3fGKdd16/aya9yqvjPtiK+uXAMkzysLk0IMUBoDTtfIic4lVLfRK6b7VllFABKKQJjU4w3VV42AE9rLNVZ5Og4UhM9a6q2DhFDA6gIHkfI0QLvXho6bwOt0WkcqLabU0bR2bw7ob4Y9v3P3Di8nCTGA83Gf4K9HRbc3edDW9pt/PytPYyMCObuC5JdEJwQQmAsOlSdzeP187l2diLhQ/q3+JCrxY5OoU370FrmZXMZN1Xi315PoSWB5OhhZkfTLZ/YKVjQ2Mq97P52aG2Ekh3s808DYHFKjLnxjFsMEcmw8R8yddsZkMR4IGk+AtuehSlXQsTYPh/+j9VZ5FU388fLp3rkYA0hxACx40VaLEP4yD6Hby4cY3Y03UpNiiRPj6CpyMse9zsG3tkjkz2uRKWzmOR0AMoyt5ocST8VbgK7lXfrx5KWEMqI0EBz47FYYN53oDQDDq8zNxYv5mt2AMKJNj8BbY1w1g/6fOiB0nqeWJfLlTMSWDCu7wP2hBCiVxor0Xvf5m3rWVw0fSxxHjRF28nSEkL5SscTVZ1ldih9Yi0/hC8QkjDZ7FB6NHnSVBo/CaTu8C68ctLEgk1oZeGN8ljuuNDk3uIOadfDuj/D2j/B6EXgrqlW7TYo2w2FW4xyjrYmCBoOYSNh5Px+ddaZRRLjgaK1ATY/DhOXQcykPh1qs2vueWsPoUF+/PKSFBcFKIQQwJYn0LZWXrBfzNMeXrIVFuxPdeBIQo5uA2sb+HpmycfJagv2EqQDGDPWs+9v3PAh7PEZRUCVl/XIdyjcTM2w8TQdDTK/vriDX6DROfbhj41e4zHnuPZ6TVWw9RljDuWGEmObT4AxhVxLHWi7sS18DExbCTNuhKGeNQPNySQxHii2PgMttbCw773FL27MI6OwloevncZwD631E0IMAM1HsG58nM9s6Vy4aKF3zJEeOR6fUjscyTGW3/UCbeUHKdWxpCWGmx3KaTWETmBUzadoux1l8aLqTpsVirazPeACRkUEkxw91OyIjptxo7GWwZr7XddrbGuHTY/BFw9Caz2MPR8W/87oHQ5NOL5PTR7krjXmWF79B6M3e9ZtRq7Sj+lk3cGLfgpFt9qPwsZHYcy5ED+zT4cW1x7lwY8PsWh8FMvTZNlnIYTrWNf+CdXexIuBK7ljkXc8Wg1NmgJATf5ekyPpvcC6XAp9EkgY7rllKh0C4lMZRjP5h71shcHyPdDexPu1SSyeFONZq8P6BcLZPzRqoA+86/zz1xXDcxfDp7+CpLnwnc1ww1uQevXxpBjAxw8ik40VeG9+D767FaZ+DTY/Bg+nwZo/GgMYPYwkxgPBjpegqQLO/lGfDtNa8+v/7UVrWfZZiMFIKbVEKXVIKZWtlLrHpRcr3o5ly5O8bj2Hb1xxMUH+3jHAd+R4Y8aByjwvWaGtrZnw9jJaQsZ5RZseN8EYgJe3b7PJkfRRgRHvFmuy55RRdDbjZoiZAh//HNqanXfe3LXwxNlQsR+uehZWvgHRE3t3bNR4uOxRI5EedwGs+xM8Mt0ow7DbnBfjGZLE2NtZ2+DLhyFxLoxc0KdD399TyucHK/jhheNJDPeCR5pCCKdRSvkAjwJLgUnAdUqpvg1Q6K2maupevpFyHUZx+s843+xprfpgQtIIinUk7WXesTR0c6kRp/+IXiYrJhuRPAOAxoIMkyPpo8LN1PhG0TokjhlJw82O5lQ+vnDxg1BXCBseOvPz2e2w/q/w0uUQHAHfXG3MgNUfUePh6hfgG59B+Gh49y54/CzI+uzM43SC0ybGSqlnlVIVSqkunyMpwyOOHofdSqkZzg9TdGv361BfZPQW96F3oK65nd+u2s/UeFn2WYhBajaQrbXO1Vq3Aa8BK5x9kerDOyl75AICm8t5OfEP/GD5LGdfwqUC/Xwo908iuD7H7FB6pTjbSDCjR081OZLeUYEhVPrFEXjkANqL5t7VBZvY1J7M+SnRnjsl3sj5kHqNUW9ctK3/5zlaA69dD5//HiZfbiTFURPOPL7EWXDrx3D1i0ZJ6L+vNBLvwi1nfu4z0Jse4+eBJT18vhRIdnzdDjx25mGJXrHbjB/42DTjsUQfGMs+t/HAlVPx9ZEHB0IMQvFAYaf3RY5tTrPphV8Q8cI5BLaU81bKX/nBrSs9N4noQUvYOEa0FWCzec7j3u7UF+7DphVjJ6aaHUqvHR0+gdHWwxTVHDU7lN6pLUQ1lLDZOo7FkzywjKKzpX+CkDh44xYjwe2r0t3w5DmQ/Sks/TNc+QwEOHGgoVIwaQV8dwtcdD+U7IRnFsNT5xuTCjRVO+9avXTajEhr/QVwpIddVgAvasMmIEwpFeusAEUP9r1tjJRe+MM+9RZvzKnm9W2F3LZwNJPjPHO5UCGEy3XVaJzQZaeUul0ptU0pta2ysrLPFxiWcj5fJd5OzTc2cd21N3llUgwQOCKFINXmHQPEqrIosYwgIizE7Eh6LThxGqNUGduyis0OpXcKjfriPZYUFiZ75swKxwQNh6ueh4ZS+O9txkwRvaE17HjRSFKtbXDzBzDnW66bF9nX31ic5O69sNQx08X7P4AHx8Kjc+C/34RPfmXMarH7DdfE4OCMrkKX9zqILtjtsP4hiJwAEy/t9WEt7TZ+8fYeksKDufv88S4MUAjh4YqAxE7vE4CSzjtorZ/UWqdrrdOjoqL6fIHJs89j/jceZHRS0plFarLosUbva1HmLpMjOb3QpsPUBo8yO4w+CR8zHR+lKTy03exQekUXbKKZQKKTZ3rHKrEJM+GSv0D2Z/DmLdDe0vP+TVXw+tdh1fcgcTZ86wtImuOeWAOGwpzbjR7kb2+Ac38OoYnGMvKbn4A198Hu11wagjPmMT5tr8OxHZW6HaPcgiQvbyhNl/kRVOyDy58wloHspX+uzia3qomXvjHba0aFCyFcYiuQrJQaDRQD1wLXmxuSZ4oba8xM0VC0z+RIelZV30yivYSDEWebHUqfWGKNeuiWot0YP4aerSX3K3baxnL+ZC/qA5x5s1HH+9E98MwFsPwfEDf9xH1aG2Dr07D+b9DeDIt/D/PuBIsJuYJSMGKq8dVBa6OEVLm2/NMZifFpex06aK2fBJ4ESE9P954qe0+jNaz/i7HU4pSren3YwbJ6Hl+XwxUz4lmY3PfeHyHEwKG1tiql7gQ+BnyAZ7XWnp35mcQyNJIGyzB8qj27lCIzcx/zVTvD4l0zuYjLhI2i3SeIqOZsyutbiAkJNDui7rU2EFB9gB16OV+f6NkruJ1i7h0wfBS8c6dRN5w41xgA5+MP5fshZzXYWmH8Erjgd72fhs1dlDJm23AxZ1xhFXCnUuo1YA5Qp7UudcJ5RXdy10Lxdlj2t17/kNjsmnv+u4eQID9+eYmXNZpCCJfQWn8AfGB2HB5PKeqGjCa8Lp+WdpvHPj4vzzEmj4odN83kSPrIYqEtYiIpZQVsOXyESz15samibViw0xCV7p0rxU5YCt/fYQxs2/c2bHoc7FYYPhLSb4WpV0FCutlRmuq0WZVS6lXgHCBSKVUE/AbwA9BaP47RqF4MZAPNwC2uClY4rP8rDIs11h3vpZc35bOrsJa/XzONcG/8xyyEEGaKnMDY+o/YW1xH+ijPXGq5tWw/AEGxHtbT1wtBCWmklL/Be7lVHp0Y12ZuIEQrEtIWmR1K/wWGGksyL/yB8V5r1w2q80KnTYy11ted5nMNfNdpEYme5W+EvPVw0R/BN6BXh5TUHuXPHx3k7PFRrJjmuQ2OEEJ4qtCkKQw7/AYf5Bz2yMRYa41/TQ6NPmEMDfa8+E7HMmIKoep5DudmAp471Vxj1peU6gTOTR1ndijOI0nxCWQCW2+z7gEYEg0ze9cxr7Xm1+/sxa7hPln2WQgh+qWjbrcqr8u1rkxXeOQoCfYimkPGmB1K/zgGWflXH+RIU5vJwXTDbiO8JoPcwMmyWuwAJomxNynYbNQXL/g++PfuH+UHe8r47EAFP1gsyz4LIUS/RRnTW7aXHzA5kK7tKqplnCrGN8YJK5KZIToFgBRVwNa8npZOME9tfgbBuhnLyHlmhyJcSBJjb7LuAQiONArke6GuuZ3frNrH1PhQblkwyrWxCSHEQBaahNUSQHhzHtWNrWZHc4rM3DzCVSOhiVPMDqV/AkPRoUlM9ilgc65nJsY52z8HYMyM80yORLiSJMbeonCrMZXK/O+B/5BeHXL/h8ayz/dfIcs+CyHEGbFYaA0dwzhVQkZRrdnRnKKuwCjx8PG0Kbb6QI2YSpp/MZty3b8McG+0H95INWGMn+Clv3yIXpFsyVusewCCI2DWbb3afVNuNa9tLeS2s0YzJV6WfRZCiDMVMCKFcZZidhV4VmLcbrNDxxzLkcnmBnMmYiYTZy0ip7TK4+qMj7bZSGjcTXloGqoPi2oJ7yN/u96gaLuxlOO8O43lEk+jpd3Gz9/aQ2J4EHdfIMs+CyGEM/jGTCRBVbE/37Om6s8sb2CkvQirT6CxfK63GjEFC3aSVREbczyr13jz7r0kqEqCxi4wOxThYpIYe4N1f4Kg4TD7m73a/dE1xrLPf7x8qiz7LIQQzuIYgNdQfAC73XMWb80orGOsKsE+fBx4c29mjFGiMM2/mC9zqkwO5kT5u9YCkDjtXHMDES7nxf+CBoniHZD1Mcz7LgQMO+3uh8oaeGxtDldMl2WfhRDCqSKNGR9GtBVwuLrJ5GCOyyisZbxPCX4jvLe+GIDho8EvmEUh5R7VY2y12fEp2kyb8sc3zstWFRR9Jomxp1v3ZwgMg9nfOu2uNrvmnrd2G8s+L5Nln4UQwqkixqKVhXGWEjIKPafO+GBhGbFUoSK9vHTOYoGYyUzxyeNwVRMltUfNjgiAbfk1TLEfoDEiFXxl5diBThJjT1ayCzI/NHqLA0NOu/vLm/LZWVDLr5alyLLPQgjhbL4BED6GiT4l7PKQxLip1Yq1MgsL2rsH3nWITSO6OQuFnS+zPaOcYs2efCarfIYmS33xYCCJsSdb92djTfM5p+8t7rzs82XT4t0QnBBCDD4qcgIpfmUekxjvKa5jDCXGmygvXdyjs9g0fNoaSAuu4SsPKKfQWlOyfwN+yob/qPlmhyPcQBJjT1W6Gw69D3O/YyTHPehY9tmmtSz7LIQQrhQ1nlhbMVmlR2hpt5kdDRmFtYyzlKCVBcLHmh3OmYs1aniXx1TwZXYVWps7yHF/aT1JjXuMN4mzTY1FuIckxp5q7QMQENKr3mJZ9lkIIdwkcgI+2kacvYz9pfVmR0NGUS1TAspRYSPBL9DscM5c1ETw8WduUBEVDa3kVDaaGs7He8uYZTmENXw8BIebGotwD0mMPVHxdqO3eP73jGnaetCx7POU+BBuXTDaTQEKIcQg5ZiybZwq8YiFPjIK65joUwrePvCug68/RE9iTFs2ABuyzK0z/nhvCem+OfiOmmtqHMJ9JDH2RKvvg6BwmPPt0+76wEfGss8PXJEqyz4LIYSrORLQaUHlptcZVzS0UFrbRIy16FjCPiDETSOwag+jI4JZm1lpWhg5lY3oykMM1Y2QNM+0OIR7SSblafK/gpzP4ay7TzsTxabcal7dUsg3ZNlnIYRwj4BhEBLP9KAK0xPj3YV1JKhKfO1tA6fHGCA2DVpquWy0lY051RxtM6eW++N9ZaRbHEttJ84xJQbhfpIYexKtYfW9MCQaZvW8yl3nZZ//T5Z9FkII94kcz1iKKDjSTHVjq2lhZBTVkmxxzEgROQBmpOgQmwbA4uFltFrtbMw1p5zi471lLB56GIZEQfgYU2IQ7ieJsSfJXQv5X8LZPwL/ngfRPfJ5FrlVTdx3mSz7LIQQbhU1gfCWfBR2dhfVmRbG9vwa5oc4pjQbCHMYd4ieDBZfxttzCfb3YfXBCreHUFJ7lIyiOmaoQ0Zvscz2NGhIYuwpOnqLQxJg5s097rqnqI4nvsjl6vQEzh4vyz4LIYRbRY7Hx3qUeFXNzoIaU0Kw2uzsKqxlWnCF0aM5kGZM8AuEqBR8yzJYMC6SNQcr3T5t2yf7yoiihtCWYkiSgXeDiSTGniLzYyjeBot+bKyu1I02q50fv5lBxBB/fnGJLPsshBBuFzURgHMjatluUmJ8sKyB5jYbo3XxwKov7hCbBqUZnDchiuLao2RVuHfatvd2l7I8vNB4kyiJ8WAiibEnsNthzb0wfDRMW9njro+tzeFgWQP3XT6V0CA/NwUohBDiGMcKcwtCq9hZUIvVZnd7CNvyjgCasKbDAzMxjpsGzVWcF28FYI0byykKjzSzLb+GS4cXgG/gsZpnMThIYuwJDrwDZXvgnJ+BT/fJ7qGyBv65JovlaXEsnhTjxgCFEEIcMyQSgsKZ6FdGc5uNA6UNbg9he0Etk0JasbTWDszE2JGMxjQeJCU2xK11xu/uNgY0plj3Q9wMY25lMWhIYmw2uw3W3G+MKJ56Vbe7WW12fvJmBiGBfvx2+WQ3BiiEEOIUUROIaysAYGveEbdffnveERZHO1beG0hzGHeImQLKB0p2ct7EKLbl11B3tN0tl161q4S5iYEEVO6FJJmmbbCRxNhsu16BqkNw7s/B0v3sEs9sOExGUR2/WzGZ8CHy26sQQpgqcjz+NVnEhwWxPd+9dcYltUcpqWthzrCqY7EMOP7BEDMJirZx3sQYbHbN2kOu7zU+VNbAwbIGbh55BOxWWdhjEJLE2EztR2HNHyF+Jkxa0e1uOZWN/PXTTC6aHMMlU2PdGKAQQoguRU2Ao0dYlKDYmnfErbMmdCTi4y0l4BdszGY0EMWnQ/EOpieEMCIkkPd3l7r8kqsyivGxKBYG5BgbEma5/JrCs0hibKbNT0BDCSz+fbdzJNrtmp++uZsgPx/+sGIKSuZSFEII8zkW1Fg0/AgVDa0U1Rx126W359cQ5OdDeHOukaBbBuh/5Qnp0FqH5UgOS6aMYG1mJY2tVpddTmvNO7tKWDAukiFlmyEqZWBNgyd6ZYD+a/ICzUdgw0OQfCGMOqvb3V7cmMe2/Bp+tWwS0SGB7otPCCFE9xx1vamB5YB764y359cwLTEMS+UBiB7A03bGpxuvxdu4JDWWNqudzw+Uu+xyOwpqKao5yoqpkVCwCUYvdNm1hOeSxNgsGx6Clno4/zfd7lJ4pJk/fXSIReOjuHJGvBuDE0II0aOQBPAbQkxrHsMCfNnmpjrjplYr+0vrOStOQWM5RKe45bqmiBwPASFQtI2ZScOJHhbAB3tcV07xxrZCgvx8WDK8FNqbe+y0EgOXJMZmqC2EzU9C2rUwYkqXu9jtmh+/mYGPRfHHK6ZKCYUQQngSiwWiJ2KpPMCMkcMd8wq7XkZRLTa7Zn6oYyDaQE6MLRaImw5FW7FYFEunjGDtIdeUUzS2WlmVUcKy1FiGlGw0No6UxHgwksTYDGvvN17P/UW3uzz/VR6bco/wq2UpxIcFuSkwIYQQvRadAuX7SR85nMzyRuqaXT+d2ObcI1gUTLQUO2IYwKUUYNQZl++DtmaWT4un1Wrnfcc8w870XkYJzW02rp2dBHkbIHoyDIlw+nWE55PE2N3K9xlTtM3+JoQldrlLdkUjf/roIOdNjObq9K73EUIIYbLoydBcxbwYGwDb8l3fa7wxt5rJcaEE1WRCYCgMG+AzFSXMAm2D0gxmJIUxJmoIb2wrcvplXttaSHL0UGbEB0PhZimjGMQkMXa3T39j1Ewt/GGXH1ttdn74RgZB/j48ICUUQgjhuWKM3tpU/xL8fS1syq126