diff --git a/Index.ipynb b/Index.ipynb
index 27e160e3034c9ef7041e079747cfb9e8f79c6e22..bfff78ca967683053ff57c333b8b7f8cb2bd5b66 100644
--- a/Index.ipynb
+++ b/Index.ipynb
@@ -19,6 +19,7 @@
     "- [Lecture 8 - Dynamic Phasors](./lectures/08_DecoupledELMESim/VS_RL1.ipynb)\n",
     "- [Lecture 9 - Diakoptics](./lectures/09_Diakoptics/Diakoptics.ipynb)\n",
     "- [Lecture 9 - LIM](./lectures/09_LIM/LIM.ipynb)\n",
+    "- [Lecture 11 - Uncertain System Analysis](./lectures/11_UncertainSystemAnalysis/UncertainSystemAnalysis.ipynb)\n",
     "\n",
     "## Helping Material\n",
     "\n",
@@ -42,6 +43,13 @@
     "Any questions can be adressed to\n",
     "[acs-teaching-mscps@eonerc.rwth-aachen.de](mailto:acs-teaching-mscps@eonerc.rwth-aachen.de)"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
diff --git a/lectures/11_UncertainSystemAnalysis/Circuit_RL.png b/lectures/11_UncertainSystemAnalysis/Circuit_RL.png
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diff --git a/lectures/11_UncertainSystemAnalysis/UncertainSystemAnalysis.html b/lectures/11_UncertainSystemAnalysis/UncertainSystemAnalysis.html
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index 0000000000000000000000000000000000000000..9e36fbb0c05aea813ba726709dd5ba1c01815285
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+++ b/lectures/11_UncertainSystemAnalysis/UncertainSystemAnalysis.html
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+  content: "\e211";
+}
+.glyphicon-queen:before {
+  content: "\e212";
+}
+.glyphicon-pawn:before {
+  content: "\e213";
+}
+.glyphicon-bishop:before {
+  content: "\e214";
+}
+.glyphicon-knight:before {
+  content: "\e215";
+}
+.glyphicon-baby-formula:before {
+  content: "\e216";
+}
+.glyphicon-tent:before {
+  content: "\26fa";
+}
+.glyphicon-blackboard:before {
+  content: "\e218";
+}
+.glyphicon-bed:before {
+  content: "\e219";
+}
+.glyphicon-apple:before {
+  content: "\f8ff";
+}
+.glyphicon-erase:before {
+  content: "\e221";
+}
+.glyphicon-hourglass:before {
+  content: "\231b";
+}
+.glyphicon-lamp:before {
+  content: "\e223";
+}
+.glyphicon-duplicate:before {
+  content: "\e224";
+}
+.glyphicon-piggy-bank:before {
+  content: "\e225";
+}
+.glyphicon-scissors:before {
+  content: "\e226";
+}
+.glyphicon-bitcoin:before {
+  content: "\e227";
+}
+.glyphicon-btc:before {
+  content: "\e227";
+}
+.glyphicon-xbt:before {
+  content: "\e227";
+}
+.glyphicon-yen:before {
+  content: "\00a5";
+}
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+  content: "\00a5";
+}
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+  content: "\20bd";
+}
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+  content: "\20bd";
+}
+.glyphicon-scale:before {
+  content: "\e230";
+}
+.glyphicon-ice-lolly:before {
+  content: "\e231";
+}
+.glyphicon-ice-lolly-tasted:before {
+  content: "\e232";
+}
+.glyphicon-education:before {
+  content: "\e233";
+}
+.glyphicon-option-horizontal:before {
+  content: "\e234";
+}
+.glyphicon-option-vertical:before {
+  content: "\e235";
+}
+.glyphicon-menu-hamburger:before {
+  content: "\e236";
+}
+.glyphicon-modal-window:before {
+  content: "\e237";
+}
+.glyphicon-oil:before {
+  content: "\e238";
+}
+.glyphicon-grain:before {
+  content: "\e239";
+}
+.glyphicon-sunglasses:before {
+  content: "\e240";
+}
+.glyphicon-text-size:before {
+  content: "\e241";
+}
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+  content: "\e242";
+}
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+  content: "\e243";
+}
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+  content: "\e244";
+}
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+  content: "\e245";
+}
+.glyphicon-object-align-horizontal:before {
+  content: "\e246";
+}
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+  content: "\e247";
+}
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+  content: "\e248";
+}
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+  content: "\e249";
+}
+.glyphicon-triangle-right:before {
+  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";
+}
+.glyphicon-subscript:before {
+  content: "\e256";
+}
+.glyphicon-menu-left:before {
+  content: "\e257";
+}
+.glyphicon-menu-right:before {
+  content: "\e258";
+}
+.glyphicon-menu-down:before {
+  content: "\e259";
+}
+.glyphicon-menu-up:before {
+  content: "\e260";
+}
+* {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+*:before,
+*:after {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+html {
+  font-size: 10px;
+  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
+}
+body {
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #000;
+  background-color: #fff;
+}
+input,
+button,
+select,
+textarea {
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+}
+a {
+  color: #337ab7;
+  text-decoration: none;
+}
+a:hover,
+a:focus {
+  color: #23527c;
+  text-decoration: underline;
+}
+a:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+figure {
+  margin: 0;
+}
+img {
+  vertical-align: middle;
+}
+.img-responsive,
+.thumbnail > img,
+.thumbnail a > img,
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  display: block;
+  max-width: 100%;
+  height: auto;
+}
+.img-rounded {
+  border-radius: 3px;
+}
+.img-thumbnail {
+  padding: 4px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: all 0.2s ease-in-out;
+  -o-transition: all 0.2s ease-in-out;
+  transition: all 0.2s ease-in-out;
+  display: inline-block;
+  max-width: 100%;
+  height: auto;
+}
+.img-circle {
+  border-radius: 50%;
+}
+hr {
+  margin-top: 18px;
+  margin-bottom: 18px;
+  border: 0;
+  border-top: 1px solid #eeeeee;
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  margin: -1px;
+  padding: 0;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+[role="button"] {
+  cursor: pointer;
+}
+h1,
+h2,
+h3,
+h4,
+h5,
+h6,
+.h1,
+.h2,
+.h3,
+.h4,
+.h5,
+.h6 {
+  font-family: inherit;
+  font-weight: 500;
+  line-height: 1.1;
+  color: inherit;
+}
+h1 small,
+h2 small,
+h3 small,
+h4 small,
+h5 small,
+h6 small,
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+h3 .small,
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+h5 .small,
+h6 .small,
+.h1 .small,
+.h2 .small,
+.h3 .small,
+.h4 .small,
+.h5 .small,
+.h6 .small {
+  font-weight: normal;
+  line-height: 1;
+  color: #777777;
+}
+h1,
+.h1,
+h2,
+.h2,
+h3,
+.h3 {
+  margin-top: 18px;
+  margin-bottom: 9px;
+}
+h1 small,
+.h1 small,
+h2 small,
+.h2 small,
+h3 small,
+.h3 small,
+h1 .small,
+.h1 .small,
+h2 .small,
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+h3 .small,
+.h3 .small {
+  font-size: 65%;
+}
+h4,
+.h4,
+h5,
+.h5,
+h6,
+.h6 {
+  margin-top: 9px;
+  margin-bottom: 9px;
+}
+h4 small,
+.h4 small,
+h5 small,
+.h5 small,
+h6 small,
+.h6 small,
+h4 .small,
+.h4 .small,
+h5 .small,
+.h5 .small,
+h6 .small,
+.h6 .small {
+  font-size: 75%;
+}
+h1,
+.h1 {
+  font-size: 33px;
+}
+h2,
+.h2 {
+  font-size: 27px;
+}
+h3,
+.h3 {
+  font-size: 23px;
+}
+h4,
+.h4 {
+  font-size: 17px;
+}
+h5,
+.h5 {
+  font-size: 13px;
+}
+h6,
+.h6 {
+  font-size: 12px;
+}
+p {
+  margin: 0 0 9px;
+}
+.lead {
+  margin-bottom: 18px;
+  font-size: 14px;
+  font-weight: 300;
+  line-height: 1.4;
+}
+@media (min-width: 768px) {
+  .lead {
+    font-size: 19.5px;
+  }
+}
+small,
+.small {
+  font-size: 92%;
+}
+mark,
+.mark {
+  background-color: #fcf8e3;
+  padding: .2em;
+}
+.text-left {
+  text-align: left;
+}
+.text-right {
+  text-align: right;
+}
+.text-center {
+  text-align: center;
+}
+.text-justify {
+  text-align: justify;
+}
+.text-nowrap {
+  white-space: nowrap;
+}
+.text-lowercase {
+  text-transform: lowercase;
+}
+.text-uppercase {
+  text-transform: uppercase;
+}
+.text-capitalize {
+  text-transform: capitalize;
+}
+.text-muted {
+  color: #777777;
+}
+.text-primary {
+  color: #337ab7;
+}
+a.text-primary:hover,
+a.text-primary:focus {
+  color: #286090;
+}
+.text-success {
+  color: #3c763d;
+}
+a.text-success:hover,
+a.text-success:focus {
+  color: #2b542c;
+}
+.text-info {
+  color: #31708f;
+}
+a.text-info:hover,
+a.text-info:focus {
+  color: #245269;
+}
+.text-warning {
+  color: #8a6d3b;
+}
+a.text-warning:hover,
+a.text-warning:focus {
+  color: #66512c;
+}
+.text-danger {
+  color: #a94442;
+}
+a.text-danger:hover,
+a.text-danger:focus {
+  color: #843534;
+}
+.bg-primary {
+  color: #fff;
+  background-color: #337ab7;
+}
+a.bg-primary:hover,
+a.bg-primary:focus {
+  background-color: #286090;
+}
+.bg-success {
+  background-color: #dff0d8;
+}
+a.bg-success:hover,
+a.bg-success:focus {
+  background-color: #c1e2b3;
+}
+.bg-info {
+  background-color: #d9edf7;
+}
+a.bg-info:hover,
+a.bg-info:focus {
+  background-color: #afd9ee;
+}
+.bg-warning {
+  background-color: #fcf8e3;
+}
+a.bg-warning:hover,
+a.bg-warning:focus {
+  background-color: #f7ecb5;
+}
+.bg-danger {
+  background-color: #f2dede;
+}
+a.bg-danger:hover,
+a.bg-danger:focus {
+  background-color: #e4b9b9;
+}
+.page-header {
+  padding-bottom: 8px;
+  margin: 36px 0 18px;
+  border-bottom: 1px solid #eeeeee;
+}
+ul,
+ol {
+  margin-top: 0;
+  margin-bottom: 9px;
+}
+ul ul,
+ol ul,
+ul ol,
+ol ol {
+  margin-bottom: 0;
+}
+.list-unstyled {
+  padding-left: 0;
+  list-style: none;
+}
+.list-inline {
+  padding-left: 0;
+  list-style: none;
+  margin-left: -5px;
+}
+.list-inline > li {
+  display: inline-block;
+  padding-left: 5px;
+  padding-right: 5px;
+}
+dl {
+  margin-top: 0;
+  margin-bottom: 18px;
+}
+dt,
+dd {
+  line-height: 1.42857143;
+}
+dt {
+  font-weight: bold;
+}
+dd {
+  margin-left: 0;
+}
+@media (min-width: 541px) {
+  .dl-horizontal dt {
+    float: left;
+    width: 160px;
+    clear: left;
+    text-align: right;
+    overflow: hidden;
+    text-overflow: ellipsis;
+    white-space: nowrap;
+  }
+  .dl-horizontal dd {
+    margin-left: 180px;
+  }
+}
+abbr[title],
+abbr[data-original-title] {
+  cursor: help;
+  border-bottom: 1px dotted #777777;
+}
+.initialism {
+  font-size: 90%;
+  text-transform: uppercase;
+}
+blockquote {
+  padding: 9px 18px;
+  margin: 0 0 18px;
+  font-size: inherit;
+  border-left: 5px solid #eeeeee;
+}
+blockquote p:last-child,
+blockquote ul:last-child,
+blockquote ol:last-child {
+  margin-bottom: 0;
+}
+blockquote footer,
+blockquote small,
+blockquote .small {
+  display: block;
+  font-size: 80%;
+  line-height: 1.42857143;
+  color: #777777;
+}
+blockquote footer:before,
+blockquote small:before,
+blockquote .small:before {
+  content: '\2014 \00A0';
+}
+.blockquote-reverse,
+blockquote.pull-right {
+  padding-right: 15px;
+  padding-left: 0;
+  border-right: 5px solid #eeeeee;
+  border-left: 0;
+  text-align: right;
+}
+.blockquote-reverse footer:before,
+blockquote.pull-right footer:before,
+.blockquote-reverse small:before,
+blockquote.pull-right small:before,
+.blockquote-reverse .small:before,
+blockquote.pull-right .small:before {
+  content: '';
+}
+.blockquote-reverse footer:after,
+blockquote.pull-right footer:after,
+.blockquote-reverse small:after,
+blockquote.pull-right small:after,
+.blockquote-reverse .small:after,
+blockquote.pull-right .small:after {
+  content: '\00A0 \2014';
+}
+address {
+  margin-bottom: 18px;
+  font-style: normal;
+  line-height: 1.42857143;
+}
+code,
+kbd,
+pre,
+samp {
+  font-family: monospace;
+}
+code {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #c7254e;
+  background-color: #f9f2f4;
+  border-radius: 2px;
+}
+kbd {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #888;
+  background-color: transparent;
+  border-radius: 1px;
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+}
+kbd kbd {
+  padding: 0;
+  font-size: 100%;
+  font-weight: bold;
+  box-shadow: none;
+}
+pre {
+  display: block;
+  padding: 8.5px;
+  margin: 0 0 9px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  word-break: break-all;
+  word-wrap: break-word;
+  color: #333333;
+  background-color: #f5f5f5;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+pre code {
+  padding: 0;
+  font-size: inherit;
+  color: inherit;
+  white-space: pre-wrap;
+  background-color: transparent;
+  border-radius: 0;
+}
+.pre-scrollable {
+  max-height: 340px;
+  overflow-y: scroll;
+}
+.container {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+@media (min-width: 768px) {
+  .container {
+    width: 768px;
+  }
+}
+@media (min-width: 992px) {
+  .container {
+    width: 940px;
+  }
+}
+@media (min-width: 1200px) {
+  .container {
+    width: 1140px;
+  }
+}
+.container-fluid {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
+  position: relative;
+  min-height: 1px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
+  float: left;
+}
+.col-xs-12 {
+  width: 100%;
+}
+.col-xs-11 {
+  width: 91.66666667%;
+}
+.col-xs-10 {
+  width: 83.33333333%;
+}
+.col-xs-9 {
+  width: 75%;
+}
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+  width: 66.66666667%;
+}
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+  width: 58.33333333%;
+}
+.col-xs-6 {
+  width: 50%;
+}
+.col-xs-5 {
+  width: 41.66666667%;
+}
+.col-xs-4 {
+  width: 33.33333333%;
+}
+.col-xs-3 {
+  width: 25%;
+}
+.col-xs-2 {
+  width: 16.66666667%;
+}
+.col-xs-1 {
+  width: 8.33333333%;
+}
+.col-xs-pull-12 {
+  right: 100%;
+}
+.col-xs-pull-11 {
+  right: 91.66666667%;
+}
+.col-xs-pull-10 {
+  right: 83.33333333%;
+}
+.col-xs-pull-9 {
+  right: 75%;
+}
+.col-xs-pull-8 {
+  right: 66.66666667%;
+}
+.col-xs-pull-7 {
+  right: 58.33333333%;
+}
+.col-xs-pull-6 {
+  right: 50%;
+}
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+  right: 41.66666667%;
+}
+.col-xs-pull-4 {
+  right: 33.33333333%;
+}
+.col-xs-pull-3 {
+  right: 25%;
+}
+.col-xs-pull-2 {
+  right: 16.66666667%;
+}
+.col-xs-pull-1 {
+  right: 8.33333333%;
+}
+.col-xs-pull-0 {
+  right: auto;
+}
+.col-xs-push-12 {
+  left: 100%;
+}
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+  left: 91.66666667%;
+}
+.col-xs-push-10 {
+  left: 83.33333333%;
+}
+.col-xs-push-9 {
+  left: 75%;
+}
+.col-xs-push-8 {
+  left: 66.66666667%;
+}
+.col-xs-push-7 {
+  left: 58.33333333%;
+}
+.col-xs-push-6 {
+  left: 50%;
+}
+.col-xs-push-5 {
+  left: 41.66666667%;
+}
+.col-xs-push-4 {
+  left: 33.33333333%;
+}
+.col-xs-push-3 {
+  left: 25%;
+}
+.col-xs-push-2 {
+  left: 16.66666667%;
+}
+.col-xs-push-1 {
+  left: 8.33333333%;
+}
+.col-xs-push-0 {
+  left: auto;
+}
+.col-xs-offset-12 {
+  margin-left: 100%;
+}
+.col-xs-offset-11 {
+  margin-left: 91.66666667%;
+}
+.col-xs-offset-10 {
+  margin-left: 83.33333333%;
+}
+.col-xs-offset-9 {
+  margin-left: 75%;
+}
+.col-xs-offset-8 {
+  margin-left: 66.66666667%;
+}
+.col-xs-offset-7 {
+  margin-left: 58.33333333%;
+}
+.col-xs-offset-6 {
+  margin-left: 50%;
+}
+.col-xs-offset-5 {
+  margin-left: 41.66666667%;
+}
+.col-xs-offset-4 {
+  margin-left: 33.33333333%;
+}
+.col-xs-offset-3 {
+  margin-left: 25%;
+}
+.col-xs-offset-2 {
+  margin-left: 16.66666667%;
+}
+.col-xs-offset-1 {
+  margin-left: 8.33333333%;
+}
+.col-xs-offset-0 {
+  margin-left: 0%;
+}
+@media (min-width: 768px) {
+  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
+    float: left;
+  }
+  .col-sm-12 {
+    width: 100%;
+  }
+  .col-sm-11 {
+    width: 91.66666667%;
+  }
+  .col-sm-10 {
+    width: 83.33333333%;
+  }
+  .col-sm-9 {
+    width: 75%;
+  }
+  .col-sm-8 {
+    width: 66.66666667%;
+  }
+  .col-sm-7 {
+    width: 58.33333333%;
+  }
+  .col-sm-6 {
+    width: 50%;
+  }
+  .col-sm-5 {
+    width: 41.66666667%;
+  }
+  .col-sm-4 {
+    width: 33.33333333%;
+  }
+  .col-sm-3 {
+    width: 25%;
+  }
+  .col-sm-2 {
+    width: 16.66666667%;
+  }
+  .col-sm-1 {
+    width: 8.33333333%;
+  }
+  .col-sm-pull-12 {
+    right: 100%;
+  }
+  .col-sm-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-sm-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-sm-pull-9 {
+    right: 75%;
+  }
+  .col-sm-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-sm-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-sm-pull-6 {
+    right: 50%;
+  }
+  .col-sm-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-sm-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-sm-pull-3 {
+    right: 25%;
+  }
+  .col-sm-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-sm-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-sm-pull-0 {
+    right: auto;
+  }
+  .col-sm-push-12 {
+    left: 100%;
+  }
+  .col-sm-push-11 {
+    left: 91.66666667%;
+  }
+  .col-sm-push-10 {
+    left: 83.33333333%;
+  }
+  .col-sm-push-9 {
+    left: 75%;
+  }
+  .col-sm-push-8 {
+    left: 66.66666667%;
+  }
+  .col-sm-push-7 {
+    left: 58.33333333%;
+  }
+  .col-sm-push-6 {
+    left: 50%;
+  }
+  .col-sm-push-5 {
+    left: 41.66666667%;
+  }
+  .col-sm-push-4 {
+    left: 33.33333333%;
+  }
+  .col-sm-push-3 {
+    left: 25%;
+  }
+  .col-sm-push-2 {
+    left: 16.66666667%;
+  }
+  .col-sm-push-1 {
+    left: 8.33333333%;
+  }
+  .col-sm-push-0 {
+    left: auto;
+  }
+  .col-sm-offset-12 {
+    margin-left: 100%;
+  }
+  .col-sm-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-sm-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-sm-offset-9 {
+    margin-left: 75%;
+  }
+  .col-sm-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-sm-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-sm-offset-6 {
+    margin-left: 50%;
+  }
+  .col-sm-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-sm-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-sm-offset-3 {
+    margin-left: 25%;
+  }
+  .col-sm-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-sm-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-sm-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 992px) {
+  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
+    float: left;
+  }
+  .col-md-12 {
+    width: 100%;
+  }
+  .col-md-11 {
+    width: 91.66666667%;
+  }
+  .col-md-10 {
+    width: 83.33333333%;
+  }
+  .col-md-9 {
+    width: 75%;
+  }
+  .col-md-8 {
+    width: 66.66666667%;
+  }
+  .col-md-7 {
+    width: 58.33333333%;
+  }
+  .col-md-6 {
+    width: 50%;
+  }
+  .col-md-5 {
+    width: 41.66666667%;
+  }
+  .col-md-4 {
+    width: 33.33333333%;
+  }
+  .col-md-3 {
+    width: 25%;
+  }
+  .col-md-2 {
+    width: 16.66666667%;
+  }
+  .col-md-1 {
+    width: 8.33333333%;
+  }
+  .col-md-pull-12 {
+    right: 100%;
+  }
+  .col-md-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-md-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-md-pull-9 {
+    right: 75%;
+  }
+  .col-md-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-md-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-md-pull-6 {
+    right: 50%;
+  }
+  .col-md-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-md-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-md-pull-3 {
+    right: 25%;
+  }
+  .col-md-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-md-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-md-pull-0 {
+    right: auto;
+  }
+  .col-md-push-12 {
+    left: 100%;
+  }
+  .col-md-push-11 {
+    left: 91.66666667%;
+  }
+  .col-md-push-10 {
+    left: 83.33333333%;
+  }
+  .col-md-push-9 {
+    left: 75%;
+  }
+  .col-md-push-8 {
+    left: 66.66666667%;
+  }
+  .col-md-push-7 {
+    left: 58.33333333%;
+  }
+  .col-md-push-6 {
+    left: 50%;
+  }
+  .col-md-push-5 {
+    left: 41.66666667%;
+  }
+  .col-md-push-4 {
+    left: 33.33333333%;
+  }
+  .col-md-push-3 {
+    left: 25%;
+  }
+  .col-md-push-2 {
+    left: 16.66666667%;
+  }
+  .col-md-push-1 {
+    left: 8.33333333%;
+  }
+  .col-md-push-0 {
+    left: auto;
+  }
+  .col-md-offset-12 {
+    margin-left: 100%;
+  }
+  .col-md-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-md-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-md-offset-9 {
+    margin-left: 75%;
+  }
+  .col-md-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-md-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-md-offset-6 {
+    margin-left: 50%;
+  }
+  .col-md-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-md-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-md-offset-3 {
+    margin-left: 25%;
+  }
+  .col-md-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-md-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-md-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 1200px) {
+  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
+    float: left;
+  }
+  .col-lg-12 {
+    width: 100%;
+  }
+  .col-lg-11 {
+    width: 91.66666667%;
+  }
+  .col-lg-10 {
+    width: 83.33333333%;
+  }
+  .col-lg-9 {
+    width: 75%;
+  }
+  .col-lg-8 {
+    width: 66.66666667%;
+  }
+  .col-lg-7 {
+    width: 58.33333333%;
+  }
+  .col-lg-6 {
+    width: 50%;
+  }
+  .col-lg-5 {
+    width: 41.66666667%;
+  }
+  .col-lg-4 {
+    width: 33.33333333%;
+  }
+  .col-lg-3 {
+    width: 25%;
+  }
+  .col-lg-2 {
+    width: 16.66666667%;
+  }
+  .col-lg-1 {
+    width: 8.33333333%;
+  }
+  .col-lg-pull-12 {
+    right: 100%;
+  }
+  .col-lg-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-lg-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-lg-pull-9 {
+    right: 75%;
+  }
+  .col-lg-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-lg-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-lg-pull-6 {
+    right: 50%;
+  }
+  .col-lg-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-lg-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-lg-pull-3 {
+    right: 25%;
+  }
+  .col-lg-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-lg-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-lg-pull-0 {
+    right: auto;
+  }
+  .col-lg-push-12 {
+    left: 100%;
+  }
+  .col-lg-push-11 {
+    left: 91.66666667%;
+  }
+  .col-lg-push-10 {
+    left: 83.33333333%;
+  }
+  .col-lg-push-9 {
+    left: 75%;
+  }
+  .col-lg-push-8 {
+    left: 66.66666667%;
+  }
+  .col-lg-push-7 {
+    left: 58.33333333%;
+  }
+  .col-lg-push-6 {
+    left: 50%;
+  }
+  .col-lg-push-5 {
+    left: 41.66666667%;
+  }
+  .col-lg-push-4 {
+    left: 33.33333333%;
+  }
+  .col-lg-push-3 {
+    left: 25%;
+  }
+  .col-lg-push-2 {
+    left: 16.66666667%;
+  }
+  .col-lg-push-1 {
+    left: 8.33333333%;
+  }
+  .col-lg-push-0 {
+    left: auto;
+  }
+  .col-lg-offset-12 {
+    margin-left: 100%;
+  }
+  .col-lg-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-lg-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-lg-offset-9 {
+    margin-left: 75%;
+  }
+  .col-lg-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-lg-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-lg-offset-6 {
+    margin-left: 50%;
+  }
+  .col-lg-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-lg-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-lg-offset-3 {
+    margin-left: 25%;
+  }
+  .col-lg-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-lg-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-lg-offset-0 {
+    margin-left: 0%;
+  }
+}
+table {
+  background-color: transparent;
+}
+caption {
+  padding-top: 8px;
+  padding-bottom: 8px;
+  color: #777777;
+  text-align: left;
+}
+th {
+  text-align: left;
+}
+.table {
+  width: 100%;
+  max-width: 100%;
+  margin-bottom: 18px;
+}
+.table > thead > tr > th,
+.table > tbody > tr > th,
+.table > tfoot > tr > th,
+.table > thead > tr > td,
+.table > tbody > tr > td,
+.table > tfoot > tr > td {
+  padding: 8px;
+  line-height: 1.42857143;
+  vertical-align: top;
+  border-top: 1px solid #ddd;
+}
+.table > thead > tr > th {
+  vertical-align: bottom;
+  border-bottom: 2px solid #ddd;
+}
+.table > caption + thead > tr:first-child > th,
+.table > colgroup + thead > tr:first-child > th,
+.table > thead:first-child > tr:first-child > th,
+.table > caption + thead > tr:first-child > td,
+.table > colgroup + thead > tr:first-child > td,
+.table > thead:first-child > tr:first-child > td {
+  border-top: 0;
+}
+.table > tbody + tbody {
+  border-top: 2px solid #ddd;
+}
+.table .table {
+  background-color: #fff;
+}
+.table-condensed > thead > tr > th,
+.table-condensed > tbody > tr > th,
+.table-condensed > tfoot > tr > th,
+.table-condensed > thead > tr > td,
+.table-condensed > tbody > tr > td,
+.table-condensed > tfoot > tr > td {
+  padding: 5px;
+}
+.table-bordered {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > tbody > tr > th,
+.table-bordered > tfoot > tr > th,
+.table-bordered > thead > tr > td,
+.table-bordered > tbody > tr > td,
+.table-bordered > tfoot > tr > td {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > thead > tr > td {
+  border-bottom-width: 2px;
+}
+.table-striped > tbody > tr:nth-of-type(odd) {
+  background-color: #f9f9f9;
+}
+.table-hover > tbody > tr:hover {
+  background-color: #f5f5f5;
+}
+table col[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-column;
+}
+table td[class*="col-"],
+table th[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-cell;
+}
+.table > thead > tr > td.active,
+.table > tbody > tr > td.active,
+.table > tfoot > tr > td.active,
+.table > thead > tr > th.active,
+.table > tbody > tr > th.active,
+.table > tfoot > tr > th.active,
+.table > thead > tr.active > td,
+.table > tbody > tr.active > td,
+.table > tfoot > tr.active > td,
+.table > thead > tr.active > th,
+.table > tbody > tr.active > th,
+.table > tfoot > tr.active > th {
+  background-color: #f5f5f5;
+}
+.table-hover > tbody > tr > td.active:hover,
+.table-hover > tbody > tr > th.active:hover,
+.table-hover > tbody > tr.active:hover > td,
+.table-hover > tbody > tr:hover > .active,
+.table-hover > tbody > tr.active:hover > th {
+  background-color: #e8e8e8;
+}
+.table > thead > tr > td.success,
+.table > tbody > tr > td.success,
+.table > tfoot > tr > td.success,
+.table > thead > tr > th.success,
+.table > tbody > tr > th.success,
+.table > tfoot > tr > th.success,
+.table > thead > tr.success > td,
+.table > tbody > tr.success > td,
+.table > tfoot > tr.success > td,
+.table > thead > tr.success > th,
+.table > tbody > tr.success > th,
+.table > tfoot > tr.success > th {
+  background-color: #dff0d8;
+}
+.table-hover > tbody > tr > td.success:hover,
+.table-hover > tbody > tr > th.success:hover,
+.table-hover > tbody > tr.success:hover > td,
+.table-hover > tbody > tr:hover > .success,
+.table-hover > tbody > tr.success:hover > th {
+  background-color: #d0e9c6;
+}
+.table > thead > tr > td.info,
+.table > tbody > tr > td.info,
+.table > tfoot > tr > td.info,
+.table > thead > tr > th.info,
+.table > tbody > tr > th.info,
+.table > tfoot > tr > th.info,
+.table > thead > tr.info > td,
+.table > tbody > tr.info > td,
+.table > tfoot > tr.info > td,
+.table > thead > tr.info > th,
+.table > tbody > tr.info > th,
+.table > tfoot > tr.info > th {
+  background-color: #d9edf7;
+}
+.table-hover > tbody > tr > td.info:hover,
+.table-hover > tbody > tr > th.info:hover,
+.table-hover > tbody > tr.info:hover > td,
+.table-hover > tbody > tr:hover > .info,
+.table-hover > tbody > tr.info:hover > th {
+  background-color: #c4e3f3;
+}
+.table > thead > tr > td.warning,
+.table > tbody > tr > td.warning,
+.table > tfoot > tr > td.warning,
+.table > thead > tr > th.warning,
+.table > tbody > tr > th.warning,
+.table > tfoot > tr > th.warning,
+.table > thead > tr.warning > td,
+.table > tbody > tr.warning > td,
+.table > tfoot > tr.warning > td,
+.table > thead > tr.warning > th,
+.table > tbody > tr.warning > th,
+.table > tfoot > tr.warning > th {
+  background-color: #fcf8e3;
+}
+.table-hover > tbody > tr > td.warning:hover,
+.table-hover > tbody > tr > th.warning:hover,
+.table-hover > tbody > tr.warning:hover > td,
+.table-hover > tbody > tr:hover > .warning,
+.table-hover > tbody > tr.warning:hover > th {
+  background-color: #faf2cc;
+}
+.table > thead > tr > td.danger,
+.table > tbody > tr > td.danger,
+.table > tfoot > tr > td.danger,
+.table > thead > tr > th.danger,
+.table > tbody > tr > th.danger,
+.table > tfoot > tr > th.danger,
+.table > thead > tr.danger > td,
+.table > tbody > tr.danger > td,
+.table > tfoot > tr.danger > td,
+.table > thead > tr.danger > th,
+.table > tbody > tr.danger > th,
+.table > tfoot > tr.danger > th {
+  background-color: #f2dede;
+}
+.table-hover > tbody > tr > td.danger:hover,
+.table-hover > tbody > tr > th.danger:hover,
+.table-hover > tbody > tr.danger:hover > td,
+.table-hover > tbody > tr:hover > .danger,
+.table-hover > tbody > tr.danger:hover > th {
+  background-color: #ebcccc;
+}
+.table-responsive {
+  overflow-x: auto;
+  min-height: 0.01%;
+}
+@media screen and (max-width: 767px) {
+  .table-responsive {
+    width: 100%;
+    margin-bottom: 13.5px;
+    overflow-y: hidden;
+    -ms-overflow-style: -ms-autohiding-scrollbar;
+    border: 1px solid #ddd;
+  }
+  .table-responsive > .table {
+    margin-bottom: 0;
+  }
+  .table-responsive > .table > thead > tr > th,
+  .table-responsive > .table > tbody > tr > th,
+  .table-responsive > .table > tfoot > tr > th,
+  .table-responsive > .table > thead > tr > td,
+  .table-responsive > .table > tbody > tr > td,
+  .table-responsive > .table > tfoot > tr > td {
+    white-space: nowrap;
+  }
+  .table-responsive > .table-bordered {
+    border: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:first-child,
+  .table-responsive > .table-bordered > tbody > tr > th:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+  .table-responsive > .table-bordered > thead > tr > td:first-child,
+  .table-responsive > .table-bordered > tbody > tr > td:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+    border-left: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:last-child,
+  .table-responsive > .table-bordered > tbody > tr > th:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+  .table-responsive > .table-bordered > thead > tr > td:last-child,
+  .table-responsive > .table-bordered > tbody > tr > td:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+    border-right: 0;
+  }
+  .table-responsive > .table-bordered > tbody > tr:last-child > th,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
+  .table-responsive > .table-bordered > tbody > tr:last-child > td,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
+    border-bottom: 0;
+  }
+}
+fieldset {
+  padding: 0;
+  margin: 0;
+  border: 0;
+  min-width: 0;
+}
+legend {
+  display: block;
+  width: 100%;
+  padding: 0;
+  margin-bottom: 18px;
+  font-size: 19.5px;
+  line-height: inherit;
+  color: #333333;
+  border: 0;
+  border-bottom: 1px solid #e5e5e5;
+}
+label {
+  display: inline-block;
+  max-width: 100%;
+  margin-bottom: 5px;
+  font-weight: bold;
+}
+input[type="search"] {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+input[type="radio"],
+input[type="checkbox"] {
+  margin: 4px 0 0;
+  margin-top: 1px \9;
+  line-height: normal;
+}
+input[type="file"] {
+  display: block;
+}
+input[type="range"] {
+  display: block;
+  width: 100%;
+}
+select[multiple],
+select[size] {
+  height: auto;
+}
+input[type="file"]:focus,
+input[type="radio"]:focus,
+input[type="checkbox"]:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+output {
+  display: block;
+  padding-top: 7px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+}
+.form-control {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+}
+.form-control:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.form-control::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.form-control:-ms-input-placeholder {
+  color: #999;
+}
+.form-control::-webkit-input-placeholder {
+  color: #999;
+}
+.form-control::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.form-control[disabled],
+.form-control[readonly],
+fieldset[disabled] .form-control {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.form-control[disabled],
+fieldset[disabled] .form-control {
+  cursor: not-allowed;
+}
+textarea.form-control {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: none;
+}
+@media screen and (-webkit-min-device-pixel-ratio: 0) {
+  input[type="date"].form-control,
+  input[type="time"].form-control,
+  input[type="datetime-local"].form-control,
+  input[type="month"].form-control {
+    line-height: 32px;
+  }
+  input[type="date"].input-sm,
+  input[type="time"].input-sm,
+  input[type="datetime-local"].input-sm,
+  input[type="month"].input-sm,
+  .input-group-sm input[type="date"],
+  .input-group-sm input[type="time"],
+  .input-group-sm input[type="datetime-local"],
+  .input-group-sm input[type="month"] {
+    line-height: 30px;
+  }
+  input[type="date"].input-lg,
+  input[type="time"].input-lg,
+  input[type="datetime-local"].input-lg,
+  input[type="month"].input-lg,
+  .input-group-lg input[type="date"],
+  .input-group-lg input[type="time"],
+  .input-group-lg input[type="datetime-local"],
+  .input-group-lg input[type="month"] {
+    line-height: 45px;
+  }
+}
+.form-group {
+  margin-bottom: 15px;
+}
+.radio,
+.checkbox {
+  position: relative;
+  display: block;
+  margin-top: 10px;
+  margin-bottom: 10px;
+}
+.radio label,
+.checkbox label {
+  min-height: 18px;
+  padding-left: 20px;
+  margin-bottom: 0;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio input[type="radio"],
+.radio-inline input[type="radio"],
+.checkbox input[type="checkbox"],
+.checkbox-inline input[type="checkbox"] {
+  position: absolute;
+  margin-left: -20px;
+  margin-top: 4px \9;
+}
+.radio + .radio,
+.checkbox + .checkbox {
+  margin-top: -5px;
+}
+.radio-inline,
+.checkbox-inline {
+  position: relative;
+  display: inline-block;
+  padding-left: 20px;
+  margin-bottom: 0;
+  vertical-align: middle;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio-inline + .radio-inline,
+.checkbox-inline + .checkbox-inline {
+  margin-top: 0;
+  margin-left: 10px;
+}
+input[type="radio"][disabled],
+input[type="checkbox"][disabled],
+input[type="radio"].disabled,
+input[type="checkbox"].disabled,
+fieldset[disabled] input[type="radio"],
+fieldset[disabled] input[type="checkbox"] {
+  cursor: not-allowed;
+}
+.radio-inline.disabled,
+.checkbox-inline.disabled,
+fieldset[disabled] .radio-inline,
+fieldset[disabled] .checkbox-inline {
+  cursor: not-allowed;
+}
+.radio.disabled label,
+.checkbox.disabled label,
+fieldset[disabled] .radio label,
+fieldset[disabled] .checkbox label {
+  cursor: not-allowed;
+}
+.form-control-static {
+  padding-top: 7px;
+  padding-bottom: 7px;
+  margin-bottom: 0;
+  min-height: 31px;
+}
+.form-control-static.input-lg,
+.form-control-static.input-sm {
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-sm {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-sm {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-sm,
+select[multiple].input-sm {
+  height: auto;
+}
+.form-group-sm .form-control {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.form-group-sm select.form-control {
+  height: 30px;
+  line-height: 30px;
+}
+.form-group-sm textarea.form-control,
+.form-group-sm select[multiple].form-control {
+  height: auto;
+}
+.form-group-sm .form-control-static {
+  height: 30px;
+  min-height: 30px;
+  padding: 6px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.input-lg {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-lg {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-lg,
+select[multiple].input-lg {
+  height: auto;
+}
+.form-group-lg .form-control {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.form-group-lg select.form-control {
+  height: 45px;
+  line-height: 45px;
+}
+.form-group-lg textarea.form-control,
+.form-group-lg select[multiple].form-control {
+  height: auto;
+}
+.form-group-lg .form-control-static {
+  height: 45px;
+  min-height: 35px;
+  padding: 11px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.has-feedback {
+  position: relative;
+}
+.has-feedback .form-control {
+  padding-right: 40px;
+}
+.form-control-feedback {
+  position: absolute;
+  top: 0;
+  right: 0;
+  z-index: 2;
+  display: block;
+  width: 32px;
+  height: 32px;
+  line-height: 32px;
+  text-align: center;
+  pointer-events: none;
+}
+.input-lg + .form-control-feedback,
+.input-group-lg + .form-control-feedback,
+.form-group-lg .form-control + .form-control-feedback {
+  width: 45px;
+  height: 45px;
+  line-height: 45px;
+}
+.input-sm + .form-control-feedback,
+.input-group-sm + .form-control-feedback,
+.form-group-sm .form-control + .form-control-feedback {
+  width: 30px;
+  height: 30px;
+  line-height: 30px;
+}
+.has-success .help-block,
+.has-success .control-label,
+.has-success .radio,
+.has-success .checkbox,
+.has-success .radio-inline,
+.has-success .checkbox-inline,
+.has-success.radio label,
+.has-success.checkbox label,
+.has-success.radio-inline label,
+.has-success.checkbox-inline label {
+  color: #3c763d;
+}
+.has-success .form-control {
+  border-color: #3c763d;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-success .form-control:focus {
+  border-color: #2b542c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+}
+.has-success .input-group-addon {
+  color: #3c763d;
+  border-color: #3c763d;
+  background-color: #dff0d8;
+}
+.has-success .form-control-feedback {
+  color: #3c763d;
+}
+.has-warning .help-block,
+.has-warning .control-label,
+.has-warning .radio,
+.has-warning .checkbox,
+.has-warning .radio-inline,
+.has-warning .checkbox-inline,
+.has-warning.radio label,
+.has-warning.checkbox label,
+.has-warning.radio-inline label,
+.has-warning.checkbox-inline label {
+  color: #8a6d3b;
+}
+.has-warning .form-control {
+  border-color: #8a6d3b;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-warning .form-control:focus {
+  border-color: #66512c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+}
+.has-warning .input-group-addon {
+  color: #8a6d3b;
+  border-color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+.has-warning .form-control-feedback {
+  color: #8a6d3b;
+}
+.has-error .help-block,
+.has-error .control-label,
+.has-error .radio,
+.has-error .checkbox,
+.has-error .radio-inline,
+.has-error .checkbox-inline,
+.has-error.radio label,
+.has-error.checkbox label,
+.has-error.radio-inline label,
+.has-error.checkbox-inline label {
+  color: #a94442;
+}
+.has-error .form-control {
+  border-color: #a94442;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-error .form-control:focus {
+  border-color: #843534;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+}
+.has-error .input-group-addon {
+  color: #a94442;
+  border-color: #a94442;
+  background-color: #f2dede;
+}
+.has-error .form-control-feedback {
+  color: #a94442;
+}
+.has-feedback label ~ .form-control-feedback {
+  top: 23px;
+}
+.has-feedback label.sr-only ~ .form-control-feedback {
+  top: 0;
+}
+.help-block {
+  display: block;
+  margin-top: 5px;
+  margin-bottom: 10px;
+  color: #404040;
+}
+@media (min-width: 768px) {
+  .form-inline .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .form-inline .form-control-static {
+    display: inline-block;
+  }
+  .form-inline .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .form-inline .input-group .input-group-addon,
+  .form-inline .input-group .input-group-btn,
+  .form-inline .input-group .form-control {
+    width: auto;
+  }
+  .form-inline .input-group > .form-control {
+    width: 100%;
+  }
+  .form-inline .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio,
+  .form-inline .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio label,
+  .form-inline .checkbox label {
+    padding-left: 0;
+  }
+  .form-inline .radio input[type="radio"],
+  .form-inline .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .form-inline .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox,
+.form-horizontal .radio-inline,
+.form-horizontal .checkbox-inline {
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-top: 7px;
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox {
+  min-height: 25px;
+}
+.form-horizontal .form-group {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .control-label {
+    text-align: right;
+    margin-bottom: 0;
+    padding-top: 7px;
+  }
+}
+.form-horizontal .has-feedback .form-control-feedback {
+  right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-lg .control-label {
+    padding-top: 11px;
+    font-size: 17px;
+  }
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-sm .control-label {
+    padding-top: 6px;
+    font-size: 12px;
+  }
+}
+.btn {
+  display: inline-block;
+  margin-bottom: 0;
+  font-weight: normal;
+  text-align: center;
+  vertical-align: middle;
+  touch-action: manipulation;
+  cursor: pointer;
+  background-image: none;
+  border: 1px solid transparent;
+  white-space: nowrap;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  border-radius: 2px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+.btn:focus,
+.btn:active:focus,
+.btn.active:focus,
+.btn.focus,
+.btn:active.focus,
+.btn.active.focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+.btn:hover,
+.btn:focus,
+.btn.focus {
+  color: #333;
+  text-decoration: none;
+}
+.btn:active,
+.btn.active {
+  outline: 0;
+  background-image: none;
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn.disabled,
+.btn[disabled],
+fieldset[disabled] .btn {
+  cursor: not-allowed;
+  opacity: 0.65;
+  filter: alpha(opacity=65);
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+a.btn.disabled,
+fieldset[disabled] a.btn {
+  pointer-events: none;
+}
+.btn-default {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default:focus,
+.btn-default.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.btn-default:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active:hover,
+.btn-default.active:hover,
+.open > .dropdown-toggle.btn-default:hover,
+.btn-default:active:focus,
+.btn-default.active:focus,
+.open > .dropdown-toggle.btn-default:focus,
+.btn-default:active.focus,
+.btn-default.active.focus,
+.open > .dropdown-toggle.btn-default.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  background-image: none;
+}
+.btn-default.disabled:hover,
+.btn-default[disabled]:hover,
+fieldset[disabled] .btn-default:hover,
+.btn-default.disabled:focus,
+.btn-default[disabled]:focus,
+fieldset[disabled] .btn-default:focus,
+.btn-default.disabled.focus,
+.btn-default[disabled].focus,
+fieldset[disabled] .btn-default.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default .badge {
+  color: #fff;
+  background-color: #333;
+}
+.btn-primary {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary:focus,
+.btn-primary.focus {
+  color: #fff;
+  background-color: #286090;
+  border-color: #122b40;
+}
+.btn-primary:hover {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active:hover,
+.btn-primary.active:hover,
+.open > .dropdown-toggle.btn-primary:hover,
+.btn-primary:active:focus,
+.btn-primary.active:focus,
+.open > .dropdown-toggle.btn-primary:focus,
+.btn-primary:active.focus,
+.btn-primary.active.focus,
+.open > .dropdown-toggle.btn-primary.focus {
+  color: #fff;
+  background-color: #204d74;
+  border-color: #122b40;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  background-image: none;
+}
+.btn-primary.disabled:hover,
+.btn-primary[disabled]:hover,
+fieldset[disabled] .btn-primary:hover,
+.btn-primary.disabled:focus,
+.btn-primary[disabled]:focus,
+fieldset[disabled] .btn-primary:focus,
+.btn-primary.disabled.focus,
+.btn-primary[disabled].focus,
+fieldset[disabled] .btn-primary.focus {
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.btn-success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success:focus,
+.btn-success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.btn-success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active:hover,
+.btn-success.active:hover,
+.open > .dropdown-toggle.btn-success:hover,
+.btn-success:active:focus,
+.btn-success.active:focus,
+.open > .dropdown-toggle.btn-success:focus,
+.btn-success:active.focus,
+.btn-success.active.focus,
+.open > .dropdown-toggle.btn-success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  background-image: none;
+}
+.btn-success.disabled:hover,
+.btn-success[disabled]:hover,
+fieldset[disabled] .btn-success:hover,
+.btn-success.disabled:focus,
+.btn-success[disabled]:focus,
+fieldset[disabled] .btn-success:focus,
+.btn-success.disabled.focus,
+.btn-success[disabled].focus,
+fieldset[disabled] .btn-success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.btn-info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info:focus,
+.btn-info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.btn-info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active:hover,
+.btn-info.active:hover,
+.open > .dropdown-toggle.btn-info:hover,
+.btn-info:active:focus,