eVa2m3sKqhl3tgIqDhgzJow0P+P6JgurXATSim+NjORbfk15FY2Ou0S+0vq2VVYy7Wzk1Alu6S+eJCTxNidsj6D7E/h7B91OwXM4+tyyCis5d7LpsgsFEII4ckcZQz+1QeZmTScr3Jcmxhvz6+hzWZn3uhwqNg/sOuLOwyJNAbh5Rt1v1fMiMei4M3tzus1fmbDYYL9fbhqRgLkrTc2jlzgtPML7yKJsbvYrPDJL2D4aJjzrS532VdSx8OfZ7EsNZZlqXFuDlAIIUSfDI2G4Eio2M/8sRHsL62npqnNZZfblFuNj0UxK7IVWmoHfn1xh6R5ULgJ7HZiQgJZND6K/+4oot1mP+NTl9e3sCqjmKvTEwkN9jPqi2OmSH3xICaJsbtsfw4qD8KF94JvwCkft1pt/OD1DMKC/fnDiq5nqhBCCOFholOMxHhcBFrD5sOu6zXemFPNlPhQhtZlHb/2YDByPrTUGb3kwA3zRlJe3+qUlfBe3JiH1a65ZcEosLZJfbHoXWKslFqilDqk/QfkDQAAHhhJREFUlMpWSt3Txec3K6UqlVK7HF+3OT9UL3a0xlj6edRCmHhJl7v87dMsDpU38OcrUxk+xN/NAQohhOiXmMlQcZDU+BCC/X1cVk7R3GYlo6iWeWMc9cUweBLjpLnGa4FRTnHO+GjGRQ/lyS9yz2gp7sZWK//eXMBFk0YwMmIIlOyQ+mJx+sRYKeUDPAosBSYB1ymlunp+87rWeprj62knx+nd1j1oJMdL7u9yoMSWw0d48oscrp2VyLkTo00IUAghRL9ET4L2JvzqC5k9OtxlifHmw0dot+njA++GRBv1t4NB2EgYFncsMbZYFLedNZr9pfVsPIP7/cz6w9Q2t3PHOWONDblrASX1xYNcb3qMZwPZWutcrXUb8BqwwrVhDSBV2bDlCZhxI4yYesrHdc3t3P3aThLDg/nlskFSLyaEEANFR52vo844u6KR8voWp19m3aFKAnwtzBlMA+86KAUj5xkD8Bw9xJdNjydyqD//WpvTr1MeaWrjqfW5LJk8grTEMGNj9mcQP7PbwfFicOhNYhwPFHZ6X+TYdrIrlVK7lVJvKqW6nHxXKXW7UmqbUmpbZWVlP8L1Qp/8EnyD4LxfnvKR1pqf/28PFQ2tPHztdIYG+JoQoBBCiH6Lnmi8VuznrHFRgJHEOtsXmZXMGxtBoI8yxqsMloF3HZLmQUMJ1OQBEOjnw7cXjWVDdhVrD1X0+XT/WpNNc5uVH1003tjQfASKt8O4850YtPBGvUmMu5ok8eSinneBUVrrVOAz4IWuTqS1flJrna61To+KiupbpN4oZzVkfmhMzzb01BKJN7cX8f7uUv5v8XimdfzGKoQQwnsEDIOwJCjfT0rsMGJDA1nTj0StJwXVzeRWNbFofBTUFRh1sIOpxxhg9NnGa+7aY5tumDeSkRHB3Pf+Aax9mKHiQGk9L2zM46qZCYyLHnb8vNoOYyUxHux6kxgXAZ17gBOAE9Zj1FpXa61bHW+fAmY6JzwvZm2FD34M4WNg7h2nfHy4qonfrNrH3DHhfHvRWBMCFEII4RTRk6FiP0opzpkQzfqsKtqsZz6VWId1mUaifc6EaCjf77jmIEuMI8cbdca5a45tCvD14ecXp5BV0cgrWwp6dZp2m50fvZFBaJAf9yztdA9zPoeAUKOUQgxqvUmMtwLJSqnRSil/4FpgVecdlFKd16RcDhxwXohe6qt/QHU2LH3wlOnZ2qx27nptJ34+Fv52zTR8LAN85SIhhBjIYiYZ7b21lXMnRNHYanXq8tBrD1WSFB7MqIhgKN8LqMGXGCsFY8+F3HVgtx3bfOGkGM4aF8kDHx7kcFXTaU/z6Jps9pXUc+9lUwjvmAFKa8heDWPPAR8paRzsTpsYa62twJ3AxxgJ73+01vuUUr9XSi137PZ9pdQ+pVQG8H3gZlcF7BVqC+CLv0DKpZB8wSkf/+2zTHYX1fHAFVOJDQ0yIUAhhBBOEz0J7FaoymLBuEj8fSysOeiccoqWdhtf5VRzzoQolFJQttt4EhkwzCnn9ypjzjUWNinddWyTUooHv5aKn4+Fb720jfqW9m4P/3hfGQ9/nsVl0+JYMqVTf17FfqN+WcooBL2cx1hr/YHWerzWeqzW+j7Htl9rrVc5vv+Z1nqy1jpNa32u1vqgK4P2eB/9zPjt9qL7T/noq5wqHl9nTM22dGpsFwcLIYTwKjGTjdfyfQwJ8GXOmHDWOGkA3vqsKo622zg/JcbYULobYlOdcm6vM+Yc4zVnzQmbY0ODeGzlDHIrm7jxmS1UN7aecui7GSXc+coOUhPCuP+Kk+7foQ+M1+QLnR+z8Dqy8p2zZX4CB9+Ds38MYSdOzlHZ0Mrdr+1idMQQfn3pIBtRLIQQA1VEMvgGGr25wPkTo8muaCS7ovGMT/3hnlJCg/yYPzYCjtZCbX6XU38OCkOjIGbqCQPwOswfF8m/Vs5gf2k9F/19Pc9sOMze4jrWZ1Xy3Vd28L1Xd5KaEMaLt84myN/nxIMPvAcJsyBEOquEJMbO1X4UPvyJ0UjOu/OEj2x2zV2v7aTuaDuPrpxBsL/UMQkhxIDg42v0GpdmALB0aixKwXu7S05zYM9arTY+PVDOhZNi8POxOOqLgRGDtMcYjDrggk3Q2nDKRxdOHsE7313AqIhg/vDefpb9YwM3PLOFNQcr+P75ybz6zbmEBvmdeFBdkVGa0c2qtGLwkezMmdY+ADWH4cZV4Hviss4Pf57FVznV/PmqVFJiQ0wKUAghhEvEpsGe/4LWxIQEMntUOO/tLuWu85ON2uB++DK7ioYWKxd3lN2V7TFeB3NiPH6pMbg961OYcsUpH6fEhvDmHfMdPfYNDAnwZUbScIZ0t07AQUcZxcRlLgxaeBPpMXaW0gzjH+v0G2DMohM++iKzkn+szuKqmQlcnd7l2idCCOE2SqkHlVIHHYsyva2UkonUz9SIVGitO7YAxbK0OLIrGjlUfmrPZm99sKeMYYG+LBjnWPq5dLexFPSwGCcE7KWS5kJwpFGy2INx0UNZMiWWhclR3SfFYJwncgJEJjs5UOGtJDF2BpsVVn0PgiPgwj+c8FFp3VHufn0X46OH8YcVU0wKUAghTvApMMWxKFMm8DOT4/F+sWnGa0c5xZQR+FgU72b0r5ziaJuNj/eVsXhSDP6+jv+qy/YM3vriDhYfmLDUGM9jPXWQXZ80VUPeBph4sXNiEwOCJMbOsOlRozG8+EEIGn5sc7vNzvde2Ulru41/fX3GqQX/QghhAq31J46pOAE2YSzcJM5E9CSw+B4bgBc5NID5YyN4Z1cJNvvJi8We3vt7SmlosR5/ymhtM5aCHqwzUnSWcim0NcDhL87sPPveAm2DqV9zTlxiQJDE+ExV58CaPxr1SZNWnPDRfe8fYFt+DfdfmcrYqKEmBSiEED26FfjQ7CC8nl8gRE081mMMcM2sRIpqjh5bua4vXtmcz5ioIcwZHW5sqNgP9nbpMQYYvQj8h8KBVafftycZrxqzXHRMtycEkhifGbsd3r0LfPyN3uJOAyz+s7WQ57/K47azRrM8Lc7EIIUQg5FS6jOl1N4uvlZ02ucXgBX4dzfnuF0ptU0pta2y0jnz8g5osWlGYqyNHuKLJo8gJiSA57/K79NpDpbVs6OglutnJx0fuFeyw3iNm+HMiL2TX6Ax5/CB9/pfTlGZCcXbIe1a58YmvJ4kxmdi82OQtx4u+iOEHE9+dxTU8Mv/7WVhciT3LJ1oYoBCiMFKa32B1npKF1/vACilbgKWASu11l0+69daP6m1Ttdap0dFRbkzfO8UmwZNldBQCoCfj4WVc0byRWYluZW9n9P41c0F+PtYuHJGpwqX4u0QFA7DRzk5aC81bSUcPXJ8cY6+2v0aKIuUUYhTSGLcXxUH4bPfwYSLYfrXj20ur2/h2y9tZ0RoIP+4bjq+PnKLhRCeRSm1BPgpsFxr3Wx2PANG3HTjtXjHsU3Xzk7Ez0fx4sbe9RpXN7byn21FLEuLZfiQTtN+Fu+A+JknPJkc1MaeCyEJsOPFvh9ra4eM12DseYN7hg/RJcna+sPaBm/fDgFD4dKHjzVULe02bn9pO42tVp66MZ2wYP/TnEgIIUzxT2AY8KlSapdS6nGzAxoQRqSCxQ+Kth7bFD0skBXT4nllSwGldUdPe4qn1h+mxWrjO+eMO76xtQEqDkBCuiui9k4WH6NTKmcN1PStVIV9/4P6Yph1m2tiE15NEuP++OJBo47s0odhaDQAWmt+8fZeMgpreejqaUwYMczkIIUQomta63Fa60St9TTH17fNjmlA8As0Zo0o2nbC5rvOT0ZrzUOfZPZ4eOGRZp798jAr0uIYF91pwHZpBqCNHmNx3PSVxuvOl3t/jNbw1SMQOR6SL3JNXMKrSWLcV4VbYf1fIe16Y8oYh0fXZPPfHUXcfUEyS6aMMDFAIYQQpkmYZQyUs1mPbUoMD+bWBaN5Y3sRm3KruzxMa82v3tmLRcFPlpw0NqUj0ZaBdycKS4LkxbDtWWjrZUXQ4S+MKfXm3QkWSYHEqeSnoi+O1sCbt0JoPCx94Njm/+0s5i+fZHLF9HjuOl9WzxFCiEErYRa0NxvTq3Vy9wXjGRkRzN2v7aKioeWUw55ef5i1hyr52dIU4sKCTvyweLsx6G5IhAsD91Jn/R80V8GOF3q3/4aHjNUDU69xbVzCa0li3Ftaw/++a4w2vup5CAwFYFNuNT9+M4O5Y8J54MrU41PrCCGEGHw66oA71RkDBPn78NjKmdQebWPlU5vJr24CjJ7ip9fnct8HB1g6ZQQ3zht56jmLd0C81Bd3aeR8GLUQvvgLtNT1vG/WZ5C71kim/QLdEp7wPpIY99amx+DQ+7D495Bg1HllVzRw+4vbGBkxhCe+nn582U4hhBCDU9hIGBJ1Sp0xwKS4EJ67eTZldS0sfugLrntyE+f9dR33vn+AxZNi+Ns1007tXKkvgfoiqS/uyYX3QnM1rLm/+33amuCDH0H4GBl0J3okmVxvFG2HT38NEy6BuXcAUFx7lBuf2YK/rw/P3TyL0GA/k4MUQghhOqWMcoqTeow7zBsbwWc/XMTKuUk0t9tIDA/m79dM48kbZhLo53PqAXlfGq8j57swaC8XN81Idjc/BjmrT/1ca/jgJ1CTB8v/Ab4yY5Tonq/ZAXi85iPw5s0wLBZW/BOUorKhla8/vZmGViuv3z6PxPBgs6MUQgjhKRLSjYUnmqpgSOQpH8eEBPKbS3u5DHH+BggIlaWgT2fx7yFvA/znJvj6W5A4y9iuNXz+O9j1Mpz9Exh1lrlxCo8niXFPbFZ442ZoKINbPoTgcOqa27nx2S2U1bXw8m2zmRQXYnaUQgghPMmohcZr3gaYfNmZnSvvS0iaa8zbK7rnHwxffxOevwSeW2pM5RY+Fg6+B4WbYebNcO7PzY5SeAEppejJp7+Cw+tg2d8hIZ3mNiu3PL+FnIpGnrxxJjNHhpsdoRBCCE8TNx38hxpTg52JhnKozoJRC5wT10AXmgDfXANp18KuV43/w+tLjfKJZX+XVQNFr0iPcXd2/hs2/Qvmfgemr6Sx1cqtz21lV2Et/1o5g4XJUWZHKIQQwhP5+Bk1wXnrz+w8+R31xfL4v9eCw42yx2V/h9Z6470QfSA9xl3JXQvv3gVjzoHFf6C+pZ0bn9nM9oIaHrluOkumxJocoBBCCI82aiFUZRo9lv2V/6XR8xyb5ry4BgsfX0mKRb9IYnyysr3w+g0QmQxfe4G6Vs0NT29md1Edj14/nWWpcWZHKIQQwtONPtt4PZNe47wvIXGOkeQJIdxCEuPOagvh31cZv6GvfINKaxDXP72J/aX1PPb1mdJTLIQQondGTIXAsP7XGdcWQOUBGHuuc+MSQvRIfg3t0FAOL11uTAJ+60fktoVx03NfUtnQypM3pHPuxGizIxRCCOEtLD7G1GC5a40pw/o68CvzY+N1/FKnhyaE6J70GIMx1+SLy6G+GK7/D9tb4rjysa9oarXx2u3zJCkWQgjRd+OXQF0hlO3u+7GZHxnTjUWOc35cQohuSWLcfAReXAE1+XD9f/ioYRTXP7WJkCA/3rpjPtMSw8yOUAghhDeasBSUBQ6817fjWhuNEowJ0lsshLsN7sS4rtiYCLwqC/s1r/BQVjTffnkHKbEhvHXHfEZFDjE7QiGEEN5qSCQkzYcD7/btuNw1YGszepyFEG41eBPjqix49iKoK6bxa6/zjQ1DeWR1Nl+bmcBrt88lYmiA2REKIYTwdimXGoPoqrJ7f8yhjyAw1FjxTgjhVoMzMc7faCTF1hb2XvgqF75tZ0N2FX+4bAp/viqVQD9ZelMIIYQTTLzEeD3Yy17j9hZj3/FLjIVChBBuNbgSY61h6zPwwjJ0YBjPjn+M5f+tx8/Xwhvfns8Nc0eiZMlIIYQQzhKWCHEzYO9/jf+DTifrY2ipg9RrXB+bEOIUgycxbmuCd78P7/+AurizuMp6L7/f2MaVMxJ4//sLZZCdEEII15h2PZTtgZKdp993579h6Ahj5VUhhNsNjsS4cCs8vhB2vMi6mBuZkXMbJa0BPHVjOg9+LY2hATKdsxBCCBdJvRp8g2DbMz3vV50DWZ/AzJuMeZCFEG43sBPj1gb49DfoZy+koamJW/k1txQs4YZ5Y/j0B4tYPCnG7AiFEEIMdIGhRq9xxutQX9L9fpsfNxLi9FvdF5sQ4gQDMzG222DHS9gfmQFf/p33WMT8untRo87mo7vP5rfLJ0svsRBCCPdZ8H3Qdlj/UNef1xbA9udh2koYNsKtoQkhjutVdqiUWgI8DPgAT2utHzjp8wDgRWAmUA1co7XOc26ovdDWhN71Cq0bHiWw/jC7dTK/bbuTYePm8tS545g7JsLtIQkhhBAMHwUzbzbKKWbeBCOmHv9Ma/joZ4CCRT81KUAhBPQiMVZK+QCPAouBImCrUmqV1np/p92+AdRorccppa4F/gS4Z0ittY3W3K+o3vI6YYffI9hWz0H7GJ7Td+Mz+TLuO3sMk+NC3RKKEEII0a3zfgkHVsEbN8Ntn0OQY9D31qfh4Huw+PcQGm9qiEIMdr3pMZ4NZGutcwGUUq8BK4DOifEK4LeO798E/qmUUlr3Zm6a3svcvoaG0mxsjRX41eUzpC6TpOZ9BNJGmA5gjZ7BtpirSZl9AfdOjWVYoMwBKYQQwkMEh8PXXoAXV8DTF8D870H5PtjyhDFv8bw7zY5QiEGvN4lxPFDY6X0RMKe7fbTWVqVUHRABVHXeSSl1O3A7QFJSUp+Dbfn0Xma2bAOgSQeQb0lk/bBLaIidR2TaRZyXnMgl/jKSVwghhIcatQBu/B+8fYcxhaiyGIPtLrpfZqIQwgP0JjHuasWLk3uCe7MPWusngScB0tPT+9ybHHbFX8mza4aFRxMaHsMkX18m9fUkQgghhJlGnQV3ZUB1NgyJNHqShRAeoTeJcRGQ2Ol9AnDyfDMd+xQppXyBUOCIUyLsJGn8NGefUgghhHA/iwWixpsdhRDiJL2Zrm0rkKyUGq2U8geuBVadtM8q4CbH91cBq51dXyyEEEIIIYQrnbbH2FEzfCfwMcZ0bc9qrfcppX4PbNNarwKeAV5SSmVj9BRf68qghRBCCCGEcLZezWOstf4A+OCkbb/u9H0L8DXnhiaEEEIIIYT7DMyV74QQQgghhOgjSYyFEEIIIYRAEmMhhBBCCCEASYyFEEIIIYQAJDEWQgghhBACkMRYCCGEEEIIQBJjIYQQQgghAFBmLVCnlKoE8vt4WCRQ5YJw+kNiOZWnxAESS1c8JQ4YGLGM1FpHOTsYT9XPNhs85+/aU+IAiaUrnhIHSCxd8ZQ4wMVttmmJcX8opbZprdPNjgMkFk+OAyQWT44DJJbBxFPur6fEARKLJ8cBEosnxwGuj0VKKYQQQgghhEASYyGEEEIIIQDvS4yfNDuATiSWU3lKHCCxdMVT4gCJZTDxlPvrKXGAxNIVT4kDJJaueEoc4OJYvKrGWAghhBBCCFfxth5jIYQQQgghXMJrEmOl1BKl1CGlVLZS6h4Trp+nlNqjlNqllNrm2BaulPpUKZXleB3ugus+q5SqUErt7bSty+sqwyOOe7RbKTXDDbH8VilV7Lgvu5RSF3f67GeOWA4ppS5yYhyJSqk1SqkDSql9Sqm7HNvdfl96iMWM+xKolNqilMpwxPI7x/bRSqnNjvvyulLK37E9wPE+2/H5KBfH8bxS6nCnezLNsd2lP7eOa/gopXYqpd5zvHfrPRmMBmub7biOR7TbntJmO87tEe22tNl9jsWUdtvUNltr7fFfgA+QA4wB/IEMYJKbY8gDIk/a9mfgHsf39wB/csF1zwZmAHtPd13gYuBDQAFzgc1uiOW3wI+62HeS4+8pABjt+PvzcVIcscAMx/fDgEzH9dx+X3qIxYz7ooChju/9gM2OP+9/gGsd2x8H7nB8/x3gccf31wKvuziO54GrutjfpT+3jmv8AHgFeM/x3q33ZLB9MYjbbMe5PaLd7iYOt7dNjvN7RLvdQxxuvy89tJVub596iOV5TGi3MbHN9pYe49lAttY6V2vdBrwGrDA5JjBieMHx/QvAZc6+gNb6C+BIL6+7AnhRGzYBYUqpWBfH0p0VwGta61at9WEgG+Pv0RlxlGqtdzi+bwAOAPGYcF96iKU7rrwvWmvd6Hjr5/jSwHnAm47tJ9+Xjvv1JnC+Ukq5MI7uuPTnVimVAFwCPO14r3DzPRmEBm2bDZ7TbntKm+2IxSPabWmz+xxLd1z2c2t2m+0tiXE8UNjpfRE9/yC7ggY+UUptV0rd7tgWo7UuBeMfGxDtpli6u65Z9+lOx6OUZ9XxR5NuicXx2GQ6xm+3pt6Xk2IBE+6L4/HTLqAC+BSjd6NWa23t4nrHYnF8XgdEuCIOrXXHPbnPcU/+ppQKODmOLmJ0hr8DPwHsjvcRmHBPBhlps0/lSe22aW02eE67LW12z7GY2G6b2mZ7S2LcVfbv7uk0FmitZwBLge8qpc528/V7w4z79BgwFpgGlAJ/dVcsSqmhwH+Bu7XW9T3takIsptwXrbVNaz0NSMDo1Ujp4Xoui+XkOJRSU4CfAROBWUA48FNXx6GUWgZUaK23d97cw/U8oa0ZCDzhPnpDmw3uv1emtdngOe22tNmnj8WMdtsT2mxvSYyLgMRO7xOAEncGoLUucbxWAG9j/ACXdzw6cLxWuCmc7q7r9vuktS53/GOyA09x/BGTS2NRSvlhNGr/1lq/5dhsyn3pKhaz7ksHrXUtsBaj9itMKeXbxfWOxeL4PJTeP3btaxxLHI8wtda6FXgO99yTBcBypVQexuP88zB6I0y7J4OEtNmn8oh228y2yVPabWmzex2LGe226W22tyTGW4Fkx6hEf4wC61XuurhSaohSaljH98CFwF5HDDc5drsJeMdNIXV33VXAjY7RonOBuo5HVK5yUk3R5Rj3pSOWax0jRkcDycAWJ11TAc8AB7TWD3X6yO33pbtYTLovUUqpMMf3QcAFGPVza4CrHLudfF867tdVwGqttTN+4+8qjoOd/vNTGPVhne+JS/5+tNY/01onaK1HYbQbq7XWK3HzPRmEpM0+lUe022a0TY7rekS7LW12n2Jxe7vtEW22duIoQld+YYyAzMSov/mFm689BmNUagawr+P6GHUsnwNZjtdwF1z7VYzHOu0Yvxl9o7vrYjxSeNRxj/YA6W6I5SXHtXY7fkBjO+3/C0csh4ClTozjLIxHJbuBXY6vi824Lz3EYsZ9SQV2Oq65F/h1p5/fLRiDRt4AAhzbAx3vsx2fj3FxHKsd92Qv8DLHR0C79Oe2U1zncHyEs1vvyWD8YpC22Y7reES73U0cbm+bHOf2iHa7hzgGbZt9mlhMa7cxqc2Wle+EEEIIIYTAe0ophBBCCCGEcClJjIUQQgghhEASYyGEEEIIIQBJjIUQQgghhAAkMRZCCCGEEAKQxFgIIYQQQghAEmMhhBBCCCEASYyFl1NKPaGUWqCU0kqplzpt91VKVSql3jMzPiGEEMdJmy08nSTGwtvNATYBTcAUx1KWAIuBYtOiEkII0RVps4VHk8RYeDyl1E+VUk8qpf6nlDqslPqRY3sKkKm1tjl2/RC4xPH9dRjLoXacY5RS6qBS6gWl1G6l1JtKqWDHZzc6tmV07sEQQgjRd9JmC28mibHwBlOBAOBK4ELgRsf2pcBHnfZ7DbhWKRWIse775pPOMwF4UmudCtQD31FKTQZ+AZyntU4D7nLZn0IIIQYHabOF1/I1OwAheiEVuFxrbVNK2YAjju0XAbd07KS13q2UGoXR8/BBF+cp1Fp/6fj+ZeD7QCvwpta6ynGOI10cJ4QQovekzRZeSxJj4dGUUn5ApNY6x7EpFdjjeKQWprUuOemQVcBfgHOAiJM+0128V11sF0II0Q/SZgtvJ6UUwtNNAA50ej8NyADOBdZ0sf+zwO+11nu6+CxJKTXP8f11wAbgc+BqpVQEgFIq3FmBCyHEICRttvBqkhgLTzcV2N3pfUcje3KtGgBa6yKt9cPdnOsAcJNSajcQDjymtd4H3AesU0plAA85M3ghhBhkpM0WXk1pLU8khPdQSmVjNLxfAnO01u29PG4U8J7WeorrohNCCNGZtNnC20iNsfAaSqkwoE1rfRSYYXY8QgghuidttvBG0mMshBBCCCEEUmMshBBCCCEEIImxEEIIIYQQgCTGQgghhBBCAJIYCyGEEEIIAUhiLIQQQgghBCCJsRBCCCGEEIAkxkIIIYQQQgCSGAshhBBCCAHA/wOzLr7xbAn/kwAAAABJRU5ErkJggg==
 "
 >
 </div>
@@ -7809,7 +12996,7 @@
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[26]:</div>
+<div class="prompt input_prompt">In&nbsp;[27]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#or as a function of redshift</span>
@@ -7821,9 +13008,9 @@
     <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">z</span><span class="p">,</span><span class="n">ev</span><span class="p">[</span><span class="n">i</span><span class="p">,:,</span> <span class="mi">0</span><span class="p">])</span>
     <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">z</span><span class="p">,</span><span class="n">ev</span><span class="p">[</span><span class="n">i</span><span class="p">,:,</span> <span class="mi">1</span><span class="p">])</span>