+.btn-info.active:focus,
+.open > .dropdown-toggle.btn-info:focus,
+.btn-info:active.focus,
+.btn-info.active.focus,
+.open > .dropdown-toggle.btn-info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  background-image: none;
+}
+.btn-info.disabled:hover,
+.btn-info[disabled]:hover,
+fieldset[disabled] .btn-info:hover,
+.btn-info.disabled:focus,
+.btn-info[disabled]:focus,
+fieldset[disabled] .btn-info:focus,
+.btn-info.disabled.focus,
+.btn-info[disabled].focus,
+fieldset[disabled] .btn-info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.btn-warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning:focus,
+.btn-warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.btn-warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active:hover,
+.btn-warning.active:hover,
+.open > .dropdown-toggle.btn-warning:hover,
+.btn-warning:active:focus,
+.btn-warning.active:focus,
+.open > .dropdown-toggle.btn-warning:focus,
+.btn-warning:active.focus,
+.btn-warning.active.focus,
+.open > .dropdown-toggle.btn-warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  background-image: none;
+}
+.btn-warning.disabled:hover,
+.btn-warning[disabled]:hover,
+fieldset[disabled] .btn-warning:hover,
+.btn-warning.disabled:focus,
+.btn-warning[disabled]:focus,
+fieldset[disabled] .btn-warning:focus,
+.btn-warning.disabled.focus,
+.btn-warning[disabled].focus,
+fieldset[disabled] .btn-warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.btn-danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger:focus,
+.btn-danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.btn-danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active:hover,
+.btn-danger.active:hover,
+.open > .dropdown-toggle.btn-danger:hover,
+.btn-danger:active:focus,
+.btn-danger.active:focus,
+.open > .dropdown-toggle.btn-danger:focus,
+.btn-danger:active.focus,
+.btn-danger.active.focus,
+.open > .dropdown-toggle.btn-danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  background-image: none;
+}
+.btn-danger.disabled:hover,
+.btn-danger[disabled]:hover,
+fieldset[disabled] .btn-danger:hover,
+.btn-danger.disabled:focus,
+.btn-danger[disabled]:focus,
+fieldset[disabled] .btn-danger:focus,
+.btn-danger.disabled.focus,
+.btn-danger[disabled].focus,
+fieldset[disabled] .btn-danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+.btn-link {
+  color: #337ab7;
+  font-weight: normal;
+  border-radius: 0;
+}
+.btn-link,
+.btn-link:active,
+.btn-link.active,
+.btn-link[disabled],
+fieldset[disabled] .btn-link {
+  background-color: transparent;
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn-link,
+.btn-link:hover,
+.btn-link:focus,
+.btn-link:active {
+  border-color: transparent;
+}
+.btn-link:hover,
+.btn-link:focus {
+  color: #23527c;
+  text-decoration: underline;
+  background-color: transparent;
+}
+.btn-link[disabled]:hover,
+fieldset[disabled] .btn-link:hover,
+.btn-link[disabled]:focus,
+fieldset[disabled] .btn-link:focus {
+  color: #777777;
+  text-decoration: none;
+}
+.btn-lg,
+.btn-group-lg > .btn {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.btn-sm,
+.btn-group-sm > .btn {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-xs,
+.btn-group-xs > .btn {
+  padding: 1px 5px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-block {
+  display: block;
+  width: 100%;
+}
+.btn-block + .btn-block {
+  margin-top: 5px;
+}
+input[type="submit"].btn-block,
+input[type="reset"].btn-block,
+input[type="button"].btn-block {
+  width: 100%;
+}
+.fade {
+  opacity: 0;
+  -webkit-transition: opacity 0.15s linear;
+  -o-transition: opacity 0.15s linear;
+  transition: opacity 0.15s linear;
+}
+.fade.in {
+  opacity: 1;
+}
+.collapse {
+  display: none;
+}
+.collapse.in {
+  display: block;
+}
+tr.collapse.in {
+  display: table-row;
+}
+tbody.collapse.in {
+  display: table-row-group;
+}
+.collapsing {
+  position: relative;
+  height: 0;
+  overflow: hidden;
+  -webkit-transition-property: height, visibility;
+  transition-property: height, visibility;
+  -webkit-transition-duration: 0.35s;
+  transition-duration: 0.35s;
+  -webkit-transition-timing-function: ease;
+  transition-timing-function: ease;
+}
+.caret {
+  display: inline-block;
+  width: 0;
+  height: 0;
+  margin-left: 2px;
+  vertical-align: middle;
+  border-top: 4px dashed;
+  border-top: 4px solid \9;
+  border-right: 4px solid transparent;
+  border-left: 4px solid transparent;
+}
+.dropup,
+.dropdown {
+  position: relative;
+}
+.dropdown-toggle:focus {
+  outline: 0;
+}
+.dropdown-menu {
+  position: absolute;
+  top: 100%;
+  left: 0;
+  z-index: 1000;
+  display: none;
+  float: left;
+  min-width: 160px;
+  padding: 5px 0;
+  margin: 2px 0 0;
+  list-style: none;
+  font-size: 13px;
+  text-align: left;
+  background-color: #fff;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.15);
+  border-radius: 2px;
+  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  background-clip: padding-box;
+}
+.dropdown-menu.pull-right {
+  right: 0;
+  left: auto;
+}
+.dropdown-menu .divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.dropdown-menu > li > a {
+  display: block;
+  padding: 3px 20px;
+  clear: both;
+  font-weight: normal;
+  line-height: 1.42857143;
+  color: #333333;
+  white-space: nowrap;
+}
+.dropdown-menu > li > a:hover,
+.dropdown-menu > li > a:focus {
+  text-decoration: none;
+  color: #262626;
+  background-color: #f5f5f5;
+}
+.dropdown-menu > .active > a,
+.dropdown-menu > .active > a:hover,
+.dropdown-menu > .active > a:focus {
+  color: #fff;
+  text-decoration: none;
+  outline: 0;
+  background-color: #337ab7;
+}
+.dropdown-menu > .disabled > a,
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  color: #777777;
+}
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  text-decoration: none;
+  background-color: transparent;
+  background-image: none;
+  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
+  cursor: not-allowed;
+}
+.open > .dropdown-menu {
+  display: block;
+}
+.open > a {
+  outline: 0;
+}
+.dropdown-menu-right {
+  left: auto;
+  right: 0;
+}
+.dropdown-menu-left {
+  left: 0;
+  right: auto;
+}
+.dropdown-header {
+  display: block;
+  padding: 3px 20px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  color: #777777;
+  white-space: nowrap;
+}
+.dropdown-backdrop {
+  position: fixed;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  top: 0;
+  z-index: 990;
+}
+.pull-right > .dropdown-menu {
+  right: 0;
+  left: auto;
+}
+.dropup .caret,
+.navbar-fixed-bottom .dropdown .caret {
+  border-top: 0;
+  border-bottom: 4px dashed;
+  border-bottom: 4px solid \9;
+  content: "";
+}
+.dropup .dropdown-menu,
+.navbar-fixed-bottom .dropdown .dropdown-menu {
+  top: auto;
+  bottom: 100%;
+  margin-bottom: 2px;
+}
+@media (min-width: 541px) {
+  .navbar-right .dropdown-menu {
+    left: auto;
+    right: 0;
+  }
+  .navbar-right .dropdown-menu-left {
+    left: 0;
+    right: auto;
+  }
+}
+.btn-group,
+.btn-group-vertical {
+  position: relative;
+  display: inline-block;
+  vertical-align: middle;
+}
+.btn-group > .btn,
+.btn-group-vertical > .btn {
+  position: relative;
+  float: left;
+}
+.btn-group > .btn:hover,
+.btn-group-vertical > .btn:hover,
+.btn-group > .btn:focus,
+.btn-group-vertical > .btn:focus,
+.btn-group > .btn:active,
+.btn-group-vertical > .btn:active,
+.btn-group > .btn.active,
+.btn-group-vertical > .btn.active {
+  z-index: 2;
+}
+.btn-group .btn + .btn,
+.btn-group .btn + .btn-group,
+.btn-group .btn-group + .btn,
+.btn-group .btn-group + .btn-group {
+  margin-left: -1px;
+}
+.btn-toolbar {
+  margin-left: -5px;
+}
+.btn-toolbar .btn,
+.btn-toolbar .btn-group,
+.btn-toolbar .input-group {
+  float: left;
+}
+.btn-toolbar > .btn,
+.btn-toolbar > .btn-group,
+.btn-toolbar > .input-group {
+  margin-left: 5px;
+}
+.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
+  border-radius: 0;
+}
+.btn-group > .btn:first-child {
+  margin-left: 0;
+}
+.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn:last-child:not(:first-child),
+.btn-group > .dropdown-toggle:not(:first-child) {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group > .btn-group {
+  float: left;
+}
+.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group .dropdown-toggle:active,
+.btn-group.open .dropdown-toggle {
+  outline: 0;
+}
+.btn-group > .btn + .dropdown-toggle {
+  padding-left: 8px;
+  padding-right: 8px;
+}
+.btn-group > .btn-lg + .dropdown-toggle {
+  padding-left: 12px;
+  padding-right: 12px;
+}
+.btn-group.open .dropdown-toggle {
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn-group.open .dropdown-toggle.btn-link {
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn .caret {
+  margin-left: 0;
+}
+.btn-lg .caret {
+  border-width: 5px 5px 0;
+  border-bottom-width: 0;
+}
+.dropup .btn-lg .caret {
+  border-width: 0 5px 5px;
+}
+.btn-group-vertical > .btn,
+.btn-group-vertical > .btn-group,
+.btn-group-vertical > .btn-group > .btn {
+  display: block;
+  float: none;
+  width: 100%;
+  max-width: 100%;
+}
+.btn-group-vertical > .btn-group > .btn {
+  float: none;
+}
+.btn-group-vertical > .btn + .btn,
+.btn-group-vertical > .btn + .btn-group,
+.btn-group-vertical > .btn-group + .btn,
+.btn-group-vertical > .btn-group + .btn-group {
+  margin-top: -1px;
+  margin-left: 0;
+}
+.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn:first-child:not(:last-child) {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn:last-child:not(:first-child) {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group-justified {
+  display: table;
+  width: 100%;
+  table-layout: fixed;
+  border-collapse: separate;
+}
+.btn-group-justified > .btn,
+.btn-group-justified > .btn-group {
+  float: none;
+  display: table-cell;
+  width: 1%;
+}
+.btn-group-justified > .btn-group .btn {
+  width: 100%;
+}
+.btn-group-justified > .btn-group .dropdown-menu {
+  left: auto;
+}
+[data-toggle="buttons"] > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn input[type="checkbox"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
+  position: absolute;
+  clip: rect(0, 0, 0, 0);
+  pointer-events: none;
+}
+.input-group {
+  position: relative;
+  display: table;
+  border-collapse: separate;
+}
+.input-group[class*="col-"] {
+  float: none;
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-group .form-control {
+  position: relative;
+  z-index: 2;
+  float: left;
+  width: 100%;
+  margin-bottom: 0;
+}
+.input-group .form-control:focus {
+  z-index: 3;
+}
+.input-group-lg > .form-control,
+.input-group-lg > .input-group-addon,
+.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-group-lg > .form-control,
+select.input-group-lg > .input-group-addon,
+select.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-group-lg > .form-control,
+textarea.input-group-lg > .input-group-addon,
+textarea.input-group-lg > .input-group-btn > .btn,
+select[multiple].input-group-lg > .form-control,
+select[multiple].input-group-lg > .input-group-addon,
+select[multiple].input-group-lg > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-sm > .form-control,
+.input-group-sm > .input-group-addon,
+.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-group-sm > .form-control,
+select.input-group-sm > .input-group-addon,
+select.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-group-sm > .form-control,
+textarea.input-group-sm > .input-group-addon,
+textarea.input-group-sm > .input-group-btn > .btn,
+select[multiple].input-group-sm > .form-control,
+select[multiple].input-group-sm > .input-group-addon,
+select[multiple].input-group-sm > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-addon,
+.input-group-btn,
+.input-group .form-control {
+  display: table-cell;
+}
+.input-group-addon:not(:first-child):not(:last-child),
+.input-group-btn:not(:first-child):not(:last-child),
+.input-group .form-control:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.input-group-addon,
+.input-group-btn {
+  width: 1%;
+  white-space: nowrap;
+  vertical-align: middle;
+}
+.input-group-addon {
+  padding: 6px 12px;
+  font-size: 13px;
+  font-weight: normal;
+  line-height: 1;
+  color: #555555;
+  text-align: center;
+  background-color: #eeeeee;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+.input-group-addon.input-sm {
+  padding: 5px 10px;
+  font-size: 12px;
+  border-radius: 1px;
+}
+.input-group-addon.input-lg {
+  padding: 10px 16px;
+  font-size: 17px;
+  border-radius: 3px;
+}
+.input-group-addon input[type="radio"],
+.input-group-addon input[type="checkbox"] {
+  margin-top: 0;
+}
+.input-group .form-control:first-child,
+.input-group-addon:first-child,
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group > .btn,
+.input-group-btn:first-child > .dropdown-toggle,
+.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
+.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.input-group-addon:first-child {
+  border-right: 0;
+}
+.input-group .form-control:last-child,
+.input-group-addon:last-child,
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group > .btn,
+.input-group-btn:last-child > .dropdown-toggle,
+.input-group-btn:first-child > .btn:not(:first-child),
+.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.input-group-addon:last-child {
+  border-left: 0;
+}
+.input-group-btn {
+  position: relative;
+  font-size: 0;
+  white-space: nowrap;
+}
+.input-group-btn > .btn {
+  position: relative;
+}
+.input-group-btn > .btn + .btn {
+  margin-left: -1px;
+}
+.input-group-btn > .btn:hover,
+.input-group-btn > .btn:focus,
+.input-group-btn > .btn:active {
+  z-index: 2;
+}
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group {
+  margin-right: -1px;
+}
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group {
+  z-index: 2;
+  margin-left: -1px;
+}
+.nav {
+  margin-bottom: 0;
+  padding-left: 0;
+  list-style: none;
+}
+.nav > li {
+  position: relative;
+  display: block;
+}
+.nav > li > a {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+}
+.nav > li > a:hover,
+.nav > li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.nav > li.disabled > a {
+  color: #777777;
+}
+.nav > li.disabled > a:hover,
+.nav > li.disabled > a:focus {
+  color: #777777;
+  text-decoration: none;
+  background-color: transparent;
+  cursor: not-allowed;
+}
+.nav .open > a,
+.nav .open > a:hover,
+.nav .open > a:focus {
+  background-color: #eeeeee;
+  border-color: #337ab7;
+}
+.nav .nav-divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.nav > li > a > img {
+  max-width: none;
+}
+.nav-tabs {
+  border-bottom: 1px solid #ddd;
+}
+.nav-tabs > li {
+  float: left;
+  margin-bottom: -1px;
+}
+.nav-tabs > li > a {
+  margin-right: 2px;
+  line-height: 1.42857143;
+  border: 1px solid transparent;
+  border-radius: 2px 2px 0 0;
+}
+.nav-tabs > li > a:hover {
+  border-color: #eeeeee #eeeeee #ddd;
+}
+.nav-tabs > li.active > a,
+.nav-tabs > li.active > a:hover,
+.nav-tabs > li.active > a:focus {
+  color: #555555;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-bottom-color: transparent;
+  cursor: default;
+}
+.nav-tabs.nav-justified {
+  width: 100%;
+  border-bottom: 0;
+}
+.nav-tabs.nav-justified > li {
+  float: none;
+}
+.nav-tabs.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-tabs.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-tabs.nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs.nav-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs.nav-justified > .active > a,
+.nav-tabs.nav-justified > .active > a:hover,
+.nav-tabs.nav-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs.nav-justified > .active > a,
+  .nav-tabs.nav-justified > .active > a:hover,
+  .nav-tabs.nav-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.nav-pills > li {
+  float: left;
+}
+.nav-pills > li > a {
+  border-radius: 2px;
+}
+.nav-pills > li + li {
+  margin-left: 2px;
+}
+.nav-pills > li.active > a,
+.nav-pills > li.active > a:hover,
+.nav-pills > li.active > a:focus {
+  color: #fff;
+  background-color: #337ab7;
+}
+.nav-stacked > li {
+  float: none;
+}
+.nav-stacked > li + li {
+  margin-top: 2px;
+  margin-left: 0;
+}
+.nav-justified {
+  width: 100%;
+}
+.nav-justified > li {
+  float: none;
+}
+.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs-justified {
+  border-bottom: 0;
+}
+.nav-tabs-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs-justified > .active > a,
+.nav-tabs-justified > .active > a:hover,
+.nav-tabs-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs-justified > .active > a,
+  .nav-tabs-justified > .active > a:hover,
+  .nav-tabs-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.tab-content > .tab-pane {
+  display: none;
+}
+.tab-content > .active {
+  display: block;
+}
+.nav-tabs .dropdown-menu {
+  margin-top: -1px;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar {
+  position: relative;
+  min-height: 30px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+}
+@media (min-width: 541px) {
+  .navbar {
+    border-radius: 2px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-header {
+    float: left;
+  }
+}
+.navbar-collapse {
+  overflow-x: visible;
+  padding-right: 0px;
+  padding-left: 0px;
+  border-top: 1px solid transparent;
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
+  -webkit-overflow-scrolling: touch;
+}
+.navbar-collapse.in {
+  overflow-y: auto;
+}
+@media (min-width: 541px) {
+  .navbar-collapse {
+    width: auto;
+    border-top: 0;
+    box-shadow: none;
+  }
+  .navbar-collapse.collapse {
+    display: block !important;
+    height: auto !important;
+    padding-bottom: 0;
+    overflow: visible !important;
+  }
+  .navbar-collapse.in {
+    overflow-y: visible;
+  }
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-static-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    padding-left: 0;
+    padding-right: 0;
+  }
+}
+.navbar-fixed-top .navbar-collapse,
+.navbar-fixed-bottom .navbar-collapse {
+  max-height: 340px;
+}
+@media (max-device-width: 540px) and (orientation: landscape) {
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    max-height: 200px;
+  }
+}
+.container > .navbar-header,
+.container-fluid > .navbar-header,
+.container > .navbar-collapse,
+.container-fluid > .navbar-collapse {
+  margin-right: 0px;
+  margin-left: 0px;
+}
+@media (min-width: 541px) {
+  .container > .navbar-header,
+  .container-fluid > .navbar-header,
+  .container > .navbar-collapse,
+  .container-fluid > .navbar-collapse {
+    margin-right: 0;
+    margin-left: 0;
+  }
+}
+.navbar-static-top {
+  z-index: 1000;
+  border-width: 0 0 1px;
+}
+@media (min-width: 541px) {
+  .navbar-static-top {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top,
+.navbar-fixed-bottom {
+  position: fixed;
+  right: 0;
+  left: 0;
+  z-index: 1030;
+}
+@media (min-width: 541px) {
+  .navbar-fixed-top,
+  .navbar-fixed-bottom {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top {
+  top: 0;
+  border-width: 0 0 1px;
+}
+.navbar-fixed-bottom {
+  bottom: 0;
+  margin-bottom: 0;
+  border-width: 1px 0 0;
+}
+.navbar-brand {
+  float: left;
+  padding: 6px 0px;
+  font-size: 17px;
+  line-height: 18px;
+  height: 30px;
+}
+.navbar-brand:hover,
+.navbar-brand:focus {
+  text-decoration: none;
+}
+.navbar-brand > img {
+  display: block;
+}
+@media (min-width: 541px) {
+  .navbar > .container .navbar-brand,
+  .navbar > .container-fluid .navbar-brand {
+    margin-left: 0px;
+  }
+}
+.navbar-toggle {
+  position: relative;
+  float: right;
+  margin-right: 0px;
+  padding: 9px 10px;
+  margin-top: -2px;
+  margin-bottom: -2px;
+  background-color: transparent;
+  background-image: none;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.navbar-toggle:focus {
+  outline: 0;
+}
+.navbar-toggle .icon-bar {
+  display: block;
+  width: 22px;
+  height: 2px;
+  border-radius: 1px;
+}
+.navbar-toggle .icon-bar + .icon-bar {
+  margin-top: 4px;
+}
+@media (min-width: 541px) {
+  .navbar-toggle {
+    display: none;
+  }
+}
+.navbar-nav {
+  margin: 3px 0px;
+}
+.navbar-nav > li > a {
+  padding-top: 10px;
+  padding-bottom: 10px;
+  line-height: 18px;
+}
+@media (max-width: 540px) {
+  .navbar-nav .open .dropdown-menu {
+    position: static;
+    float: none;
+    width: auto;
+    margin-top: 0;
+    background-color: transparent;
+    border: 0;
+    box-shadow: none;
+  }
+  .navbar-nav .open .dropdown-menu > li > a,
+  .navbar-nav .open .dropdown-menu .dropdown-header {
+    padding: 5px 15px 5px 25px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a {
+    line-height: 18px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-nav .open .dropdown-menu > li > a:focus {
+    background-image: none;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-nav {
+    float: left;
+    margin: 0;
+  }
+  .navbar-nav > li {
+    float: left;
+  }
+  .navbar-nav > li > a {
+    padding-top: 6px;
+    padding-bottom: 6px;
+  }
+}
+.navbar-form {
+  margin-left: 0px;
+  margin-right: 0px;
+  padding: 10px 0px;
+  border-top: 1px solid transparent;
+  border-bottom: 1px solid transparent;
+  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+@media (min-width: 768px) {
+  .navbar-form .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control-static {
+    display: inline-block;
+  }
+  .navbar-form .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .navbar-form .input-group .input-group-addon,
+  .navbar-form .input-group .input-group-btn,
+  .navbar-form .input-group .form-control {
+    width: auto;
+  }
+  .navbar-form .input-group > .form-control {
+    width: 100%;
+  }
+  .navbar-form .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio,
+  .navbar-form .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio label,
+  .navbar-form .checkbox label {
+    padding-left: 0;
+  }
+  .navbar-form .radio input[type="radio"],
+  .navbar-form .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .navbar-form .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+@media (max-width: 540px) {
+  .navbar-form .form-group {
+    margin-bottom: 5px;
+  }
+  .navbar-form .form-group:last-child {
+    margin-bottom: 0;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-form {
+    width: auto;
+    border: 0;
+    margin-left: 0;
+    margin-right: 0;
+    padding-top: 0;
+    padding-bottom: 0;
+    -webkit-box-shadow: none;
+    box-shadow: none;
+  }
+}
+.navbar-nav > li > .dropdown-menu {
+  margin-top: 0;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
+  margin-bottom: 0;
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.navbar-btn {
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+.navbar-btn.btn-sm {
+  margin-top: 0px;
+  margin-bottom: 0px;
+}
+.navbar-btn.btn-xs {
+  margin-top: 4px;
+  margin-bottom: 4px;
+}
+.navbar-text {
+  margin-top: 6px;
+  margin-bottom: 6px;
+}
+@media (min-width: 541px) {
+  .navbar-text {
+    float: left;
+    margin-left: 0px;
+    margin-right: 0px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-left {
+    float: left !important;
+    float: left;
+  }
+  .navbar-right {
+    float: right !important;
+    float: right;
+    margin-right: 0px;
+  }
+  .navbar-right ~ .navbar-right {
+    margin-right: 0;
+  }
+}
+.navbar-default {
+  background-color: #f8f8f8;
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-brand {
+  color: #777;
+}
+.navbar-default .navbar-brand:hover,
+.navbar-default .navbar-brand:focus {
+  color: #5e5e5e;
+  background-color: transparent;
+}
+.navbar-default .navbar-text {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a:hover,
+.navbar-default .navbar-nav > li > a:focus {
+  color: #333;
+  background-color: transparent;
+}
+.navbar-default .navbar-nav > .active > a,
+.navbar-default .navbar-nav > .active > a:hover,
+.navbar-default .navbar-nav > .active > a:focus {
+  color: #555;
+  background-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .disabled > a,
+.navbar-default .navbar-nav > .disabled > a:hover,
+.navbar-default .navbar-nav > .disabled > a:focus {
+  color: #ccc;
+  background-color: transparent;
+}
+.navbar-default .navbar-toggle {
+  border-color: #ddd;
+}
+.navbar-default .navbar-toggle:hover,
+.navbar-default .navbar-toggle:focus {
+  background-color: #ddd;
+}
+.navbar-default .navbar-toggle .icon-bar {
+  background-color: #888;
+}
+.navbar-default .navbar-collapse,
+.navbar-default .navbar-form {
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .open > a,
+.navbar-default .navbar-nav > .open > a:hover,
+.navbar-default .navbar-nav > .open > a:focus {
+  background-color: #e7e7e7;
+  color: #555;
+}
+@media (max-width: 540px) {
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
+    color: #777;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #333;
+    background-color: transparent;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #555;
+    background-color: #e7e7e7;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #ccc;
+    background-color: transparent;
+  }
+}
+.navbar-default .navbar-link {
+  color: #777;
+}
+.navbar-default .navbar-link:hover {
+  color: #333;
+}
+.navbar-default .btn-link {
+  color: #777;
+}
+.navbar-default .btn-link:hover,
+.navbar-default .btn-link:focus {
+  color: #333;
+}
+.navbar-default .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-default .btn-link:hover,
+.navbar-default .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-default .btn-link:focus {
+  color: #ccc;
+}
+.navbar-inverse {
+  background-color: #222;
+  border-color: #080808;
+}
+.navbar-inverse .navbar-brand {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-brand:hover,
+.navbar-inverse .navbar-brand:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-text {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a:hover,
+.navbar-inverse .navbar-nav > li > a:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-nav > .active > a,
+.navbar-inverse .navbar-nav > .active > a:hover,
+.navbar-inverse .navbar-nav > .active > a:focus {
+  color: #fff;
+  background-color: #080808;
+}
+.navbar-inverse .navbar-nav > .disabled > a,
+.navbar-inverse .navbar-nav > .disabled > a:hover,
+.navbar-inverse .navbar-nav > .disabled > a:focus {
+  color: #444;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-toggle {
+  border-color: #333;
+}
+.navbar-inverse .navbar-toggle:hover,
+.navbar-inverse .navbar-toggle:focus {
+  background-color: #333;
+}
+.navbar-inverse .navbar-toggle .icon-bar {
+  background-color: #fff;
+}
+.navbar-inverse .navbar-collapse,
+.navbar-inverse .navbar-form {
+  border-color: #101010;
+}
+.navbar-inverse .navbar-nav > .open > a,
+.navbar-inverse .navbar-nav > .open > a:hover,
+.navbar-inverse .navbar-nav > .open > a:focus {
+  background-color: #080808;
+  color: #fff;
+}
+@media (max-width: 540px) {
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
+    border-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
+    color: #9d9d9d;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #fff;
+    background-color: transparent;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #fff;
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #444;
+    background-color: transparent;
+  }
+}
+.navbar-inverse .navbar-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-link:hover {
+  color: #fff;
+}
+.navbar-inverse .btn-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link:focus {
+  color: #fff;
+}
+.navbar-inverse .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-inverse .btn-link:focus {
+  color: #444;
+}
+.breadcrumb {
+  padding: 8px 15px;
+  margin-bottom: 18px;
+  list-style: none;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+}
+.breadcrumb > li {
+  display: inline-block;
+}
+.breadcrumb > li + li:before {
+  content: "/\00a0";
+  padding: 0 5px;
+  color: #5e5e5e;
+}
+.breadcrumb > .active {
+  color: #777777;
+}
+.pagination {
+  display: inline-block;
+  padding-left: 0;
+  margin: 18px 0;
+  border-radius: 2px;
+}
+.pagination > li {
+  display: inline;
+}
+.pagination > li > a,
+.pagination > li > span {
+  position: relative;
+  float: left;
+  padding: 6px 12px;
+  line-height: 1.42857143;
+  text-decoration: none;
+  color: #337ab7;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  margin-left: -1px;
+}
+.pagination > li:first-child > a,
+.pagination > li:first-child > span {
+  margin-left: 0;
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.pagination > li:last-child > a,
+.pagination > li:last-child > span {
+  border-bottom-right-radius: 2px;
+  border-top-right-radius: 2px;
+}
+.pagination > li > a:hover,
+.pagination > li > span:hover,
+.pagination > li > a:focus,
+.pagination > li > span:focus {
+  z-index: 2;
+  color: #23527c;
+  background-color: #eeeeee;
+  border-color: #ddd;
+}
+.pagination > .active > a,
+.pagination > .active > span,
+.pagination > .active > a:hover,
+.pagination > .active > span:hover,
+.pagination > .active > a:focus,
+.pagination > .active > span:focus {
+  z-index: 3;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+  cursor: default;
+}
+.pagination > .disabled > span,
+.pagination > .disabled > span:hover,
+.pagination > .disabled > span:focus,
+.pagination > .disabled > a,
+.pagination > .disabled > a:hover,
+.pagination > .disabled > a:focus {
+  color: #777777;
+  background-color: #fff;
+  border-color: #ddd;
+  cursor: not-allowed;
+}
+.pagination-lg > li > a,
+.pagination-lg > li > span {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.pagination-lg > li:first-child > a,
+.pagination-lg > li:first-child > span {
+  border-bottom-left-radius: 3px;
+  border-top-left-radius: 3px;
+}
+.pagination-lg > li:last-child > a,
+.pagination-lg > li:last-child > span {
+  border-bottom-right-radius: 3px;
+  border-top-right-radius: 3px;
+}
+.pagination-sm > li > a,
+.pagination-sm > li > span {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.pagination-sm > li:first-child > a,
+.pagination-sm > li:first-child > span {
+  border-bottom-left-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.pagination-sm > li:last-child > a,
+.pagination-sm > li:last-child > span {
+  border-bottom-right-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.pager {
+  padding-left: 0;
+  margin: 18px 0;
+  list-style: none;
+  text-align: center;
+}
+.pager li {
+  display: inline;
+}
+.pager li > a,
+.pager li > span {
+  display: inline-block;
+  padding: 5px 14px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 15px;
+}
+.pager li > a:hover,
+.pager li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.pager .next > a,
+.pager .next > span {
+  float: right;
+}
+.pager .previous > a,
+.pager .previous > span {
+  float: left;
+}
+.pager .disabled > a,
+.pager .disabled > a:hover,
+.pager .disabled > a:focus,
+.pager .disabled > span {
+  color: #777777;
+  background-color: #fff;
+  cursor: not-allowed;
+}
+.label {
+  display: inline;
+  padding: .2em .6em .3em;
+  font-size: 75%;
+  font-weight: bold;
+  line-height: 1;
+  color: #fff;
+  text-align: center;
+  white-space: nowrap;
+  vertical-align: baseline;
+  border-radius: .25em;
+}
+a.label:hover,
+a.label:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.label:empty {
+  display: none;
+}
+.btn .label {
+  position: relative;
+  top: -1px;
+}
+.label-default {
+  background-color: #777777;
+}
+.label-default[href]:hover,
+.label-default[href]:focus {
+  background-color: #5e5e5e;
+}
+.label-primary {
+  background-color: #337ab7;
+}
+.label-primary[href]:hover,
+.label-primary[href]:focus {
+  background-color: #286090;
+}
+.label-success {
+  background-color: #5cb85c;
+}
+.label-success[href]:hover,
+.label-success[href]:focus {
+  background-color: #449d44;
+}
+.label-info {
+  background-color: #5bc0de;
+}
+.label-info[href]:hover,
+.label-info[href]:focus {
+  background-color: #31b0d5;
+}
+.label-warning {
+  background-color: #f0ad4e;
+}
+.label-warning[href]:hover,
+.label-warning[href]:focus {
+  background-color: #ec971f;
+}
+.label-danger {
+  background-color: #d9534f;
+}
+.label-danger[href]:hover,
+.label-danger[href]:focus {
+  background-color: #c9302c;
+}
+.badge {
+  display: inline-block;
+  min-width: 10px;
+  padding: 3px 7px;
+  font-size: 12px;
+  font-weight: bold;
+  color: #fff;
+  line-height: 1;
+  vertical-align: middle;
+  white-space: nowrap;
+  text-align: center;
+  background-color: #777777;
+  border-radius: 10px;
+}
+.badge:empty {
+  display: none;
+}
+.btn .badge {
+  position: relative;
+  top: -1px;
+}
+.btn-xs .badge,
+.btn-group-xs > .btn .badge {
+  top: 0;
+  padding: 1px 5px;
+}
+a.badge:hover,
+a.badge:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.list-group-item.active > .badge,
+.nav-pills > .active > a > .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.list-group-item > .badge {
+  float: right;
+}
+.list-group-item > .badge + .badge {
+  margin-right: 5px;
+}
+.nav-pills > li > a > .badge {
+  margin-left: 3px;
+}
+.jumbotron {
+  padding-top: 30px;
+  padding-bottom: 30px;
+  margin-bottom: 30px;
+  color: inherit;
+  background-color: #eeeeee;
+}
+.jumbotron h1,
+.jumbotron .h1 {
+  color: inherit;
+}
+.jumbotron p {
+  margin-bottom: 15px;
+  font-size: 20px;
+  font-weight: 200;
+}
+.jumbotron > hr {
+  border-top-color: #d5d5d5;
+}
+.container .jumbotron,
+.container-fluid .jumbotron {
+  border-radius: 3px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.jumbotron .container {
+  max-width: 100%;
+}
+@media screen and (min-width: 768px) {
+  .jumbotron {
+    padding-top: 48px;
+    padding-bottom: 48px;
+  }
+  .container .jumbotron,
+  .container-fluid .jumbotron {
+    padding-left: 60px;
+    padding-right: 60px;
+  }
+  .jumbotron h1,
+  .jumbotron .h1 {
+    font-size: 59px;
+  }
+}
+.thumbnail {
+  display: block;
+  padding: 4px;
+  margin-bottom: 18px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: border 0.2s ease-in-out;
+  -o-transition: border 0.2s ease-in-out;
+  transition: border 0.2s ease-in-out;
+}
+.thumbnail > img,
+.thumbnail a > img {
+  margin-left: auto;
+  margin-right: auto;
+}
+a.thumbnail:hover,
+a.thumbnail:focus,
+a.thumbnail.active {
+  border-color: #337ab7;
+}
+.thumbnail .caption {
+  padding: 9px;
+  color: #000;
+}
+.alert {
+  padding: 15px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.alert h4 {
+  margin-top: 0;
+  color: inherit;
+}
+.alert .alert-link {
+  font-weight: bold;
+}
+.alert > p,
+.alert > ul {
+  margin-bottom: 0;
+}
+.alert > p + p {
+  margin-top: 5px;
+}
+.alert-dismissable,
+.alert-dismissible {
+  padding-right: 35px;
+}
+.alert-dismissable .close,
+.alert-dismissible .close {
+  position: relative;
+  top: -2px;
+  right: -21px;
+  color: inherit;
+}
+.alert-success {
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+  color: #3c763d;
+}
+.alert-success hr {
+  border-top-color: #c9e2b3;
+}
+.alert-success .alert-link {
+  color: #2b542c;
+}
+.alert-info {
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+  color: #31708f;
+}
+.alert-info hr {
+  border-top-color: #a6e1ec;
+}
+.alert-info .alert-link {
+  color: #245269;
+}
+.alert-warning {
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+  color: #8a6d3b;
+}
+.alert-warning hr {
+  border-top-color: #f7e1b5;
+}
+.alert-warning .alert-link {
+  color: #66512c;
+}
+.alert-danger {
+  background-color: #f2dede;
+  border-color: #ebccd1;
+  color: #a94442;
+}
+.alert-danger hr {
+  border-top-color: #e4b9c0;
+}
+.alert-danger .alert-link {
+  color: #843534;
+}
+@-webkit-keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+@keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+.progress {
+  overflow: hidden;
+  height: 18px;
+  margin-bottom: 18px;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+}
+.progress-bar {
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 18px;
+  color: #fff;
+  text-align: center;
+  background-color: #337ab7;
+  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  -webkit-transition: width 0.6s ease;
+  -o-transition: width 0.6s ease;
+  transition: width 0.6s ease;
+}
+.progress-striped .progress-bar,
+.progress-bar-striped {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-size: 40px 40px;
+}
+.progress.active .progress-bar,
+.progress-bar.active {
+  -webkit-animation: progress-bar-stripes 2s linear infinite;
+  -o-animation: progress-bar-stripes 2s linear infinite;
+  animation: progress-bar-stripes 2s linear infinite;
+}
+.progress-bar-success {
+  background-color: #5cb85c;
+}
+.progress-striped .progress-bar-success {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-info {
+  background-color: #5bc0de;
+}
+.progress-striped .progress-bar-info {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-warning {
+  background-color: #f0ad4e;
+}
+.progress-striped .progress-bar-warning {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-danger {
+  background-color: #d9534f;
+}
+.progress-striped .progress-bar-danger {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.media {
+  margin-top: 15px;
+}
+.media:first-child {
+  margin-top: 0;
+}
+.media,
+.media-body {
+  zoom: 1;
+  overflow: hidden;
+}
+.media-body {
+  width: 10000px;
+}
+.media-object {
+  display: block;
+}
+.media-object.img-thumbnail {
+  max-width: none;
+}
+.media-right,
+.media > .pull-right {
+  padding-left: 10px;
+}
+.media-left,
+.media > .pull-left {
+  padding-right: 10px;
+}
+.media-left,
+.media-right,
+.media-body {
+  display: table-cell;
+  vertical-align: top;
+}
+.media-middle {
+  vertical-align: middle;
+}
+.media-bottom {
+  vertical-align: bottom;
+}
+.media-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.media-list {
+  padding-left: 0;
+  list-style: none;
+}
+.list-group {
+  margin-bottom: 20px;
+  padding-left: 0;
+}
+.list-group-item {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+  margin-bottom: -1px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+}
+.list-group-item:first-child {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.list-group-item:last-child {
+  margin-bottom: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+a.list-group-item,
+button.list-group-item {
+  color: #555;
+}
+a.list-group-item .list-group-item-heading,
+button.list-group-item .list-group-item-heading {
+  color: #333;
+}
+a.list-group-item:hover,
+button.list-group-item:hover,
+a.list-group-item:focus,
+button.list-group-item:focus {
+  text-decoration: none;
+  color: #555;
+  background-color: #f5f5f5;
+}
+button.list-group-item {
+  width: 100%;
+  text-align: left;
+}
+.list-group-item.disabled,
+.list-group-item.disabled:hover,
+.list-group-item.disabled:focus {
+  background-color: #eeeeee;
+  color: #777777;
+  cursor: not-allowed;
+}
+.list-group-item.disabled .list-group-item-heading,
+.list-group-item.disabled:hover .list-group-item-heading,
+.list-group-item.disabled:focus .list-group-item-heading {
+  color: inherit;
+}
+.list-group-item.disabled .list-group-item-text,
+.list-group-item.disabled:hover .list-group-item-text,
+.list-group-item.disabled:focus .list-group-item-text {
+  color: #777777;
+}
+.list-group-item.active,
+.list-group-item.active:hover,
+.list-group-item.active:focus {
+  z-index: 2;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.list-group-item.active .list-group-item-heading,
+.list-group-item.active:hover .list-group-item-heading,
+.list-group-item.active:focus .list-group-item-heading,
+.list-group-item.active .list-group-item-heading > small,
+.list-group-item.active:hover .list-group-item-heading > small,
+.list-group-item.active:focus .list-group-item-heading > small,
+.list-group-item.active .list-group-item-heading > .small,
+.list-group-item.active:hover .list-group-item-heading > .small,
+.list-group-item.active:focus .list-group-item-heading > .small {
+  color: inherit;
+}
+.list-group-item.active .list-group-item-text,
+.list-group-item.active:hover .list-group-item-text,
+.list-group-item.active:focus .list-group-item-text {
+  color: #c7ddef;
+}
+.list-group-item-success {
+  color: #3c763d;
+  background-color: #dff0d8;
+}
+a.list-group-item-success,
+button.list-group-item-success {
+  color: #3c763d;
+}
+a.list-group-item-success .list-group-item-heading,
+button.list-group-item-success .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-success:hover,
+button.list-group-item-success:hover,
+a.list-group-item-success:focus,
+button.list-group-item-success:focus {
+  color: #3c763d;
+  background-color: #d0e9c6;
+}
+a.list-group-item-success.active,
+button.list-group-item-success.active,
+a.list-group-item-success.active:hover,
+button.list-group-item-success.active:hover,
+a.list-group-item-success.active:focus,
+button.list-group-item-success.active:focus {
+  color: #fff;
+  background-color: #3c763d;
+  border-color: #3c763d;
+}
+.list-group-item-info {
+  color: #31708f;
+  background-color: #d9edf7;
+}
+a.list-group-item-info,
+button.list-group-item-info {
+  color: #31708f;
+}
+a.list-group-item-info .list-group-item-heading,
+button.list-group-item-info .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-info:hover,
+button.list-group-item-info:hover,
+a.list-group-item-info:focus,
+button.list-group-item-info:focus {
+  color: #31708f;
+  background-color: #c4e3f3;
+}
+a.list-group-item-info.active,
+button.list-group-item-info.active,
+a.list-group-item-info.active:hover,
+button.list-group-item-info.active:hover,
+a.list-group-item-info.active:focus,
+button.list-group-item-info.active:focus {
+  color: #fff;
+  background-color: #31708f;
+  border-color: #31708f;
+}
+.list-group-item-warning {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+a.list-group-item-warning,
+button.list-group-item-warning {
+  color: #8a6d3b;
+}
+a.list-group-item-warning .list-group-item-heading,
+button.list-group-item-warning .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-warning:hover,
+button.list-group-item-warning:hover,
+a.list-group-item-warning:focus,
+button.list-group-item-warning:focus {
+  color: #8a6d3b;
+  background-color: #faf2cc;
+}
+a.list-group-item-warning.active,
+button.list-group-item-warning.active,
+a.list-group-item-warning.active:hover,
+button.list-group-item-warning.active:hover,
+a.list-group-item-warning.active:focus,
+button.list-group-item-warning.active:focus {
+  color: #fff;
+  background-color: #8a6d3b;
+  border-color: #8a6d3b;
+}
+.list-group-item-danger {
+  color: #a94442;
+  background-color: #f2dede;
+}
+a.list-group-item-danger,
+button.list-group-item-danger {
+  color: #a94442;
+}
+a.list-group-item-danger .list-group-item-heading,
+button.list-group-item-danger .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-danger:hover,
+button.list-group-item-danger:hover,
+a.list-group-item-danger:focus,
+button.list-group-item-danger:focus {
+  color: #a94442;
+  background-color: #ebcccc;
+}
+a.list-group-item-danger.active,
+button.list-group-item-danger.active,
+a.list-group-item-danger.active:hover,
+button.list-group-item-danger.active:hover,
+a.list-group-item-danger.active:focus,
+button.list-group-item-danger.active:focus {
+  color: #fff;
+  background-color: #a94442;
+  border-color: #a94442;
+}
+.list-group-item-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.list-group-item-text {
+  margin-bottom: 0;
+  line-height: 1.3;
+}
+.panel {
+  margin-bottom: 18px;
+  background-color: #fff;
+  border: 1px solid transparent;
+  border-radius: 2px;
+  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.panel-body {
+  padding: 15px;
+}
+.panel-heading {
+  padding: 10px 15px;
+  border-bottom: 1px solid transparent;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel-heading > .dropdown .dropdown-toggle {
+  color: inherit;
+}
+.panel-title {
+  margin-top: 0;
+  margin-bottom: 0;
+  font-size: 15px;
+  color: inherit;
+}
+.panel-title > a,
+.panel-title > small,
+.panel-title > .small,
+.panel-title > small > a,
+.panel-title > .small > a {
+  color: inherit;
+}
+.panel-footer {
+  padding: 10px 15px;
+  background-color: #f5f5f5;
+  border-top: 1px solid #ddd;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .list-group,
+.panel > .panel-collapse > .list-group {
+  margin-bottom: 0;
+}
+.panel > .list-group .list-group-item,
+.panel > .panel-collapse > .list-group .list-group-item {
+  border-width: 1px 0;
+  border-radius: 0;
+}
+.panel > .list-group:first-child .list-group-item:first-child,
+.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