     <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">z</span><span class="p">,</span><span class="n">ev</span><span class="p">[</span><span class="n">i</span><span class="p">,:,</span> <span class="mi">2</span><span class="p">])</span>
-    <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">r&#39;$k= </span><span class="si">%s</span><span class="s1">/\rm{Mpc}$&#39;</span><span class="o">%</span><span class="k">ks</span>[i])
+    <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;$k= </span><span class="si">%s</span><span class="s1">/\rm{Mpc}$&#39;</span><span class="o">%</span><span class="k">ks</span>[i])
     <span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;$z$&#39;</span><span class="p">);</span>
-<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s1">r&#39;$\Delta_b$&#39;</span><span class="p">,</span> <span class="s1">r&#39;$\Delta_c$&#39;</span><span class="p">,</span> <span class="s1">r&#39;$\Delta_\gamma$&#39;</span><span class="p">],</span> <span class="n">loc</span> <span class="o">=</span> <span class="s1">&#39;upper right&#39;</span><span class="p">);</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="sa">r</span><span class="s1">&#39;$\Delta_b$&#39;</span><span class="p">,</span> <span class="sa">r</span><span class="s1">&#39;$\Delta_c$&#39;</span><span class="p">,</span> <span class="sa">r</span><span class="s1">&#39;$\Delta_\gamma$&#39;</span><span class="p">],</span> <span class="n">loc</span> <span class="o">=</span> <span class="s1">&#39;upper right&#39;</span><span class="p">);</span>
 </pre></div>
 
 </div>
@@ -7834,465 +13021,15 @@
 <div class="output">
 
 
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+<div class="output_area">
+
+<div class="prompt"></div>
+
+
 
 
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
 "
 >
 </div>
@@ -8305,7 +13042,7 @@
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[27]:</div>
+<div class="prompt input_prompt">In&nbsp;[28]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#Here you can see oscillation of delta_photon, subsequent decay of the potential and change to Mezsaroz growth in delta_cdm</span>
@@ -8315,9 +13052,9 @@
     <span class="n">plt</span><span class="o">.</span><span class="n">loglog</span><span class="p">(</span><span class="n">eta</span><span class="p">,</span><span class="n">ev</span><span class="p">[:,</span><span class="mi">0</span><span class="p">])</span>
     <span class="n">plt</span><span class="o">.</span><span class="n">loglog</span><span class="p">(</span><span class="n">eta</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">ev</span><span class="p">[:,</span><span class="mi">1</span><span class="p">]))</span>
     <span class="n">plt</span><span class="o">.</span><span class="n">loglog</span><span class="p">(</span><span class="n">eta</span><span class="p">,</span><span class="o">-</span><span class="n">ev</span><span class="p">[:,</span><span class="mi">2</span><span class="p">])</span>
-    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">r&#39;$k= </span><span class="si">%s</span><span class="s1">/\rm{Mpc}$&#39;</span><span class="o">%</span><span class="k">k</span>)
-    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">r&#39;$\eta/\rm{Mpc}$&#39;</span><span class="p">);</span>
-    <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s1">r&#39;$\Delta_c$&#39;</span><span class="p">,</span> <span class="s1">r&#39;$|\Delta_\gamma|$&#39;</span><span class="p">,</span> <span class="s1">r&#39;$-(\Phi+\Psi)/2$&#39;</span><span class="p">],</span> <span class="n">loc</span> <span class="o">=</span> <span class="s1">&#39;upper left&#39;</span><span class="p">);</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;$k= </span><span class="si">%s</span><span class="s1">/\rm{Mpc}$&#39;</span><span class="o">%</span><span class="k">k</span>)