+  border-top: 0;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .list-group:last-child .list-group-item:last-child,
+.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
+  border-bottom: 0;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.panel-heading + .list-group .list-group-item:first-child {
+  border-top-width: 0;
+}
+.list-group + .panel-footer {
+  border-top-width: 0;
+}
+.panel > .table,
+.panel > .table-responsive > .table,
+.panel > .panel-collapse > .table {
+  margin-bottom: 0;
+}
+.panel > .table caption,
+.panel > .table-responsive > .table caption,
+.panel > .panel-collapse > .table caption {
+  padding-left: 15px;
+  padding-right: 15px;
+}
+.panel > .table:first-child,
+.panel > .table-responsive:first-child > .table:first-child {
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
+  border-top-left-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
+  border-top-right-radius: 1px;
+}
+.panel > .table:last-child,
+.panel > .table-responsive:last-child > .table:last-child {
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
+  border-bottom-left-radius: 1px;
+  border-bottom-right-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
+  border-bottom-right-radius: 1px;
+}
+.panel > .panel-body + .table,
+.panel > .panel-body + .table-responsive,
+.panel > .table + .panel-body,
+.panel > .table-responsive + .panel-body {
+  border-top: 1px solid #ddd;
+}
+.panel > .table > tbody:first-child > tr:first-child th,
+.panel > .table > tbody:first-child > tr:first-child td {
+  border-top: 0;
+}
+.panel > .table-bordered,
+.panel > .table-responsive > .table-bordered {
+  border: 0;
+}
+.panel > .table-bordered > thead > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
+.panel > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-bordered > thead > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
+.panel > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-bordered > tfoot > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+  border-left: 0;
+}
+.panel > .table-bordered > thead > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
+.panel > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-bordered > thead > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
+.panel > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-bordered > tfoot > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+  border-right: 0;
+}
+.panel > .table-bordered > thead > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
+.panel > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-bordered > thead > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
+.panel > .table-bordered > tbody > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
+  border-bottom: 0;
+}
+.panel > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-bordered > tfoot > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
+  border-bottom: 0;
+}
+.panel > .table-responsive {
+  border: 0;
+  margin-bottom: 0;
+}
+.panel-group {
+  margin-bottom: 18px;
+}
+.panel-group .panel {
+  margin-bottom: 0;
+  border-radius: 2px;
+}
+.panel-group .panel + .panel {
+  margin-top: 5px;
+}
+.panel-group .panel-heading {
+  border-bottom: 0;
+}
+.panel-group .panel-heading + .panel-collapse > .panel-body,
+.panel-group .panel-heading + .panel-collapse > .list-group {
+  border-top: 1px solid #ddd;
+}
+.panel-group .panel-footer {
+  border-top: 0;
+}
+.panel-group .panel-footer + .panel-collapse .panel-body {
+  border-bottom: 1px solid #ddd;
+}
+.panel-default {
+  border-color: #ddd;
+}
+.panel-default > .panel-heading {
+  color: #333333;
+  background-color: #f5f5f5;
+  border-color: #ddd;
+}
+.panel-default > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ddd;
+}
+.panel-default > .panel-heading .badge {
+  color: #f5f5f5;
+  background-color: #333333;
+}
+.panel-default > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ddd;
+}
+.panel-primary {
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #337ab7;
+}
+.panel-primary > .panel-heading .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.panel-primary > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #337ab7;
+}
+.panel-success {
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading {
+  color: #3c763d;
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #d6e9c6;
+}
+.panel-success > .panel-heading .badge {
+  color: #dff0d8;
+  background-color: #3c763d;
+}
+.panel-success > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #d6e9c6;
+}
+.panel-info {
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading {
+  color: #31708f;
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #bce8f1;
+}
+.panel-info > .panel-heading .badge {
+  color: #d9edf7;
+  background-color: #31708f;
+}
+.panel-info > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #bce8f1;
+}
+.panel-warning {
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #faebcc;
+}
+.panel-warning > .panel-heading .badge {
+  color: #fcf8e3;
+  background-color: #8a6d3b;
+}
+.panel-warning > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #faebcc;
+}
+.panel-danger {
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading {
+  color: #a94442;
+  background-color: #f2dede;
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ebccd1;
+}
+.panel-danger > .panel-heading .badge {
+  color: #f2dede;
+  background-color: #a94442;
+}
+.panel-danger > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ebccd1;
+}
+.embed-responsive {
+  position: relative;
+  display: block;
+  height: 0;
+  padding: 0;
+  overflow: hidden;
+}
+.embed-responsive .embed-responsive-item,
+.embed-responsive iframe,
+.embed-responsive embed,
+.embed-responsive object,
+.embed-responsive video {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  height: 100%;
+  width: 100%;
+  border: 0;
+}
+.embed-responsive-16by9 {
+  padding-bottom: 56.25%;
+}
+.embed-responsive-4by3 {
+  padding-bottom: 75%;
+}
+.well {
+  min-height: 20px;
+  padding: 19px;
+  margin-bottom: 20px;
+  background-color: #f5f5f5;
+  border: 1px solid #e3e3e3;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.well blockquote {
+  border-color: #ddd;
+  border-color: rgba(0, 0, 0, 0.15);
+}
+.well-lg {
+  padding: 24px;
+  border-radius: 3px;
+}
+.well-sm {
+  padding: 9px;
+  border-radius: 1px;
+}
+.close {
+  float: right;
+  font-size: 19.5px;
+  font-weight: bold;
+  line-height: 1;
+  color: #000;
+  text-shadow: 0 1px 0 #fff;
+  opacity: 0.2;
+  filter: alpha(opacity=20);
+}
+.close:hover,
+.close:focus {
+  color: #000;
+  text-decoration: none;
+  cursor: pointer;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+button.close {
+  padding: 0;
+  cursor: pointer;
+  background: transparent;
+  border: 0;
+  -webkit-appearance: none;
+}
+.modal-open {
+  overflow: hidden;
+}
+.modal {
+  display: none;
+  overflow: hidden;
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1050;
+  -webkit-overflow-scrolling: touch;
+  outline: 0;
+}
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, -25%);
+  -ms-transform: translate(0, -25%);
+  -o-transform: translate(0, -25%);
+  transform: translate(0, -25%);
+  -webkit-transition: -webkit-transform 0.3s ease-out;
+  -moz-transition: -moz-transform 0.3s ease-out;
+  -o-transition: -o-transform 0.3s ease-out;
+  transition: transform 0.3s ease-out;
+}
+.modal.in .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+.modal-open .modal {
+  overflow-x: hidden;
+  overflow-y: auto;
+}
+.modal-dialog {
+  position: relative;
+  width: auto;
+  margin: 10px;
+}
+.modal-content {
+  position: relative;
+  background-color: #fff;
+  border: 1px solid #999;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  background-clip: padding-box;
+  outline: 0;
+}
+.modal-backdrop {
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1040;
+  background-color: #000;
+}
+.modal-backdrop.fade {
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.modal-backdrop.in {
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+.modal-header {
+  padding: 15px;
+  border-bottom: 1px solid #e5e5e5;
+}
+.modal-header .close {
+  margin-top: -2px;
+}
+.modal-title {
+  margin: 0;
+  line-height: 1.42857143;
+}
+.modal-body {
+  position: relative;
+  padding: 15px;
+}
+.modal-footer {
+  padding: 15px;
+  text-align: right;
+  border-top: 1px solid #e5e5e5;
+}
+.modal-footer .btn + .btn {
+  margin-left: 5px;
+  margin-bottom: 0;
+}
+.modal-footer .btn-group .btn + .btn {
+  margin-left: -1px;
+}
+.modal-footer .btn-block + .btn-block {
+  margin-left: 0;
+}
+.modal-scrollbar-measure {
+  position: absolute;
+  top: -9999px;
+  width: 50px;
+  height: 50px;
+  overflow: scroll;
+}
+@media (min-width: 768px) {
+  .modal-dialog {
+    width: 600px;
+    margin: 30px auto;
+  }
+  .modal-content {
+    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+  }
+  .modal-sm {
+    width: 300px;
+  }
+}
+@media (min-width: 992px) {
+  .modal-lg {
+    width: 900px;
+  }
+}
+.tooltip {
+  position: absolute;
+  z-index: 1070;
+  display: block;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 12px;
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.tooltip.in {
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.tooltip.top {
+  margin-top: -3px;
+  padding: 5px 0;
+}
+.tooltip.right {
+  margin-left: 3px;
+  padding: 0 5px;
+}
+.tooltip.bottom {
+  margin-top: 3px;
+  padding: 5px 0;
+}
+.tooltip.left {
+  margin-left: -3px;
+  padding: 0 5px;
+}
+.tooltip-inner {
+  max-width: 200px;
+  padding: 3px 8px;
+  color: #fff;
+  text-align: center;
+  background-color: #000;
+  border-radius: 2px;
+}
+.tooltip-arrow {
+  position: absolute;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.tooltip.top .tooltip-arrow {
+  bottom: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-left .tooltip-arrow {
+  bottom: 0;
+  right: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-right .tooltip-arrow {
+  bottom: 0;
+  left: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.right .tooltip-arrow {
+  top: 50%;
+  left: 0;
+  margin-top: -5px;
+  border-width: 5px 5px 5px 0;
+  border-right-color: #000;
+}
+.tooltip.left .tooltip-arrow {
+  top: 50%;
+  right: 0;
+  margin-top: -5px;
+  border-width: 5px 0 5px 5px;
+  border-left-color: #000;
+}
+.tooltip.bottom .tooltip-arrow {
+  top: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-left .tooltip-arrow {
+  top: 0;
+  right: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-right .tooltip-arrow {
+  top: 0;
+  left: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.popover {
+  position: absolute;
+  top: 0;
+  left: 0;
+  z-index: 1060;
+  display: none;
+  max-width: 276px;
+  padding: 1px;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 13px;
+  background-color: #fff;
+  background-clip: padding-box;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+}
+.popover.top {
+  margin-top: -10px;
+}
+.popover.right {
+  margin-left: 10px;
+}
+.popover.bottom {
+  margin-top: 10px;
+}
+.popover.left {
+  margin-left: -10px;
+}
+.popover-title {
+  margin: 0;
+  padding: 8px 14px;
+  font-size: 13px;
+  background-color: #f7f7f7;
+  border-bottom: 1px solid #ebebeb;
+  border-radius: 2px 2px 0 0;
+}
+.popover-content {
+  padding: 9px 14px;
+}
+.popover > .arrow,
+.popover > .arrow:after {
+  position: absolute;
+  display: block;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.popover > .arrow {
+  border-width: 11px;
+}
+.popover > .arrow:after {
+  border-width: 10px;
+  content: "";
+}
+.popover.top > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-bottom-width: 0;
+  border-top-color: #999999;
+  border-top-color: rgba(0, 0, 0, 0.25);
+  bottom: -11px;
+}
+.popover.top > .arrow:after {
+  content: " ";
+  bottom: 1px;
+  margin-left: -10px;
+  border-bottom-width: 0;
+  border-top-color: #fff;
+}
+.popover.right > .arrow {
+  top: 50%;
+  left: -11px;
+  margin-top: -11px;
+  border-left-width: 0;
+  border-right-color: #999999;
+  border-right-color: rgba(0, 0, 0, 0.25);
+}
+.popover.right > .arrow:after {
+  content: " ";
+  left: 1px;
+  bottom: -10px;
+  border-left-width: 0;
+  border-right-color: #fff;
+}
+.popover.bottom > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-top-width: 0;
+  border-bottom-color: #999999;
+  border-bottom-color: rgba(0, 0, 0, 0.25);
+  top: -11px;
+}
+.popover.bottom > .arrow:after {
+  content: " ";
+  top: 1px;
+  margin-left: -10px;
+  border-top-width: 0;
+  border-bottom-color: #fff;
+}
+.popover.left > .arrow {
+  top: 50%;
+  right: -11px;
+  margin-top: -11px;
+  border-right-width: 0;
+  border-left-color: #999999;
+  border-left-color: rgba(0, 0, 0, 0.25);
+}
+.popover.left > .arrow:after {
+  content: " ";
+  right: 1px;
+  border-right-width: 0;
+  border-left-color: #fff;
+  bottom: -10px;
+}
+.carousel {
+  position: relative;
+}
+.carousel-inner {
+  position: relative;
+  overflow: hidden;
+  width: 100%;
+}
+.carousel-inner > .item {
+  display: none;
+  position: relative;
+  -webkit-transition: 0.6s ease-in-out left;
+  -o-transition: 0.6s ease-in-out left;
+  transition: 0.6s ease-in-out left;
+}
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  line-height: 1;
+}
+@media all and (transform-3d), (-webkit-transform-3d) {
+  .carousel-inner > .item {
+    -webkit-transition: -webkit-transform 0.6s ease-in-out;
+    -moz-transition: -moz-transform 0.6s ease-in-out;
+    -o-transition: -o-transform 0.6s ease-in-out;
+    transition: transform 0.6s ease-in-out;
+    -webkit-backface-visibility: hidden;
+    -moz-backface-visibility: hidden;
+    backface-visibility: hidden;
+    -webkit-perspective: 1000px;
+    -moz-perspective: 1000px;
+    perspective: 1000px;
+  }
+  .carousel-inner > .item.next,
+  .carousel-inner > .item.active.right {
+    -webkit-transform: translate3d(100%, 0, 0);
+    transform: translate3d(100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.prev,
+  .carousel-inner > .item.active.left {
+    -webkit-transform: translate3d(-100%, 0, 0);
+    transform: translate3d(-100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.next.left,
+  .carousel-inner > .item.prev.right,
+  .carousel-inner > .item.active {
+    -webkit-transform: translate3d(0, 0, 0);
+    transform: translate3d(0, 0, 0);
+    left: 0;
+  }
+}
+.carousel-inner > .active,
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  display: block;
+}
+.carousel-inner > .active {
+  left: 0;
+}
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  position: absolute;
+  top: 0;
+  width: 100%;
+}
+.carousel-inner > .next {
+  left: 100%;
+}
+.carousel-inner > .prev {
+  left: -100%;
+}
+.carousel-inner > .next.left,
+.carousel-inner > .prev.right {
+  left: 0;
+}
+.carousel-inner > .active.left {
+  left: -100%;
+}
+.carousel-inner > .active.right {
+  left: 100%;
+}
+.carousel-control {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  width: 15%;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+  font-size: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-control.left {
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
+}
+.carousel-control.right {
+  left: auto;
+  right: 0;
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
+}
+.carousel-control:hover,
+.carousel-control:focus {
+  outline: 0;
+  color: #fff;
+  text-decoration: none;
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-left,
+.carousel-control .glyphicon-chevron-right {
+  position: absolute;
+  top: 50%;
+  margin-top: -10px;
+  z-index: 5;
+  display: inline-block;
+}
+.carousel-control .icon-prev,
+.carousel-control .glyphicon-chevron-left {
+  left: 50%;
+  margin-left: -10px;
+}
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-right {
+  right: 50%;
+  margin-right: -10px;
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next {
+  width: 20px;
+  height: 20px;
+  line-height: 1;
+  font-family: serif;
+}
+.carousel-control .icon-prev:before {
+  content: '\2039';
+}
+.carousel-control .icon-next:before {
+  content: '\203a';
+}
+.carousel-indicators {
+  position: absolute;
+  bottom: 10px;
+  left: 50%;
+  z-index: 15;
+  width: 60%;
+  margin-left: -30%;
+  padding-left: 0;
+  list-style: none;
+  text-align: center;
+}
+.carousel-indicators li {
+  display: inline-block;
+  width: 10px;
+  height: 10px;
+  margin: 1px;
+  text-indent: -999px;
+  border: 1px solid #fff;
+  border-radius: 10px;
+  cursor: pointer;
+  background-color: #000 \9;
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-indicators .active {
+  margin: 0;
+  width: 12px;
+  height: 12px;
+  background-color: #fff;
+}
+.carousel-caption {
+  position: absolute;
+  left: 15%;
+  right: 15%;
+  bottom: 20px;
+  z-index: 10;
+  padding-top: 20px;
+  padding-bottom: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+}
+.carousel-caption .btn {
+  text-shadow: none;
+}
+@media screen and (min-width: 768px) {
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-prev,
+  .carousel-control .icon-next {
+    width: 30px;
+    height: 30px;
+    margin-top: -10px;
+    font-size: 30px;
+  }
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .icon-prev {
+    margin-left: -10px;
+  }
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-next {
+    margin-right: -10px;
+  }
+  .carousel-caption {
+    left: 20%;
+    right: 20%;
+    padding-bottom: 30px;
+  }
+  .carousel-indicators {
+    bottom: 20px;
+  }
+}
+.clearfix:before,
+.clearfix:after,
+.dl-horizontal dd:before,
+.dl-horizontal dd:after,
+.container:before,
+.container:after,
+.container-fluid:before,
+.container-fluid:after,
+.row:before,
+.row:after,
+.form-horizontal .form-group:before,
+.form-horizontal .form-group:after,
+.btn-toolbar:before,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:before,
+.btn-group-vertical > .btn-group:after,
+.nav:before,
+.nav:after,
+.navbar:before,
+.navbar:after,
+.navbar-header:before,
+.navbar-header:after,
+.navbar-collapse:before,
+.navbar-collapse:after,
+.pager:before,
+.pager:after,
+.panel-body:before,
+.panel-body:after,
+.modal-header:before,
+.modal-header:after,
+.modal-footer:before,
+.modal-footer:after,
+.item_buttons:before,
+.item_buttons:after {
+  content: " ";
+  display: table;
+}
+.clearfix:after,
+.dl-horizontal dd:after,
+.container:after,
+.container-fluid:after,
+.row:after,
+.form-horizontal .form-group:after,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:after,
+.nav:after,
+.navbar:after,
+.navbar-header:after,
+.navbar-collapse:after,
+.pager:after,
+.panel-body:after,
+.modal-header:after,
+.modal-footer:after,
+.item_buttons:after {
+  clear: both;
+}
+.center-block {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.pull-right {
+  float: right !important;
+}
+.pull-left {
+  float: left !important;
+}
+.hide {
+  display: none !important;
+}
+.show {
+  display: block !important;
+}
+.invisible {
+  visibility: hidden;
+}
+.text-hide {
+  font: 0/0 a;
+  color: transparent;
+  text-shadow: none;
+  background-color: transparent;
+  border: 0;
+}
+.hidden {
+  display: none !important;
+}
+.affix {
+  position: fixed;
+}
+@-ms-viewport {
+  width: device-width;
+}
+.visible-xs,
+.visible-sm,
+.visible-md,
+.visible-lg {
+  display: none !important;
+}
+.visible-xs-block,
+.visible-xs-inline,
+.visible-xs-inline-block,
+.visible-sm-block,
+.visible-sm-inline,
+.visible-sm-inline-block,
+.visible-md-block,
+.visible-md-inline,
+.visible-md-inline-block,
+.visible-lg-block,
+.visible-lg-inline,
+.visible-lg-inline-block {
+  display: none !important;
+}
+@media (max-width: 767px) {
+  .visible-xs {
+    display: block !important;
+  }
+  table.visible-xs {
+    display: table !important;
+  }
+  tr.visible-xs {
+    display: table-row !important;
+  }
+  th.visible-xs,
+  td.visible-xs {
+    display: table-cell !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-block {
+    display: block !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline {
+    display: inline !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm {
+    display: block !important;
+  }
+  table.visible-sm {
+    display: table !important;
+  }
+  tr.visible-sm {
+    display: table-row !important;
+  }
+  th.visible-sm,
+  td.visible-sm {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-block {
+    display: block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md {
+    display: block !important;
+  }
+  table.visible-md {
+    display: table !important;
+  }
+  tr.visible-md {
+    display: table-row !important;
+  }
+  th.visible-md,
+  td.visible-md {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-block {
+    display: block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg {
+    display: block !important;
+  }
+  table.visible-lg {
+    display: table !important;
+  }
+  tr.visible-lg {
+    display: table-row !important;
+  }
+  th.visible-lg,
+  td.visible-lg {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-block {
+    display: block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (max-width: 767px) {
+  .hidden-xs {
+    display: none !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .hidden-sm {
+    display: none !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .hidden-md {
+    display: none !important;
+  }
+}
+@media (min-width: 1200px) {
+  .hidden-lg {
+    display: none !important;
+  }
+}
+.visible-print {
+  display: none !important;
+}
+@media print {
+  .visible-print {
+    display: block !important;
+  }
+  table.visible-print {
+    display: table !important;
+  }
+  tr.visible-print {
+    display: table-row !important;
+  }
+  th.visible-print,
+  td.visible-print {
+    display: table-cell !important;
+  }
+}
+.visible-print-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-block {
+    display: block !important;
+  }
+}
+.visible-print-inline {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline {
+    display: inline !important;
+  }
+}
+.visible-print-inline-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline-block {
+    display: inline-block !important;
+  }
+}
+@media print {
+  .hidden-print {
+    display: none !important;
+  }
+}
+/*!
+*
+* Font Awesome
+*
+*/
+/*!
+ *  Font Awesome 4.2.0 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 {
+  content: "\f04b";
+}
+.fa-pause:before {
+  content: "\f04c";
+}
+.fa-stop:before {
+  content: "\f04d";
+}
+.fa-forward:before {
+  content: "\f04e";
+}
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+  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;
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+<h1 id="MSP-Simulation-Example">MSP Simulation Example<a class="anchor-link" href="#MSP-Simulation-Example">¶</a></h1><h1 id="Uncertain-System-Analysis---Classical-Polynomial-Chaos">Uncertain System Analysis - Classical Polynomial Chaos<a class="anchor-link" href="#Uncertain-System-Analysis---Classical-Polynomial-Chaos">¶</a></h1>
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+<h2 id="Sample-Circuit">Sample Circuit<a class="anchor-link" href="#Sample-Circuit">¶</a></h2>
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+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>$L$: $5 mH$<br>
+$E$: $2 V$</p>
+<p>Uncertain parameter in the system is the resistance with the uniform distribution:<br>
+$R$: $R_0 \pm \Delta R $<br>
+$R_0$: $0.4 \Omega$<br>
+$\Delta R$: $0.05 \Omega$</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Deterministic-Solution-of-the-Circuit">Deterministic Solution of the Circuit<a class="anchor-link" href="#Deterministic-Solution-of-the-Circuit">¶</a></h3><p>Euler-Forward integration method:<br>
+$I(k) = (1-T_s*R/L) * I(k-1) + Ts/L*E$</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Circuit-and-Simulation-Setup">Circuit and Simulation Setup<a class="anchor-link" href="#Circuit-and-Simulation-Setup">¶</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In [1]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="n">np</span><span class="o">.</span><span class="n">set_printoptions</span><span class="p">(</span><span class="n">sign</span><span class="o">=</span><span class="s1">' '</span><span class="p">)</span>
+
+<span class="c1"># Circuit parameters:</span>
+<span class="n">E</span> <span class="o">=</span> <span class="mf">2.0</span>
+<span class="n">L</span> <span class="o">=</span> <span class="mf">5.0e-3</span>
+<span class="n">R0</span> <span class="o">=</span> <span class="mf">0.4</span>
+<span class="n">R1</span> <span class="o">=</span> <span class="mf">0.05</span>
+
+<span class="c1"># Total simulation time</span>
+<span class="n">T_total</span> <span class="o">=</span> <span class="mf">0.08</span>
+<span class="c1"># Simulaiton time step </span>
+<span class="n">Ts</span> <span class="o">=</span> <span class="mf">0.1e-3</span>
+<span class="c1"># Number of simulation time steps</span>
+<span class="n">npoint</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="n">T_total</span><span class="o">/</span><span class="n">Ts</span><span class="p">))</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s1">'Total simulation time: '</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">T_total</span><span class="p">))</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">'</span><span class="se">\n</span><span class="s1">Simulation time step: '</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">Ts</span><span class="p">))</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Total simulation time: 0.08
+
+Simulation time step: 0.0001
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Monte-Carlo-Simulation-Method">Monte Carlo Simulation Method<a class="anchor-link" href="#Monte-Carlo-Simulation-Method">¶</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In [2]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Number of samples for Monte Carlo simultion runs  </span>
+<span class="n">N</span> <span class="o">=</span> <span class="mi">40</span>
+
+<span class="c1"># Generate random variable </span>
+<span class="n">rand_var</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">uniform</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">N</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">'Random variable: </span><span class="se">\n</span><span class="s1">'</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">rand_var</span><span class="p">))</span>
+
+<span class="c1"># R is a random parameter with the uniform distribution R= R0 + R1*rand_var </span>
+<span class="n">R</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="n">R0</span> <span class="o">+</span> <span class="n">R1</span><span class="o">*</span><span class="n">rand_var</span> <span class="p">])</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">'</span><span class="se">\n</span><span class="s1"> Resistor R: </span><span class="se">\n</span><span class="s1">'</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">R</span><span class="p">))</span>
+
+<span class="c1"># Solution vector for current I</span>
+<span class="c1"># Each row refers to a solution vector obtained in one Monte Carlo simulation run</span>
+<span class="n">I</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="n">N</span><span class="p">,</span> <span class="n">npoint</span><span class="p">))</span> 
+
+<span class="c1"># Monte Carlo simulation loop (for each sample of random parameter R)</span>
+<span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">N</span><span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+    <span class="c1"># Value of random parameter R for this Monte Carlo simulation run</span>
+    <span class="n">Rj</span> <span class="o">=</span> <span class="n">R</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="n">j</span><span class="p">]</span>
+    
+    <span class="c1"># Time loop</span>
+    <span class="c1"># Initial condition</span>
+    <span class="n">I</span><span class="p">[</span><span class="n">j</span><span class="p">,</span><span class="mi">0</span><span class="p">]</span><span class="o">=</span><span class="mi">0</span><span class="p">;</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="n">npoint</span><span class="p">):</span>
+        <span class="c1"># Euler Forward used for discretization </span>
+        <span class="n">I</span><span class="p">[</span><span class="n">j</span><span class="p">,</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">1</span><span class="o">-</span><span class="n">Ts</span><span class="o">*</span><span class="n">Rj</span><span class="o">/</span><span class="n">L</span><span class="p">)</span> <span class="o">*</span> <span class="n">I</span><span class="p">[</span><span class="n">j</span><span class="p">,</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="n">Ts</span><span class="o">/</span><span class="n">L</span><span class="o">*</span><span class="n">E</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Random variable: 
+[-8.59029337e-01 -4.60466494e-01  5.91887395e-02 -1.46515604e-01
+ -7.15203525e-02 -8.06258266e-01 -3.31665853e-01  6.65056465e-01
+ -9.24720924e-01 -9.64876536e-01  9.88020137e-01  1.59075805e-01
+ -4.12507969e-01  7.24957527e-01 -8.55870483e-01  8.05672962e-01
+ -2.77408910e-01  1.22389746e-01  9.36528164e-01 -2.44663481e-01
+ -4.30228245e-01  2.47867440e-01 -1.88870745e-04  6.75921027e-01
+  1.48082059e-01 -1.05219493e-01 -3.15744588e-01 -4.68967536e-01
+  9.69742135e-01  4.99619187e-01 -6.44014720e-01  1.72531036e-01
+ -5.20327536e-01 -7.23361683e-01 -3.75604850e-02 -6.59856990e-01
+ -7.60130822e-01  4.57536217e-01  4.29482901e-01  2.68400232e-01]
+
+ Resistor R: 
+[[ 0.35704853  0.37697668  0.40295944  0.39267422  0.39642398  0.35968709
+   0.38341671  0.43325282  0.35376395  0.35175617  0.44940101  0.40795379
+   0.3793746   0.43624788  0.35720648  0.44028365  0.38612955  0.40611949
+   0.44682641  0.38776683  0.37848859  0.41239337  0.39999056  0.43379605
+   0.4074041   0.39473903  0.38421277  0.37655162  0.44848711  0.42498096
+   0.36779926  0.40862655  0.37398362  0.36383192  0.39812198  0.36700715
+   0.36199346  0.42287681  0.42147415  0.41342001]]
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Plots">Plots<a class="anchor-link" href="#Plots">¶</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In [3]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plots</span>
+<span class="c1"># Time vector</span>
+<span class="n">t</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">npoint</span><span class="p">)</span><span class="o">*</span><span class="n">Ts</span>
+
+<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
+<span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">N</span><span class="o">-</span><span class="mi">1</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">t</span><span class="p">,</span><span class="n">I</span><span class="p">[</span><span class="n">j</span><span class="p">,:],</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+
+<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">'Time [s]'</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">'Current [A]'</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">'Monte Carlo simulation results'</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img 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%0A">
+</div>
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+</div>
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+</div>
+</div>
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+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
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+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Classical-Polynomial-Chaos">Classical Polynomial Chaos<a class="anchor-link" href="#Classical-Polynomial-Chaos">¶</a></h2>
+</div>
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+</div>
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+<h3 id="Polynomial-Chaos-(PC)-expansion">Polynomial Chaos (PC) expansion<a class="anchor-link" href="#Polynomial-Chaos-(PC)-expansion">¶</a></h3><p>PC expansion of $R$:<br>
+$R = \sum_{i=0}^{P}R_i\Phi_i(\xi) = R_0\Phi_0(\xi) + R_1\Phi_1(\xi)$</p>
+<p>PC expansion of $i(t)$:<br>
+$I = \sum_{i=0}^{P}I_i(t)\Phi_i(\xi) = I_0(t)\Phi_0(\xi) + I_1(t)\Phi_1(\xi)$</p>
+<p>Circuit solution:<br>
+$I(k) = (1-T_s*R/L) * I(k-1) + Ts/L*E = I(k-1) - T_s/L*R*I(k-1) + Ts/L*E$</p>
+<p>Replacing $R$ and $I$ to the solution equation:<br>
+$\sum_{i=0}^{P}I_i(k)\Phi_i = \sum_{i=0}^{P}I_i(k-1)\Phi_i - T_s/L\sum_{i=0}^{P}\sum_{j=0}^{P}R_i*I_j(k-1)\Phi_i\Phi_j + T_s/L*E$</p>
+<p>Applying Galerkin projection on the PC basis and by replcing integrals with inner products:<br>
+$\sum_{i=0}^{P}I_i(k)&lt;\Phi_i\Phi_s&gt;  =  \sum_{i=0}^{P}I_i(k-1)&lt;\Phi_i\Phi_s&gt; - T_s/L\sum_{i=0}^{P}\sum_{j=0}^{P}R_i*I_j(k-1)&lt;\Phi_i
+\Phi_j\Phi_s&gt; + T_s/L*E$</p>
+<p>Inner product of two orthogonal polynomials can be replaced by the following identity:<br>
+$&lt;\Phi_i\Phi_s&gt; = &lt;\Phi_s^2&gt;\delta_{is}$<br>
+where $\delta_{is}$ is Kronecker delta.</p>
+<p>The following can be obtained:<br>
+$\sum_{i=0}^{P}I_i(k)&lt;\Phi_s^2&gt;\delta_{is}  =  \sum_{i=0}^{P}I_i(k-1)&lt;\Phi_s^2&gt;\delta_{is} - T_s/L\sum_{i=0}^{P}\sum_{j=0}^{P}R_i*I_j(k-1)&lt;\Phi_i\Phi_j\Phi_s&gt; + T_s/L*E$</p>
+<p>Kronecker delta reduces elements in summations in the following:<br>
+$I_s(k)&lt;\Phi_s^2&gt; = I_s(k-1)&lt;\Phi_s^2&gt; - T_s/L\sum_{i=0}^{P}\sum_{j=0}^{P}R_i*I_j(k-1)&lt;\Phi_i\Phi_j\Phi_s&gt; + T_s/L*E$</p>
+<p>The PC expansion of the circuit solution is:<br>
+$I_s(k) = I_s(k-1) - T_s/L\frac{1}{&lt;\Phi_s^2&gt;}\sum_{i=0}^{P}\sum_{j=0}^{P}R_i*I_j(k-1)&lt;\Phi_i\Phi_j\Phi_s&gt; + T_s/L*E$</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h4 id="Matching-of-PDF-types-and-orthogonal-polynomials">Matching of PDF types and orthogonal polynomials<a class="anchor-link" href="#Matching-of-PDF-types-and-orthogonal-polynomials">¶</a></h4><p>Uniform distribution of parameter -&gt; Legendre polynomial</p>
+<p>Order of PC expansion:<br>
+$P = 1$</p>
+<p>Non-zero inner products for Legendre polynomials:<br>
+$&lt;\Psi_0\Psi_0&gt; = 1$<br>
+$&lt;\Psi_1\Psi_1&gt; = 1/3$<br>
+$&lt;\Psi_0\Psi_0\Psi_0&gt; = 1$<br>
+$&lt;\Psi_0\Psi_1\Psi_1&gt; = &lt;\Psi_1\Psi_0\Psi_1&gt; = &lt;\Psi_1\Psi_1\Psi_0&gt; = 1/3$</p>
+<p>The first order PC expansion of the circuit solution is the following:<br>
+$s=0$<br>
+$I_0(k) = (1-T_s*R_0/L) * I_0(k-1) - T_s/L/3*R_1*I_1(k-1) + Ts/L*E$</p>
+<p>$s=1$<br>
+$I_1(k) = -T_s/L*R_1*I_0(k-1) - (1-T_s*R_0/L)*I_1(k-1)$</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h4 id="Calculation-of-PC-coefficients">Calculation of PC coefficients<a class="anchor-link" href="#Calculation-of-PC-coefficients">¶</a></h4>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In [4]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># P-th order PC expansioin</span>
+<span class="n">P</span><span class="o">=</span><span class="mi">1</span>
+<span class="c1"># Number of coefficients in PC expansioin</span>
+<span class="n">M</span><span class="o">=</span><span class="n">P</span><span class="o">+</span><span class="mi">1</span>
+
+<span class="c1"># Solution vector for PC</span>
+<span class="c1"># Each row refers to a solution vector obtained for a PC coefficient</span>
+<span class="n">I_pct</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="n">M</span><span class="p">,</span> <span class="n">npoint</span><span class="p">))</span>
+
+<span class="c1"># Matrix for solution equation</span>
+<span class="n">Gh</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="p">[(</span><span class="mi">1</span><span class="o">-</span><span class="n">Ts</span><span class="o">*</span><span class="n">R0</span><span class="o">/</span><span class="n">L</span><span class="p">),</span>  <span class="o">-</span><span class="n">Ts</span><span class="o">*</span><span class="n">R1</span><span class="o">/</span><span class="n">L</span><span class="o">/</span><span class="mi">3</span><span class="p">],</span> 
+                <span class="p">[</span><span class="o">-</span><span class="n">Ts</span><span class="o">*</span><span class="n">R1</span><span class="o">/</span><span class="n">L</span><span class="p">,</span>     <span class="p">(</span><span class="mi">1</span><span class="o">-</span><span class="n">Ts</span><span class="o">*</span><span class="n">R0</span><span class="o">/</span><span class="n">L</span><span class="p">)]])</span>
+                             
+<span class="c1"># Simulation time loop</span>
+<span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="n">npoint</span><span class="p">):</span>
+    <span class="c1"># Euler Forward used for discretization </span>
+    <span class="n">I_pct_k</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">matmul</span><span class="p">(</span><span class="n">Gh</span><span class="p">,</span> <span class="n">I_pct</span><span class="p">[:,</span><span class="n">k</span><span class="o">-</span><span class="mi">1</span><span class="p">]),</span> <span class="p">(</span><span class="n">M</span><span class="p">,</span><span class="mi">1</span><span class="p">))</span>  <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="p">[</span><span class="n">Ts</span><span class="o">/</span><span class="n">L</span><span class="o">*</span><span class="n">E</span><span class="p">],</span> <span class="p">[</span><span class="mi">0</span><span class="p">]])</span>
+    <span class="n">I_pct</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="n">I_pct_k</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">]</span>