+    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;$\eta/\rm{Mpc}$&#39;</span><span class="p">);</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="sa">r</span><span class="s1">&#39;$\Delta_c$&#39;</span><span class="p">,</span> <span class="sa">r</span><span class="s1">&#39;$|\Delta_\gamma|$&#39;</span><span class="p">,</span> <span class="sa">r</span><span class="s1">&#39;$-(\Phi+\Psi)/2$&#39;</span><span class="p">],</span> <span class="n">loc</span> <span class="o">=</span> <span class="s1">&#39;upper left&#39;</span><span class="p">);</span>
 
 <span class="n">k</span><span class="o">=</span><span class="mf">0.3</span>
 <span class="n">plot_ev</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">get_time_evolution</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="n">eta</span><span class="p">,</span> <span class="p">[</span><span class="s1">&#39;delta_cdm&#39;</span><span class="p">,</span><span class="s1">&#39;delta_photon&#39;</span><span class="p">,</span> <span class="s1">&#39;Weyl&#39;</span><span class="p">]),</span><span class="n">k</span><span class="p">)</span>
@@ -8331,577 +13068,15 @@
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 <div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#Note that time evolution can be visually quite sensitive to accuracy. By default it is boosted, but you can change this. e.g.</span>
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 "
 >
 </div>
@@ -10106,7 +13141,7 @@
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[29]:</div>
+<div class="prompt input_prompt">In&nbsp;[30]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#It&#39;s also possible to plot quantities in other gauges, or arbitrary symbolic expressions,</span>
@@ -10114,13 +13149,13 @@
 <span class="c1">#For example, this plots the Newtonian gauge density compared to the synchronous gauge one</span>
 <span class="kn">import</span> <span class="nn">camb.symbolic</span> <span class="kn">as</span> <span class="nn">cs</span>
 <span class="n">Delta_c_N</span> <span class="o">=</span> <span class="n">cs</span><span class="o">.</span><span class="n">make_frame_invariant</span><span class="p">(</span><span class="n">cs</span><span class="o">.</span><span class="n">Delta_c</span><span class="p">,</span> <span class="s1">&#39;Newtonian&#39;</span><span class="p">)</span>
-<span class="n">ev</span><span class="o">=</span><span class="n">data</span><span class="o">.</span><span class="n">get_time_evolution</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="n">eta</span><span class="p">,</span> <span class="p">[</span><span class="s1">&#39;delta_cdm&#39;</span><span class="p">,</span><span class="n">cs</span><span class="o">.</span><span class="n">Delta_c</span><span class="p">])</span>
+<span class="n">ev</span><span class="o">=</span><span class="n">data</span><span class="o">.</span><span class="n">get_time_evolution</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="n">eta</span><span class="p">,</span> <span class="p">[</span><span class="s1">&#39;delta_cdm&#39;</span><span class="p">,</span><span class="n">Delta_c_N</span><span class="p">])</span>
 <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">4</span><span class="p">))</span>
 <span class="n">plt</span><span class="o">.</span><span class="n">loglog</span><span class="p">(</span><span class="n">eta</span><span class="p">,</span><span class="n">ev</span><span class="p">[:,</span><span class="mi">0</span><span class="p">])</span>
 <span class="n">plt</span><span class="o">.</span><span class="n">loglog</span><span class="p">(</span><span class="n">eta</span><span class="p">,</span><span class="n">ev</span><span class="p">[:,</span><span class="mi">1</span><span class="p">])</span>
-<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">r&#39;$k= </span><span class="si">%s</span><span class="s1">/\rm{Mpc}$&#39;</span><span class="o">%</span><span class="k">k</span>)
-<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">r&#39;$\eta/\rm{Mpc}$&#39;</span><span class="p">);</span>
-<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s1">r&#39;$\Delta_c^{\rm synchronous}$&#39;</span><span class="p">,</span> <span class="s1">r&#39;$\Delta_c^{\rm Newtonian}$&#39;</span><span class="p">],</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">);</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;$k= </span><span class="si">%s</span><span class="s1">/\rm{Mpc}$&#39;</span><span class="o">%</span><span class="k">k</span>)
+<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;$\eta/\rm{Mpc}$&#39;</span><span class="p">);</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="sa">r</span><span class="s1">&#39;$\Delta_c^{\rm synchronous}$&#39;</span><span class="p">,</span> <span class="sa">r</span><span class="s1">&#39;$\Delta_c^{\rm Newtonian}$&#39;</span><span class="p">],</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">);</span>
 </pre></div>
 
 </div>
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 <div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#For calculating large-scale structure and lensing results yourself, get a power spectrum</span>
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 "
 >
 </div>
@@ -10940,8 +13268,7 @@
 </div>
 
 </div>
-<div class="cell border-box-sizing text_cell rendered">
-<div class="prompt input_prompt">
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
@@ -10956,7 +13283,7 @@
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[31]:</div>
+<div class="prompt input_prompt">In&nbsp;[32]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#Get lensing window function (flat universe)</span>
@@ -10981,7 +13308,7 @@
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[32]:</div>
+<div class="prompt input_prompt">In&nbsp;[33]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#Compare with CAMB&#39;s calculation:</span>
@@ -11011,219 +13338,15 @@
 <div class="output">
 
 
-<div class="output_area"><div class="prompt"></div>
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
 
 
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 "
 >
 </div>
@@ -11236,7 +13359,7 @@
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[33]:</div>
+<div class="prompt input_prompt">In&nbsp;[34]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#The non-linear model can be changed like this:</span>
@@ -11249,7 +13372,7 @@
 <span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">loglog</span><span class="p">(</span><span class="n">kh_nonlin</span><span class="p">,</span> <span class="n">pk_takahashi</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
 <span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">loglog</span><span class="p">(</span><span class="n">kh_nonlin</span><span class="p">,</span> <span class="n">pk_mead</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
 <span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">semilogx</span><span class="p">(</span><span class="n">kh_nonlin</span><span class="p">,</span> <span class="n">pk_mead</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">/</span><span class="n">pk_takahashi</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
-<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">r&#39;$k/h\, \rm{Mpc}$&#39;</span><span class="p">)</span>    
+<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;$k/h\, \rm{Mpc}$&#39;</span><span class="p">)</span>    
 <span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s1">&#39;Mead/Takahashi-1&#39;</span><span class="p">],</span> <span class="n">loc</span><span class="o">=</span><span class="s1">&#39;upper left&#39;</span><span class="p">);</span>
 </pre></div>
 
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