+    <span class="n">I_pct</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="n">I_pct_k</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">]</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Reconstruction-of-uncertain-variable-based-on-PC-coefficients">Reconstruction of uncertain variable based on PC coefficients<a class="anchor-link" href="#Reconstruction-of-uncertain-variable-based-on-PC-coefficients">¶</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>Legendre polynomial of order $1$:<br>
+$\Phi(\xi) = \Phi_0(\xi) + \Phi_1(\xi) = 1 + \xi$</p>
+<p>$I = \sum_{i=0}^{P}I_i\Phi_i(\xi) = I_0\Phi_0(\xi) + I_1\Phi_1(\xi) = I_0 + I_1\xi$</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Plots">Plots<a class="anchor-link" href="#Plots">¶</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In [5]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Time vector</span>
+<span class="n">t</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">npoint</span><span class="p">)</span><span class="o">*</span><span class="n">Ts</span>
+<span class="c1"># Solution vector</span>
+<span class="n">i_pct</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="n">M</span><span class="p">,</span> <span class="n">npoint</span><span class="p">))</span>
+
+<span class="c1"># Number of reconstructions</span>
+<span class="n">K</span> <span class="o">=</span> <span class="mi">15</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
+<span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">K</span><span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+    <span class="c1"># Reconstruction of random behaviour of I based on PC expansioin coefficients </span>
+    <span class="n">i_pct</span> <span class="o">=</span> <span class="n">I_pct</span><span class="p">[</span><span class="mi">0</span><span class="p">,:]</span> <span class="o">+</span> <span class="n">I_pct</span><span class="p">[</span><span class="mi">1</span><span class="p">,:]</span><span class="o">*</span><span class="n">rand_var</span><span class="p">[</span><span class="n">j</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">t</span><span class="p">,</span><span class="n">i_pct</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+
+<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">'Time [s]'</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">'Current [A]'</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">'Polynomial Chaos simulation results'</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img 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%0A">
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+    </div>
+  </div>
+</body>
+
+ 
+
+
+</html>
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diff --git a/lectures/11_UncertainSystemAnalysis/UncertainSystemAnalysis.ipynb b/lectures/11_UncertainSystemAnalysis/UncertainSystemAnalysis.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..7f9ec8353f1a4aac8c8a16e381dca67273365458
--- /dev/null
+++ b/lectures/11_UncertainSystemAnalysis/UncertainSystemAnalysis.ipynb
@@ -0,0 +1,393 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# MSP Simulation Example\n",
+    "# Uncertain System Analysis - Classical Polynomial Chaos"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Sample Circuit"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<img src=\"Circuit_RL.png\" width=\"300\" align=\"left\">"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "$L$: $5 mH$  \n",
+    "$E$: $2 V$   \n",
+    "\n",
+    "Uncertain parameter in the system is the resistance with the uniform distribution:      \n",
+    "$R$: $R_0 \\pm \\Delta R $  \n",
+    "$R_0$: $0.4 \\Omega$   \n",
+    "$\\Delta R$: $0.05 \\Omega$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Deterministic Solution of the Circuit\n",
+    "\n",
+    "Euler-Forward integration method:   \n",
+    "$I(k) = (1-T_s*R/L) * I(k-1) + Ts/L*E$\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Circuit and Simulation Setup"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Total simulation time: 0.08\n",
+      "\n",
+      "Simulation time step: 0.0001\n"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "np.set_printoptions(sign=' ')\n",
+    "\n",
+    "# Circuit parameters:\n",
+    "E = 2.0\n",
+    "L = 5.0e-3\n",
+    "R0 = 0.4\n",
+    "R1 = 0.05\n",
+    "\n",
+    "# Total simulation time\n",
+    "T_total = 0.08\n",
+    "# Simulaiton time step \n",
+    "Ts = 0.1e-3\n",
+    "# Number of simulation time steps\n",
+    "npoint = int(np.round(T_total/Ts))\n",
+    "\n",
+    "print('Total simulation time: ' + str(T_total))\n",
+    "print('\\nSimulation time step: ' + str(Ts))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Monte Carlo Simulation Method"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Random variable: \n",
+      "[-8.59029337e-01 -4.60466494e-01  5.91887395e-02 -1.46515604e-01\n",
+      " -7.15203525e-02 -8.06258266e-01 -3.31665853e-01  6.65056465e-01\n",
+      " -9.24720924e-01 -9.64876536e-01  9.88020137e-01  1.59075805e-01\n",
+      " -4.12507969e-01  7.24957527e-01 -8.55870483e-01  8.05672962e-01\n",
+      " -2.77408910e-01  1.22389746e-01  9.36528164e-01 -2.44663481e-01\n",
+      " -4.30228245e-01  2.47867440e-01 -1.88870745e-04  6.75921027e-01\n",
+      "  1.48082059e-01 -1.05219493e-01 -3.15744588e-01 -4.68967536e-01\n",
+      "  9.69742135e-01  4.99619187e-01 -6.44014720e-01  1.72531036e-01\n",
+      " -5.20327536e-01 -7.23361683e-01 -3.75604850e-02 -6.59856990e-01\n",
+      " -7.60130822e-01  4.57536217e-01  4.29482901e-01  2.68400232e-01]\n",
+      "\n",
+      " Resistor R: \n",
+      "[[ 0.35704853  0.37697668  0.40295944  0.39267422  0.39642398  0.35968709\n",
+      "   0.38341671  0.43325282  0.35376395  0.35175617  0.44940101  0.40795379\n",
+      "   0.3793746   0.43624788  0.35720648  0.44028365  0.38612955  0.40611949\n",
+      "   0.44682641  0.38776683  0.37848859  0.41239337  0.39999056  0.43379605\n",
+      "   0.4074041   0.39473903  0.38421277  0.37655162  0.44848711  0.42498096\n",
+      "   0.36779926  0.40862655  0.37398362  0.36383192  0.39812198  0.36700715\n",
+      "   0.36199346  0.42287681  0.42147415  0.41342001]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Number of samples for Monte Carlo simultion runs  \n",
+    "N = 40\n",
+    "\n",
+    "# Generate random variable \n",
+    "rand_var = np.random.uniform(-1, 1, N)\n",
+    "print('Random variable: \\n' + str(rand_var))\n",
+    "\n",
+    "# R is a random parameter with the uniform distribution R= R0 + R1*rand_var \n",
+    "R = np.array([ R0 + R1*rand_var ])\n",
+    "print('\\n Resistor R: \\n' + str(R))\n",
+    "\n",
+    "# Solution vector for current I\n",
+    "# Each row refers to a solution vector obtained in one Monte Carlo simulation run\n",
+    "I = np.zeros((N, npoint)) \n",
+    "\n",
+    "# Monte Carlo simulation loop (for each sample of random parameter R)\n",
+    "for j in np.arange(0,N-1):\n",
+    "    # Value of random parameter R for this Monte Carlo simulation run\n",
+    "    Rj = R[0, j]\n",
+    "    \n",
+    "    # Time loop\n",
+    "    # Initial condition\n",
+    "    I[j,0]=0;\n",
+    "    for i in np.arange(1,npoint):\n",
+    "        # Euler Forward used for discretization \n",
+    "        I[j,i] = (1-Ts*Rj/L) * I[j,i-1] + Ts/L*E"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Plots"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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x5vo8m+dYa6fqtVN15NjUFtdZi7OGwP4lqgVmFRUVFW8Q5xzbueHsOOVcnHApzrg0EebS38oMS4HH/jBgf+SzEngcCjLeEQ6Zbe/QcZu07Bo6XyVN1knSddL+Jmm6jjEjgmCeIFggCBbw/XnwZ/D8OWr1owT+LN5EmP1ZPK9z015tmlv6cUZ3kLK1GdPrpfR6CYNBn+Fgk/EoJxllZLEhjw02NbjUQu7QucOz4FkIAN8VvUqjwCrBeUUQX6F8hQ4UUaBphopgJiCqeQSRR1QrBDKKNLWaRy3yqUce9bpHFHl4viAYrM2wJidPE/I0Jc/Swk75Jo3LtIQ8yzB5hslzTFZYm2SYQZmW58QmZ5Bl2Dy/qqw1+VXXmTzHlvlKe2ivCMrzUFrvBTXxPZRWSJmmPY1ck6eULq5XuuwpT+ra80VptO/h62iqflXmFXX4UdWzrqioqLghibWcj9NSkFPOjhPOjVPOxglnxylahCNRwKFawP7QZ5+Xcb/fY761yaxdpZmfJ08vkyRXiLuXSZJVPK9BECwSBksE4QJesEgQLtNuPVgK8yJhuIjndRC5+mGPxjq644yNnTFnr4zZ2orpdhP6vYsM+2dIhhnZKMfEBpdYVGbxjSOwQlgO6+YazERgA4UKNF6k6USacKZGre7RaAY0mgHtVkCrHdBuhdRrChEDLsNkMVmSkMUxWTwmSxLS0hbxeM/vxaRrMeMkphfHZGmCuVaE0xRrDZ4f4AUBnu/jBSFeEKAnaZPgB2Wev5fvB3j1sBBX3y9F1kd5Hl5pp4VXax8lGq28wparrydWOQEH5K6YPy42QxfD6tbh8slccmlNaW1hp/3JEPxeHtfnZddcZ6653jq8BzQ03/z/A5VYV1RU3BYY57gQp5waJZwexZwaJZwaJZwZJ2xmOftDnyNRyKHI52CQcU9zh6XmKvPmLH52hvH4PHHvIkmyhuc1icIVwmiZMFwu/OZdhNEyUbhMGK6g9dU9pFGas7YT88rakLX1EdtbY3rbZxn1EpJBhhnnEFu8zBEYqDkQETINNlBIoNCRJqx7dBoB9cUmrXZAZyZidjZkbjaiFlhwKSYfk47HpOMRyWhY2tFefDQmWR0SnxnRHY04s1tujMky/CjED6MiRNfbIIrwyvx6u4O/uK/In5QJAjwd4omPFg+tfBQKJV4hkLnD5bYI2cROpeUWMntV3KUWN9orTzlXvSuw1oIxuDwv0q0jFxCtyJQgnoBWiBZEK9Bynb+Xv+dTzkMzmasWh+BwAFiKWQUHWMAhyoFY0A5xRZpzhnIlGZS+sxbBFO12BqzBWYNwFKi/mf81gEqsKyoq3mRGxvLiMOalXUGOOV2K8rzvcWc94njN45g/5CtnVllqn6OdvUyWnGc8vkC8cwGtm9Rqh6hFB4lqh6i1H2J5358nig6UQhzu3i/ODBc3Rpy81OfKlQFbG316W+vEvRQ7ypGkEOC6hcAJmQcmUEhN49c95loBzSMNOrMh8/M1FuYjWnXQkpIlA5LhgHjQZzzoEQ/6xIMiHl/p0z/VZ72MJ8MB2vMJ63WCeoOwVieo1wnrDYJavUiv1eksLpdl6oRhHT+ICHQNXwI8CVBW4crh8V2bmWJuNTVFyArfjoq86XIujXH5COOp4keGpxG/mHsWT4G354snRZqWQuSKFWGAKQQMg3g5onKczsDkuDAFk+FMXsRNVsZTXF4E8gyXTWyOyzJslhVCnmV7IS8s2V65vbxiDhpTzEmT56CKoXA8D1GqsFrvpU37N8v3NOhr8idpWuO+9p1vyf+bSqwrKir+VDDO8co44YVBzPPDMS8MY54fxFxOUo7XQ07UI44GGV9T2+L7axdYyF/ExS8xGr1CsnOFMNxPvX6Meu0ItcYxooX3F+IcHcTzGkAxB3xhc8gLZ3tcutRna32b4c4Vkn6KGxq8xFIzEDoh8wVXU+imz0w7oH1shtn5GvPzEYuzPjU/xZoB416PUW+HUbfLuLTD8ztsPrvD+V6Xcb+HF4REzRZRs0mt1SZqNMt4i9b8AotHjhVpQYPQaxCoEJ8AUocd59jY4JIi2DjHTvxeXqYZXJLjsgEuGJOFPfJIo0IPiTQq0BAoRANS9ADB4FwOZIhOwU9RkuB0DCrGqRFWhjg7wmZDXH+MjWNcmmCTFJckuCTBpgnuqngK1iJhiAoCJAzLEKCC8Pp4EBTB94vgeUhQ+pGH+O0y3d8r4/uI7119TekzXTaYyvO8QkC9UmzLeeUvVcQ591a3YZd3vvOd7vHHH3+rm1FRUfEGGRrDc/0xTw/GPNMf8/xgzEujhMXA495GxF01w1G1zgF3mvnkGeLRSUajl9G6UQjybjhOvXaMWu0gSgUY67i4OeSVcz0uXOizvjpisDkm7WWoUU4thZoT0kCgofFbAY2ZgJn5GotLdfbNB7SiFJN1GW5vMdjeYrC1uWuH25uMul2sNdQ7M9TbM9Q7nSnbod6ZpV5vU/NbhLqG7wKIHXaUF8I7zgq7Gy98l+RI6KHqHqpWhkgjPqAskINLcSaFPMblMS4Z4tIhdtTDjvvYYQ83GGAHA8xwiJ2E8Rg3HiO+j6rVkHodVauhogip11C1Ml6LkNpeXGrRXl69tiu0aiK4QYgKpwS5jON5b3hPtXNuatFYNrWQbGo1d55jJquuy/S9eFHGTOVZY4rFZ+bquLNmt16TG/I8x0zuZW1xzWTF95R1074xOFfEXZnnyhXgu76zfNuP/yzH7rrzlv3fEZEnnHOv2V2vetYVFRVviJGxPDcY87n+iM/1RzzdH3NunHCiEfFgw+c+b4tvmjnLvuaz2NHnGe68iOoFNBonaDZO0Jh9hObB76fRuAPPa2Gt49LWiJMvb3P2bI+NS5sMNy/g+jn1pBieTgOFq2vCdsCBhToL9zXYv1xjsZVh0x36W+v0Ni7S31inv7XJ4PQWV7Y2+WyW0pydozk3T2N2ntZc4S8fP0EzmqHmNQmooTIpxHaQYYcZZphhtzLsuRQzzBAVYxuGpDkiq3uoUBBtgAxsAvkYZICSPtDF2W3ceBOz2iXt9jDdLqbXww4GqChCNRqoZrMMDXSziarvpXnzDVRjqUhvNlGNslyjgWo0kFq9EGL96k/pssaQJUm5ojspFqClKXmSkJVpeZKQdftlWorJ0l2BzdOMNE3JsowsKRajZVkhvJPV33ay8jvLsKZY6T0ZAi82Jxc9YJTGicYpVVhRWCl8qxSOIj4JBoVFYUq/CLLrZ67wcwc5ihzZTROlQUUopVDFRmmUKtJFT6zs+kWe2l39Lapc/T216lxP4rPLb8r/s2upetYVFRU3xTnHqVHCY70hj3eHPNkbcXaccFcj4m0NzV3eJkfciywljxMPniFN12k27qbRvLsQ5mYh0EEwT5wZPv/KNi+c3OLK+T799TG2lxGMLa1SkKXlUZ+PmF9ucPBgg6VOhuTb9DfX6W2s0Vtfo7e+Sm9jnbjfozE7T2dxifbiEq2FJdpzizTrs9SDDpHU0JnG9FJsP8P0EkwvxfRT7DhH1X10O0A1fVQASAYkuGyIS/q40Tamv4XZXsVsr2O2tjFbW+Q7O4jvozsddLtdhJkOqt1GtzvoThvdmYrPFOVUWfZGAmuNKRacxSOyOC4Xn10Tj8dkcZE+Ho2IRyPi0Zg0iUmTpNxKVazwtlmCy7NiwZTngxdglYfTPkb7WFU8DztXHhkemWhSPFI0iVNFsEKGRrRXBM9D6WJFt5SrvIsV4D7aL1Z7e0GR5gc+YeATeB6+VgReEXytCKd8rQRfC155GIenJ7ZM0+XhHNeU1WXaJH/3OiVoJX8qT1b70+L19qwrsa6oqNhlaAxP9UY83h3xWG/IE90hLU/zSCvg/mCDO9wLu8KcZTu0WvfRaj1Aq3U/7dYD1OvHyIxw8twOz7+wycWzPbqrI9xORitxaBHypkc0HzK30mD//jrLswbPbNFbv8L2lUvslGGwtUlrfpHOvmXai0u0F5Zozy7Rjuao6TaBCbDdjHwnxuwkReinqLqHbofopof4FoghH2LjHUx/A7N9BbN+kXx9jXxjA7Ozg6rV8Obm0GXw5mbRc/OlnUPPlmnz8+jZWVQQ7L5nzlrSOCYZDUiGQ5LhkHg0JBkOSEZlfDhg2B8wGvQZDYpy6XhIHsfYNAZrwQ+xXoD1QowOyJVPKj6p8onxidGMnM/IaTLxUUGEDkK8KCIII/wwIAiLVeJBFBFGEVHoE/mayNNEvqIWFH7oKyJfU/N1kV/GI08TBXu+r7+4hO+LkUqsKyoqXpN+bvj0zoBP7gz4LzsDXhom3N+MeHs94x51jmP5Y3iDTxHHF2g176fdeTut1gO0Ww9Qqx1he5jx2efWeenkFuvn+uRbCY2xIxAha2jC+YjFg00OHQhYbIyIu5fZuniOzYvnrxLkmZX9zOxbYXbffmZa+2gFc4R5hN3JyDfHmO2EfCcBY9EzIboTIIEBN8YlO9j+GvnWBcza+UKE19YwvR7e3Bze0hLe4mJhlxb3/MVFvIVFvNkZpBRfaw3xoFhkNu4Xi8mK0Gfc69Lb6dLvdhn1uiSDPtlogE3GRc/VjzBeRKZDUh0wlpARPkMC+tbDeBEqquPXitXgtUYRGo0GzXpIPfRphJpG6NEIPOpB4U/bZuhRDzwC70t3IdWXG5VYV1RUXMfQGP54Z8gndwZ8cnvAyVHMQ62IR2p97nXPcSD5BOPek3hek07nITrth+h0HqLZvJe1nYwnn13j9IvbbF0Y4LYzOqnD+Ao1FzB/sMnhwxFLrRFZ/zKbF84VwnzhPFkSM3/gMHMHDzG//zDznQO0vFkCE2G3U/LNMflmjOkm6HaAnglQQQ62jx1vYbtXyNfPkV06Q3b5Emani7+0hL+ygrd/BX9lf+Ev78NbXMRfWkLPzSFaY/Kcca/LcGebYXeb4c42o50deltb7Gxu0tveYtzdIRv2sUmMCyJMUCf1asS6xlBC+i6gawPyoI5XbxK1WkStDq12i06nTbsR0Y482pFPu+bRinzakU8r8mjXCuvrSmAnGGvIXU5mMnKbk9k9O/Fzl2OswTpLbnOMMxhrCnuNP8mfLvua19m9a62z1/nTdhKMM/zdd/9dDrUO3bL3ohLriooKrHM83R/z0a0eH9vq8+xgzAONkHfWh9znnuNg/AfE/Sep148zO/MVdGYeodN+CCtzPPn5dZ55ep21Mz3sRsJMBlmo8BYilg41ObJfMRNs0109w9qZl1k/8wrJaMD8oSMsHDzM/Mph5psHaHqzeCNNvj4mXxuRb8d4nRA94yNeist2sIM18vWzZOdPkp07i+l28Q8cIDh0CP/AAfz9K3grpSjvX8FbXASliAd9+psbU2GdzdU1djY3Ge5sk/a72GSEDRpkYYPYa9CXGjuE7LgI3WgTtmdozszSmpllbrbNTDNkth4wW/eZqQfMNQJm6j4zteCLrkfrnCOzGalJSUyya6f91KSk9jXyJ74t/MxmhdBOBLe006J7rfhOW+ccvvLxlIevfTwp7CTNUx6eeGjRaFU80cxTHkoUWmk8KXxPXV3mRv6k7I18rXRRT+lr0bv5imJx2iRNUaQ/vPQwzeDWPcKsEuuKii9TNtOcj2/3+ehmj/+81WfW17yvmfB2eZYj8R+Q9p+gXj/G7My7mZ19L53OI1zYFP74iSuceXGb0aUhjYFFa4H5gMUjLY4dENqyyualQpTXz76CX6uxdOQYS0eOszR3jJlgCX+oyVYLUbbDDD0foZuA62MHq+Srp0nPPEv2ysu4PMc/fJjg8GGCw4fwDx0iOHyE4PAhvH37MNbSW1+ju3alWFi2sc7G6irb6+sMtzZJe1s45ZFFLUZ+ix2ps25rZFGbqDNLY2aWztw8c/MzLLZrLLZCFprhrp2p+Sj11s/HGmsY5SOG2XA3xHnMOB9fFWJTpmVT/rVlpq6L85jEJGilCXVIqEMCHezaQAXXpU2XC1RwXVqoQ3ztE6igENqJ4E5ZX/uFUKJRrhQ7V4idcgpxUjzq07lim5a1GGOu8q3JMVlaPh88LbdkFVu/nC0P8LB5sfWq3Fq1uwXLlduzJluzyi1X1hS9Y2ct1k2Owix85yzWusKfWFdY64q2FvnwPd/zPSwevfeWff4WQkgfAAAgAElEQVSVWFdUfJngnOP5YcwH17t8ZLPHqVHMezsB7/TPc1/2MYLehwiCBebmvoq52ffSbj/C2TX41Gcuce7kNvmVMTMZpE2P5v46h49E7G/1GKyfYvX0i1w5/RK1dpvlO06wfOguFpuHaKkZ2DJkl4fkG2N0J0C3ANfF9C6RX36R9PSzpOfO4s3NEdxxB+Hx4wR3HCe84w6Co0dRs7OMujt0V6/QXV9l58plVi9eYvPKZQYba5hhj7zWYRR22JIG666GrXUIZ+ZozS8yv7TE8kKHlU7EcidipVNjuR1RC159O9OtJM5jemmPXtKjm3bpJT0G2YBhNty1kzBIBwzzIcP06rzYxNS8Gg2vQSNoUPfq1LwaNa9G5EW7/nS4WbovPj4+2mo85yFWsLklyzLyPCfPysM3sgSTJuRZuYo8S8jzYstWnhdlTZ6Rm8meZUNubGld4VtHbh3l6Zfsnn7pBIsgOLQ4FA4ttrBYFLa0Zs86M2XzMt2hhaIOKR7tiiicTBa9KRDZC2XciYLyWe6TLWKTdIfgRJf1FKG40952ModgxcOJ7G0nQ5dW8e1/9pvZd+DILfsOVWJdUfEljHGOx7pDPrjR5ffWu1gcX9Ma8zBPcWD4/2GSc8zNfiXz8+9ndvYrObfe4FOfucz5k1vYtZhOBlnHZ/ZIk+MHLU17ntXTL3D51Itk8ZjlO0+wcuweVmaP05Z52MhJz/ex4xxvMUQFMW68Rrb6EumLT5KcfhFvaZHoxIlCmO+4g+D4ccJjx8iA7UsX2Lp8kc0L57l07hybFy8w3lzD6oBx1GFHt1h1DdLaDLWFfcztW2Zl/z4Ozbc4OFvj0Fyd/TMRofenI8RxHrMdb7OVbLEdb7MdbxciXArxtO0m3d086yztoE0n7NAO2rTDNk2/SdNv0ggaNLwGzaBJw2/Q9JvU/Tp1XScgIHAB2mi01eRZTjIeko56JKMB6XhAGhfbsiZ7m3dDbshyS2YmATILmRUc4IvFlxwfg0+OT4bnUnyX4pGjpRBBEVWe/VzsK3ZKg3g4pXHKx4rGKg8rPkZ5GPExyieXImR45BKQocnwMGgydGGdIkWRWsicFO1zQvlIcTIHuZ0Obtc3ZdyUfnlmB0ocSoFWhV9o9LQtfdxUvAy44pnhUj4fXIrng4vsPTMcsew9TtVOxQvrsIDh57/z23jXwbtu2XevEuuKii8xMuv4+HafD67v8KGNHouB4tH6Fg+bj9HpfoBatJ/5ha9mfv79WLmXj336Mi88tUZ2cUwndWQzPvNHmxxbTgmzs1x+8TkuvfgCrfkFDt7zAAeX72XO34fuarKLfcxOgrcQIv4Q2ztPdvZp4uefwPa6hCdOEN5zN9HddxPefTfhXXcxzlI2zp1h4/xZLp09x+r58wzWLmGSMUl9ni2vw2VamNYSnZX9LB86xLGVOQ7P1Tk0V+fATI1GeGue02SsYSveYm28xuZ4c1eAt+IttuIttpO9+Ha8TWYzZqNZ5qN5ZqNZOmGHTtChHbavEuOm1yQkJLQhvvVxiSUedon7O8TDHvGwTzweEsdj4iQlTXPS3JDkltRAYsA4wRdDKDkBGaFLCFxMSIqnQO0+SMTHqACnCpG0KiBTIbkKSFVARkAqIbEEJASMnMfQaEZOMcqF2MA4h9hAkjuSHDIDuXFYJ3jKobVDqyIoZa8KIgZRBpEcpoIjw0mGI8NKhiPFkGJdiqFId5hdYdUKPCUoodwXXVg9vZ96at+0r1TpKwJPl3GNp/TefPZkTnt6nnl6vnkqflXeTcrc0Kobpx+fOU7Nu3XnWVdiXVHxJYBxjk/vDPjA2g6/u77D0UjzaHSBt6cfIup/hE777Swsfh1zc1/L517SPP7pS2ye7tHuG0xN0z7S4I6DOVF6mksnn2X15VPMHTjEoRMPcHDhHjos4C4npBf6xQrsWoobXSI79wzjZ/8Ltt+n9sD9RA88SHT//UT33oObn2Pz4gU2zp/h4suvcPHll+ldOoexjkF9kUuqQzeYpbG0wuLBQxw+tMIdiy2OLzY5Ml8n8v/kveOJCK+P11kfrbM2XmNjtMHaeI310fpu+na8TSfssFhf3BXguWhu186EM7RUi9CGhCbEjXPG3Q1GvS1G/R2Ggz6j0Yg4yYiznDhzjHPInRBJTiQpEWMiOyaQHK0Von2cDjFejUxHpKpGomqkKmIkNcYE9G1Az/r0jWKQC6McRhmMM4gzh3MQ+A7fM3jaoHVxSIaoDJEMJymoFEuCkwRDjGGMYYyTFF87Ak8IfSH0VLmPWlHziy1fke9T830iz8fX3u7c9GQeOtDB7rzzdPxGNlBTZafqmSziqvZnvz4qsa6o+CLFOcdn+yN+e3WH317bYc6Hr61d5OHkt6mPPsnc3FexuPD1BI2v5OOf2uG5x1fh0piaE9RKxOEjHvtql1k//RQXnn+OmeUVjt33Tg7NnKCZd8jPj8g3x3gLPrCNWX2e8dN/SHbxLNHddxM9+AC1Bx+k9uCD5DMzrJ05zaXTL/HyCyfZPPsK2bDLuL7Aqp5lzZulvnyIlSNHufPofu5ZaXNiX4uFZvAn+mM9ykZcHl7eC4PCXhpc4srwCuvjddpBm8X6Iou1xV27VF9iLpyjJS0iE+HHQry9QX9rjUFvm+FwwGicMEoyRqlllCs8MdQloeFG1NwQrRXKC7BeROY1iHURxlKnT51tF7KVe3RzTS8TBimMUsgNhIEl8Ayen6J1Uh6cMcbKCEMRcgZonRH6Qj1Q1AJFPdQ0A592FNAKA1pRjbpXL4bLSzuZo450RKjDPd8Lr7K+8t80gXSuPOvZOCiPwXTG7p41XaRP+VPnQ193xvT0+dPG4Sw3LeNyu3du9XTd0+3YLV/Ugyt9V/iTxW3FqZlleTeVX6bvvs7JtRTnXy/+9QcJj3Zu2XtZiXVFxRcZF+OU37iyxa9f2cI5x9c31nhX/ru0+7/P/Pz72bf0LSTuXXzkY1c4+8wmzc0MG2lmjtW5Y2VAuvY05579LKIUx+5/hKMrb2PGLWLPjch3Erx5Bdkq2fmnGT/xUcBSf+cj1B5+hPrDD2GX97F67gyXTr3Eyy+8wOaZl8niEb36Ps6pOfLZAywdO86ddx7lnpUOJ/a1ODBTe0MrqnObc3l4mfO985zvn+dc/xwX+hcKQR5eIskTlhvLrDRW2N/cz3JjmeXGMnN6joZpEAxhtHGZ/s4Gg94Og+GI/jhhkFjGuaKmUppuSMP18bQGvxDe1G8xVE0Gqsmmq7NuIjZzj+1E6MVCnBWCG/oZnp+gvBFO+uTSJ6dPJj1C31APhWao6dR8OjWf2XpEJ6rTCdu0ghbNoEkraNH22zSD5u48dc2rUffr+Mr/gr4jzlx7xvTVPtedQW2vOpfaZgaXlEdpZuWxmcbd+PxpMyWM04I6ETcpQ7H6q1jjJeWZ0pR5FOluKuk6yZkkuKm4K+KOaSFl6r7FfWRyhvV0G6bOthbZy7/OV5N6pFiPVl4nN6yvKCsI7W86ir9QDYNXYl3xZUViLb+30eXXLm/x2d6Ir28NeJ/9PZZ6H2Bu7j3sW/oWRvbdfPgjq1x+ZpOZgSWb8Vk5HnCgeYXNU49x5fSLHDhxP3cd/woWg0Oo1WKVtjencfkV0pcfY/zYR/D2LVJ/+BHqjzxM+NBD9GzOpRdf4KVnnuHSiy+QDvt060ucU3O4+UMsH7+Tu08c5W0HZ7l3pUUren1CY6zhwuACZ7pnONc/x7neOc4PznO+d54rwyvM1+Y53DrMwdZBDrcPsxwt03ItakmA29yhv7VKd3uTbn9Ab5TRS8Enp82AhivOhDZ+g9RvMtJtdnSHNdvgYl5jPdFsx4o4g1qYEwQJ2hvidI9cdkjZQekRzRp0ah5zjYCFZsRis8ls1GE2LOarZ8KZ3bnrdtCm4Tfw1OufT3fG4ZLiKEwb57vnSdvEXCWUNjHYNMeNDS4uy6fl8ZmZwWWusKWYAoXA6IkQyZ54XdWAsmwprG5aZJUgxTLrwio1FS99b8qfWCWIV5ZXpcBN339XpIVd5d2Vl/LeZSHnXLGOiylBnrQX2c13tlBoNxFsMyXkkx60mfSYp3rvbvLjYtI7nupJT+qa+FM966t60jf5YbD0374Df7nxur8Lr0Ul1hUVtzGfH4z51Uub/NbaNndHjq/zn+Tu3r9ipn6AlZXvwMhX8Xt/sMnFpzeZ6RvMXMCh4zCvTnH+6c+QjIbc+bb3cHz5IVrjDtnLPVRdIXqL7MJTjD7zIVQjpPGe99J473vw3v421lYvc+b5z3Pq2WfpnjtN4je44C+x0zrA0h33cP/9d/LwkTnuXWlTD15bmFKTcqZ3hpd3Xubl7l441zvHQm2Bo52jHG4d5lDrEIveIi3TItyJGaxdZmtjne1uj+1RTmyEjgxo2h6e1tigTux36HmzrDLD2bzBpcRnY6RwDmpRghcMQfcxskUi64RBwmxDsdAMWe7U2d/usFhfYD6aZ75WhmieTth5zcVBzrniTOnJkZej4ghMFxtskmPGOW5Upo/y4jzqOC96qaUoY92UGMqemE6J6O4w7aSsrxBPFTbQRfAVEqjizOZSQCl3KU3qlMk/ExFzU+IzLWiToWrjcPnVPwLcdN6UD+yKtXiCUwrjCcZXZJ6QKyH3FUaD8YRcK3It5BpyXaRnSsgVRVkprBHIFFgRrEC+6zvyMs0KxSndZdwIGBxWinosRZmcwp/kFyd7l2m4vXw3lVf6u+u8XZHupnzrivXfhea78neC4z+8407ubVY960qsK75kSa3lP613+TcXNzg7jvnW5iW+Iv5V5vLTrCx/B2HzW/nwx3LOfXadTteQz/ocPArzcpJXPvtJwlqd+x58lIPNE3hrQrY6Qs8Y7M6LjB77T9jeGo33vIfGe99D8NBDrPV3OPW5p3jpqacYrl6gW9/HGW+JYP8xjt17Pw/ffZCHDs+w0nn1PzzWWS72L3Jy+2QRtk5yeuc0V4ZXONA6wPHOcY53jnOofohZO0O0nTK4fJGN9TW2eiO246JnPON2CFWODRqM/Fm2vHnOuhlOx3WuDD0yC/UoxQ/7OL1NJms4b4u5pmKlE3FotsnBzgIrjeXdueqJEIc6vGHbnXHYUYYZZNhBuiewoxwzKE/gGmS751C7sueLTHqRUz1Wx+7cKCK7QqoCjURe4Yca8TX4k21RpYpODeVeNa+aW1xmIHNFjzqbCH7howUVaPJAE0eKJFAkviL2hSRQZFpIfCHTQuqVVgupEtJSKBMFqYJUIJHCpgIpjoTSOkfqIHGOzBXruTPnyJ0js6V1jtyBJ+CL4IngK7nO96U8Kav0fVXmX+N7IuU+ailD6VP4nhQryHVZVjHlyzU+glemKdnzi/q4uv5JmirqVLJntYBCdke+1dR9VZnX8TTeLXyYTiXWFRW3CZeTlF+6uMmvXt7kWJDzTfoTnOj/W/YtvI/FxW/nsWcP8uQnLlO/kuDaHvuPwby8wNnPfpKo2eKBB76GA9EduLMpWIsEO2RnHmP0qd8hvOsOmo8+Su19X8mGy3fFeXD5HN36Eq/4KzSO3s39b3+Q9969wtsOdl51r/I4H3Nq+9SuKJ/cPsmL2y/S9JvcM3cPJ2ZPcLh2mM64jr/RY+fKZTa2ttkYZCQG5tkmlJw8bNPzF7ioFjidNTk3jujFqhTjHs5bJ5GLtBoJ+2dCji20ODKzyHJjH8uNZfY19rGvvo+ZcOa6RVMut5j+lNAOMvJ+gu2m5N0E2y/OoHbjvBS8chh3Us1kYRQUAht5SM1DRRoVekioyh5sOWRry7nbvNgcbHNb9KLLYWuXlPcJNEldM6x7jGuacaQZhopRIIx9xcATxh6MtRBriBXEAuMyxDjGzhHjGFnL2DnGxjK2xSNGalqoKUVNK+pKEWlFqIRQFKEWAinjSgjUxC9sIEKkFYHspV1bLpikicITCJQqhbXYejVJr1Z531oqsa6oeIt5rDvk/zy/xie2+3xDc4tHk19hxZ7i4IHvY3P4tfzBh7dIT/UJlDBzzOdA/WXOP/VRomabt9331SyHx3FnEkQZMBeJn/4w2ZlnaLzvfTT/zKPk95zg7OmXePozn2HzpefpRbO87B+gcfQE973j7a8pzrnNOb1zmmc3nuWZjWd4duNZzvbOcrRzlBOzJ7izfSf7WKS5lTG8dJnVtQ1W+xlic2bdNsr3GQdzbHiLnDSzvDRqsB1rGrUYL9okVRfQwRbLMx6H5+rctbDAoc4BDjYPcqB1gAPNA1f1iJ1zuHFenDndLc6ezrtJcerWVoLpJdhRhkst4inQpWhYt9cLjTxU3UPViiChVwwxw95K4rycO45NOcydY3NL2vAYNMtQ0/Rrmn6o6AVC3xN6HgyUYyAwFBg4y9A5hs7SN5aRsYRK0fQULa1pakVj4ntlXCvqWlFTpZ3yJ+m1a/yaUvi3wWNRvxCKuWCLMwayDGcMLs9xeQ439A2YvBiOd+V11pZ1WCgfMbpbp3VF2m75qTLG4uw1ZWyZ9kbKu+L7s/A3fgR/efmWvTeVWFdUvAVY5/jQRpdfOLfO5WTMd0TP8PDgn7PSuZeFxe/lo59a4dSnV+kMLXp/wJGldXqnPs64v8M7HvomDtfvKQQ6sJCcZfz472D6l2l//TdQ++pH2Qw8nnv8MU5/9gniwYAztUPES3dx9yPv5P1vO8IjR2ZvKs6XB5f53MbneHa9EOcXtl5gX2MfDy48yIn2CZbSWYKL22xevszq9pBuAnN0CbQhDue47O3j2XyeF/sNnDhqtR7Wv0ymL7DYsRxfbHDfvn3cMXuUo+2jHO0cZTac3e2JOeeKXvB2jNmOybbi4mCPjRizE2OHebGQxyvnZctVyhLoQoAbPqruoyJdDE/bcvXyZOHWKMcMMkxqGHZ8eh2fnabHTkOzEyl2IsW2J2wrR09BD0fXWbrW0s0NSqDjaTqeV1hfM+Ppq/yWp2npwl4lxlrR0Ld2ePS1cM5BlmGTBBfHhU3TImTZ67b2pvnZXjxNSxHNIDe7YkueX+2X8Wl/ItDFQjYNnod43nW+eF4Rn/haI0qBLj5vUboYJRG1l1c+eUWULhe+leWF4klsWhAUTguIxpUrvp2owt+15WNKlRSPGVXFUvfdPARXrhM4/B3fRW155ZZ9jreFWIvIGaBPMV+fv1aDKrGu+GIlNpbfWN3iF8+tU5OEb9Mf5f7Rr3Fo/3cyzP8cH/rgAHuqj4o0+48mhL3PsHr6Oe57+6PcOf8I/iWBPMNlZxh/5gO4vEf7G7+B4P1fxcXxkCc+8YesvfAMO+ECZ2qH2HffO3jPux7k0RNLLLWj69rjnOPl7ss8sfoET649yZOrT5KYhLctvo37Zu5j2S7SXB2xc+EylzYHDDPHnNuCoMZ2sI+TbpHnRjNspx6NRh+Ci+TeOQ7OK+7fP8sD+w5zrH2Mo52jHGwd3N2S5HJLvhWTb4zJNkbls8OnxFhRDDG7ojcsgUY1fXSzEGLxVTmv+/+z995Bll/Xfefn3vtLL3bOkxOAGQwGgzgAiUCRIEgIIClSjBItKtGyVCpZtrW1tdpSreWlq2RZ9q7WNi2Vi6JFaWWJihBJE4FIBIhAYpBmBpNneqanc/frfvEX790/fr/3OsyAhChoSZF9ug5OuOf+XlfPw/u+c8M52UnpVoyuhcSNmGq3zUKPw2LZYr6omHclC46gomBRGBbRLGpNJY7JK0mfbaXsWCu6bdHrWHRbGRDbVgeQvbewhaUxJgXQZnOFG010o7HK18C0Wmg/wAR+Kn0/bdPpBx3ZAeIrSKREui7C81LpugjbRjjOZRLLAsdBWwpjWxhlYSyFViqVUmJUW6Y1uBMpMQK0lOmBK0FWXzv9Ytq+TdXWtdHplzJWGmGkTTCyhhpJgtZJ2nSjzVljjs5YHKfxmW2yhhum3YRDp69h1oxldvZaGANCIDMAT0urpoVaZAbyMrOFXBlbiVsZo+3P5Ht/+V/Sv2nTW/Ze+X4C65uMMfNvJn4DrDfoHxs1koTPX1rg9y7OcpXT4L36z9kTv8DY2E9x+NitvPbUPOXlGDlisbXnIjNHH6Z/cDPX77qH4lIZveQj1AytFx9E1ycp/+h9yNsOcX5hlsNff5rl8dNM5cZY7N/DvkOHeNcNO7luUzdqXQaX6ITji8f51sy3eHHmRV6afYmCXeCGwRu4qnAVA0sW4fgMEzOVNGM2FYTtsOAMc8QM8mq9Gy0Mbn6GwDpDX5fP1cMlDoyOcVXvbnb37GZzaTOWtDDapJnxfItorkk81SCaSVtfmmacAi5gYoOwZQbGDiJvpVlzotGhRjdC9HJIQ2tmB1xmexzmihZzOcmCK5hVhjlhmNUJ83FCyZIMOXbKrs2QYzHo2peBcq+tcOR3B7wmSdD1Okmthq7VSKo1dD2TtRpJrYqu1VOZga5pNEmaDUxjFTC3WgjHQebzlzH5HCbnkbguie2gbYW2bIylSJQkkRKtJIlIT0gnJjv1bEzWh1mnnCRp040w7HAShSRZE45Uxmnnqii1pVJIy0JZFsqyU11ZSMtGKgspVSozFlIhZSqFUCAVgnajjCzLFZLsiFbmT7NYkR1bN8h2Ww/o+ARpqioxJjvebgTGiM6YMQKjs6w2IbXbdUtM9qUu89GJBaPJntnW0ytaRpsM1Nf6oH3dWqRX0rK71TK7riXEyjU1KeB9v3KQ3tEfsKtbG2C9QT+o1IgT/uDSPP/14iwHvSXuC/4ru5wmfYM/zcOPb2Hu8CKegL4tIYXmC8yPH+fGg/exxbsGc8FH5uuEJx4jeP0Zyu+9F/ud7+B0ZZ4XH3+c+swk53NbiDbv48bbD/HuA1vYMXB5/9yLtYs8N/Ucz04+ywvTL9Dn9XHT4E1st7fSMxNSuzDHxYUGUocURItld4gjjPBys4/IGLzCLKF1muHekAObe7h5bA97+/ayp2cPeTufgvJSQDTbJJqqE16oEc00SZb8NDuWIl2mlgJZdlAlB5m3AIEJE5JaSLwUsOjAbL/HbI/NdMliOieYsmFKaCbiBN9oxlyHTZ7DiGsz7NoMOhZDrs2wYzOY2e7fAYB1GJJUlkiWMq5UMr2y1t8G5UzqVgtZLKKKRWS5jCoWoVRCF3LEuTyx55A4DrFtpVeTpCAGYgyx1hknacONwE/Z9wn9FT2OQmzXw3ZdLMdF2W4GmE4KoMpGyLa0kNJOwU/YICyEsDBGARagMFphjEKbVNeJRCcCrQVGKxItMLEg0RKTGJLEpIfkIKvaJrJyqSCVQMn0Clm6siyREkRHirWgBp3iI50rZG0fYuVK2aqr11f0rS6AQvvwfHZ63qSeNshi0kwenc4xpjMhA+v0IcasgDJmJc7olbj2mO5cdcvmZGNrgT61P/rrN9O/qfSm34vfib5fwPocUCH9U/6eMeb3rxDzaeDTAFu2bLlxfHz8H+z32aAN+vtSI0743KV5fu/iLAe9Re7z/zNXFzzcws/y5a/k0CdriKJky+gcSye+Qn/fJg7seCfF+QImCtCVV2g880WKt92I++57uCgM33ziCZYvnuVcbivsOMjb7rqde/aPMlhau7xdDas8N/lcB6BbcYtDI4e4yt1N/3RM5fwMF5ciyqaGtBSTzijfioc50yiRLywROycY7G1wcHMPN47t4tr+fVzVexU5K4cOkhSQJ2oE56tEUw2SpaBT3cnEGpmzkV1OmiVLgYkSknpEWAmYLUomBz0mem0uFRUXHRgXmvE4Iq8kmzyHTa7DmGezyXM64Dzm2fTb1nc8YWy0JqlUiOcXiOfnSObniefnM3ueZHFxDSjrKEJ1d2F1dyPLXZjubuJSgTifJ/IcItsmVLJzRSnSMWEcE4YBQbNB0GwSZjKJI9x8AdvLY3s5bCeHcnIo5SCUixBOCqTSRmBjsMHYaGNhEgudKJLEIokVSSSJIkUSagCUI7EdiXLUGuCUKgXEDkBK0QG/NX+qNr6ZFZDRWXEQnazV22M6STlJdKrHqQ5c9jtISyCVRCmBtCRSCoSVbhWj2gm2ye59m5SlyRJog5FZUROZjhnRlrrj00Jj2j40RurURyrTcY0WCdpkUiQYNAm681+DXvmR6cGx9o8RaXRCkt6lJun4dBaX0H6uQZv0mVokxKb9Wqn8zB2fYVvXtrfk8wS+f8B6zBhzSQgxCDwC/LIx5qk3it/IrDfo+5X8RPMHl+b5zxdmuMFd4L3B/8M1xTKB/hSPfMkiP+UjBgRj5VPMHnuM6659FzuL18OlEGkv0vzWXyJYovyhDzK/eZRvPPEEC6ePMeFtwt+8n9vfcSf3HdzKQGntfeHx6jhPXnySJyee5OjCUQ4MHOC60nUMLyqCc/NcWAjI6TrCsjhtb+bZ1ghVbeMWLqHd01w9avP2HVu5aeQA1w1cR9kpkzQiosk64cUawblloqkGuhkhLJkuXbsKlWXKKIEJEuLlgEor4sJYjvMDDuMlxbgLF9BMxDF9jsW2nMv2nJNJl+15l62eQ/HbXBUzxpBUKkRTU8QzM0TT08TTM8Rzc8QLKSAnc/PElQqqVMLq70P09RH19BCXioR5j9C2CJQkNJpQJ/hhSNBq0qrX8DNWtoNbKOLmithuAeXkUVYeIT0QDuBisDGJg04sksQhChVJZBH4Agw4OQvbVdiOQtkyZZXteabnkTqJZTsb06sBMtYksSaONHGoicOEONIoS2I7CsvJnmmlICksUlYmS6I1KI1RGq2SFNRkTLKKYxkSi4hIhMQiJBIhESEREbGIiIkyO/VFBESEhIREJiTWMZGOiHRErOOO3dYBbGljSavTtKPdBcuWdqfLlSXTZh7tph6rfas7ZbXH1/jaceINfHLtXEtaCARKpkvv7ddr82qfEAIlVLp3zYpPItfMFyKbw8qctn93927ydv4t+2z5vgDrNS8kxP8B1I0x//6NYjbAeoO+3ygxhj+frvDvzk2xy5rnA8Hvsrerj8gVRJYAACAASURBVHrwSR79WyjNhbijMT36BWqXTnPo4I8x2BrDNHySxRdpPveXlN91N/odd/Li6dOceuYJ5lUXs8PXccs77uL+m3cy1r1SlCTWMS/NvsRTE0/xxMUnqEd13j7ydvYkY3hnl7kwWYM4wFGacWeMZ/1R5hMXu3Aet3iem7d1c+eOqzk4eD27e3ajtCScrBOcqxKcqhBeqmOCJK1GFWtkwUZ1uci8jYk1UcVnPowZH/EYH3A4V1KcdeC0jgkw7C547Ml77C547Mq7bM05bPVccm9wOEs3GoQTl4guTaRAPDVNNNOWM8QzM8hcDjU8hBkcJOztJiwWCFyHQAp8o/HjiFarSbO6THN5idD38UplvEIZJ1fGcopIKw8iB3gY7ZIkDnHkEAc2QWChY4FbsHE8C9uVWLZCWWnGmpJIl0MzYE1iTRJpojAh8lMWSuB4CsezsDyBdEA4BmyNthKMlaBVTKwiYhUSq5BIBoTCJ5AtfFr4okmLJk3qNKnTMHV83aIVpxwkAQKBoxxc5XY6X7nKTTtbrdblG/jXzW13ymoD6mpwvZJuCSvbb6aznG1MmhUbY64I4olJsv30NFPt2CZB6xVbG02s45WYK8UbTaLfIH7deGKyQ2VGZxmx7hxyS7LsuDNustzbrPhWj3d4nW/9cz/7rs+yo3vHW/YZ8z0HayFEAZDGmFqmPwL8pjHmq280ZwOsN+j7hYwxPLpQ5TNnp/D0Eh+Of58biprl1s/x5Jc1xcWI3EhAofYYdqK55aoHyE17CFUjeOVBTHiJwoc/xHgxz/OPP0Z9cZ6TpavZfvvd/Pg7bmDvaLnzWrGOeWH6BR4+/zCPX3ycwfwgt/TezNiCQ3h2icnlmJKpseAO8XS8mQtBEbc4gSqc4cZtJd65ax+HRm9he3k7yXJAOF7FP7VEeG6ZuJLuL5vEpMDc7SA9C+0nBIstxnOC05tynOq1OZGD102CEXBVwWNPxrvzHnsKLsPO5V2dTBwTTU8TXbxIODFBdHGCaGIi1Scm0M0m1qYx9MgwYW8PQTGP7zr4QtBKIhrNBvXlCvXFBZRlkyv34ha6sZwSUhUQsoA2OXTsEoYeYcshbFl4BQsnb+N4CstW6bKxyEo+6zSLjSNNFCSErZjQT7BdhZu3sPMC6QFugnFjYjsksnwiKyCQTXzZpCUaNESNulimxjJVs0QtqdKIGrTiFq5yKdpFCnaBgl0gb+fxlNfpkJWzch1u257yyNk5cmrF70o3PZ0MSFKZkBAmIUESECZhynqtHSQBkY4u862Pj3RElETEJu4A63qgvcw28ZqM+TIwvwK4tzPj1f2i12TPcm2m3M6Q3zB+ne+y+FUZ9htlymuy63WZ8htl3Vecx9pnDOYGsdXfryHLavp+AOsdwF9lpgX8v8aYz3y7ORtgvUHfD/RarclvnLrEjF/lY/wJh+yzNKNf4Mm/dSkuxxRGm9jzD9PtdXHjtvdgTwkEkzS+/gVy+7Zi3nsvz544yfiL3+CCN4bYcyvvufdO3rlvpHMHOtIR35z6Jg+PP8xjFx5jtDjKoa6bGJrQzJ2rEoQRljIcs7bwjcYoIlfH5I5wYJvFvXuu4dDoLezq3oWphPhnl/CPLhCcr6bFQbJuQarHQ5ZsTKRpLbY4WZKc2JznZJfihGM4pWNGXYd9pRzXFnPsK6Zy0Fm7h2yMIVlYIDx3juDcOcJz5wnPnSM8d45ochI10A+jowRDA/jlIi3PpWE09aBFbXmJ6twMluOR7+rDyXWjnBJSljCmQBznCH2PVsPFdly8Ypr9WrZEZtl6ki0fR35C0IoJmzFOzsItKlQBRE6TeAGR7RPYDVpWg6asUpPLVKlQYZ7FZI7leJlW3KJgFyg75U6Tji63q9Mhq2AX1oBwu2uWJVb+JtpoWnGLelSnETXwEx8/9mnFrY5sxS38xKcVtdaMrx7zY58wCde0vFydDa/PrG1lv2G2/UZZdhtYv10WbavUVtmPMGkmnSRZVpzJN6Ov9rWvUa2WV/J9J/n3ndPGuLZ+JdZ6RUevjl05Rd5uMPLxn/gowyNDb9nnzfccrL8b2gDrDfpe0kIY81vnpvjy7AIftx7ibh7Dsv8ZD/9NL4WFiOJIDTH9Fcb6t7N/6G7UTIKpH6X5wp9RvO8eZvfu4ZmnnqI6O82p3v1c/6738NG79jGU3YM2xvDy3Ms8eOZBHh1/lE3FTdxcvJ7Biwmz401M7NOyCzyjt3MmLGMXz9DTM8U7rx7l3p23c+Pwjahlg3+qgn90nuBCLQVnQHoWqsdFWJK4GjAeR7y+rcCxfofXcoaTOmZHzuX6cp79pTzXFnNcU/AorNpPNsYQXZokOHmS4NQpwrNnCc6fIzx7Lr1vum0b/ugwre4SDcemGodUa8tU52Yx2pDv6cfN92I5PQhZJomLBH6eZt3Dy+dTIHYV0pIIQCeGKEwImjF+PcRyFF6XhSoaTC4k9Fr4doOGtUxVLbIk55k308zoKRbDBWxp0+v10uv10uP1pOz2UHbLlJ1yKu0ynuVlV4fSJdx6VGc5WKYaVqmGaba8mutRnUbYoBE3aIQNmnETW9rk7fxlQJ6z0/7Ta7Lnddl1Z8zyOlm1q1xsbKSWxHGcnh7POI5j4jjOrma9OflGY3GcynS/PF3eTw+YabTO9tUzHQ0yy1ylVCu6UIgsK5XZNS3R/hESadqL5hJpAATCtBuXpNxZVl91+lsgVtlizVi7Q1fafcsg0IgUORFGZ09r66lfpje9IZuT3ghv37lmxZfZdGJI40T6DCE0Ao0U6bMFOvOl+sF/8h4GDt76ln3ubID1Bm3Qm6RYGz4/Oc9/PD/FXfZx7g/+C0Pln+GhL+3AvRTgDTWx577MtqE97O2+HbEYkcw9T3D8UQof+yCvKsmRp77GrOyisfNW7r//Hu65dhQrywwv1i7ypTNf4sEzD2JLmzu6DzE0njBzMUAlLZbsbp6MtjGLiyi+yv5tmvft3c+dm9/OmDOKf7pC69U5gtPLaD8GAzKXgjNS0FjyOVqWvLolz8tdkleJKdiKG8p5bigXOFjOc10pR0GtAHOyvExw8iT+yZMEJ091AFrk88S7dtAcGqBRyFFHs9xssDQ7TRxFFHuH8AoDSKsXrbsJ/QLNeg47V6BQcrA9hZQSo1Mg9hsRfiMiV7Kxy0AhJsq18J0aVXuRRTXLrLjEJT3ObDRDyS6lTTryA/R7/fTmeunz+ujxeuh2u3GVi0CQmIRG1GDRX2TRX2QpWFoB4CAF4bYthUzBe1U23QH0rP1l0bk8my5YBWxjYxubJEoIgoAwDAnD8Ir6esCNoogwjIiCuHOYLA7TvfAkNljSxpIOKstyFQqJSkHRZIBoMuAzIm0pqTNQ0wJhEqSOkVojiZE6RpgEQYI0SUdXhNgywhIBlohQGUsRpzYxkgglYhSpX7LCihgpYoRIUGikSBAiBTOZAdl6KchYQBs0s1vQa6RAZ+/IVeOdu1g6u93VPr2X3dHunOaTHV9HF99OT2NXWouujK31te+Mr43pvOYD/xcM7XvLPn82wHqDNuhN0DOVGv/byQnKZo6Phf+efV238MijdyFPh9h9Pvnaw4yUR7iu707kckR04XGSqRexP/rjPLc4z/iLz3KmuJPR29/NJ95zK7sG0/vQjajBV899lQfPPMj56nnuGnw726Zdls4EmDhk3u7m8XA7VQWy+Bq37nL50LW3cMfYHbjzgtbReVpHFojnW52qX1avB0qwvNTi1X6HVzZ7HC4JXjcxVxVy3Npd4NauAjeUCwy5K3tq8eIi/tGj+EeO0DpyFP/YMZLlZfTuHfhjY9S7ilSFoVKvsjg1iVsoke8awfb6MaabKCzRqOZxc2XyXS6WqxCGFIzrGRiXLawuMKWAVq5G1ZlnzprkEuc5l5wiImSkMMJgfpDB/CADuYFO56yclUMgiEzEkr/EXGsuBeHWIotBCsYVv8KSv0TOzqWZtNvTyajbsgPETpmSXSInctiJjYkNvu/TarXwff+K3Gr5BK2QyE8I/TgDVYMlHRzlYgkn3ZtFIU0GplogEonQGpWEKB0hTYTSMdJkOhGOamGLFo5s4Yg2N7GEjyNaKAIsGWGJEEvEKBkjRYIkybK7VBdtNskKyAmFERbppWhrhZUNykYoG2E5oBxoS5mOdaRyOvEoN5WWu8p2Urv93PWvc0U7+31Edr9LrpNZgZUVKdb61sT+466L/p1oA6w3aIO+DS1GMb95epInFub5JH/I3fkqLx/5JPPPa+xiRFf0OP1OgYPD70RVYsKzD0HzNPEHfpSvnznL7OnXOdVzLTfd9wA/8Y5rKXspOL6+8Dp/dvLPeOj8Q9zQd5B99UH0qZB6K6FluTwe72JOCOyu17j76i4+uO9t3Dp4C2a8RfPFGfzjlaxxAKhuF1m08asBh/Pw4o4Cz5UEZ4m5vpwC823dRW4s5zvL2Um1ugLKR47gHzlCXK0SX3MV9bFhlnMulaDJwsw0xkCpdww7N4ihF7/ZRdAqU+wt4eVthIQk0h1A9rotVE9CVGyw7M0x7Vxg3JzmXHISy1KMFccYKYwwWhztALMtbTSaRthg3p9nrjnHXGuO2eZsR89ZucsAvC/X1wHibqebvMnjJA6hH9JsNtdwo9Gg0WjSrPv49ZCwlRAHGku6OMrDFjYWNspIZJKCrBXH2LqFlfhY2keZAFc18WQdT9bwZB2XOo5o4MgmtgiwZYglQ5SIsESEJEKaEIHGSBukg1E2IgM3Yblguwg7B3Ye2tItgpOxVwanlI1lbHkZWDorsqNnAGq5KZi9GdIJJCHEASQR6Ah0nHGS+VbZHf1KnI3/neZo0hJkabOMtPJI29br7Pa4foP4JLsX9/d4XrZsnlVASWW7+spqX8e/Lu4Xnobh/W/ZZ9EGWG/QBl2BjDH8xUyFf316grdZr/Hh5Av49V/i8P8s4JHQl3+ZYmuOW7Y+gF0xRONfQ9eOEfzYAzz28ktUZmcYH7mZd3/gAd5/8w4cS9KMmnz1/Ff54okvsuAvcHfpVvpPa+bnAKn5Bjs5k5SR5Vd5+1UunzhwJ4f6biE+UaPxrRnC88vZCpvE6vPQWnMyCPnmzgLP91u8JNPM+c7eEnf1ljhYzuNKme4xT0zQOnyY5ouHab10mPDSJOE1e2iOjrCc91gMmsxNXcLJFSl0b0LaQ4RBH616mXy5i1xW4CQOExrLIUIanH6IuxssebPM2hOcFyc4HR+nK19ma3krW0pb2FLewlB+CFe6aDSL/iKTjUmm6lMduRQsMZgfZKQwwnDWg3owN0h/vp8Bb4ASJdzYJWyF1Ot1arVaR9aqDVrVEL8REfkaV+VxpYeNjdIWMpFYcYSbNLCTJrZpkpfL5NUSeblMTi7hiSquTDNaWwbYIkCJEGWCtJGD8sDOI9xCxkVwyyl7Zcj1pOx1ZwBbAqeQ8mrAtXOXZ3/GpAAZtSD230AGELcg8i+XSQBxmD4jiVK7o68C3iRcy2vmhOk8Y1aBfpZJyytk45exunK2vGbcvjy+M6edOVvrMmV5eZbdscUVMuu2La8Q37bFGzzvSq+3uixqe5l73VL3lZa/V8e+hbQB1hu0QevofCvgfzlxkenGHJ9K/gNXO7fytS/dRK6S0NU7jph5lrv2foT8oks89TTx7LcIPvgAj736CgtzC8zsuIMPf+QB7r5mGCEEl+qX+OPX/5gHzzzItd37uHapH/+0wcQRr1ujPOdvxpSPc/32iJ+88VbuGroTcbxB/dlJoskGCJCeQnW5NJoR3+gWPL09z9OepuhYHXB+e3eRLtvCJAn+sddpHX6R5ouHab50mEQIGnuvptrfw3wSMjN1CdsrkO/ahLKGaLV6iYIeSn3d2K5CJ4bGUoDWGm9QEHXVWcrPcNE6w3HxCktinp3dO9nRvYPtXdsZzA1iSYsgCZhuTHOhdoEL1QtcqF2gGTUZKY4wWhhdI4e9YcqmjAoUtWqNarXK8vIyy8tV6kstmtWAoJ7gyjyuzGEbG5Uo3NjHi+s4uk6OKkVrnqJaoCAWyMkqnmrgqBYOLRQ+CImx8uCWkPkuRL4X8r2Q74PCABSHMrDtSgHX68q4nIIXpJlYWM+4sUqu19fzurioCWEzBeI2GEtrJVO2PbBy6et2fN9Grs+k20C7BnTXAXB7mfsytr63/+Nt0LelDbDeoA3KSBvD5y7N8zvnLvEB9Qj3qxd5+fDP0XpV4PVUsGa+zG17H6BveQC9+CrhuUfxP/AeHn/9GIvzi8zuvIOf+PgHuH3PYOdE9xeOfYFvTn+Tu8q3MnrGYmlB4UvFo9EeKm6ToeEzfOrWA7x/+724ZzX1ZycJx2sAyIKFKjlM1QKe2ubx9RGbl1TCDV0F7u3v4l19ZbbmXIwxhGfO0HjueRrPPUvzm98iGOinvns7S4Ucc40qS/NzlPq34OQ2EQQDhMEg5d4uLFcRR5pGJUB5oAYjauU5LrqnOMqLLKpZdvbsZGf3TrZ3bafb7cYYw0JrgXPVc4xXx7lYu0grbnUy6XZWPZobpSvpwjQNS0tLHSBeXqxRW/AJG4a8VcLDxUoUuahJLl7GNXWKap4uNUtZTVOQFXKqjiMb2DRBWBinhMj3IEr9iOIQlIahPAalESj0pUCc74NcLzj5FGz9JWhVUvaXwK9CUAV/OdX95cy+gh7W0qVpp5hlywWwCysZtFNcpbft/OVjdmHtMrade/PL1Bv0Q00bYL1BGwRcaAX889fHqfmT/Fz823QHH+OFL42RkyGl6BH2Dl3Ndn0NNCdovfjHxB94N187e5r5+UXmd93JT378/RzaPUisYx4Zf4Q/PPqHLAfL3CGvxTkuiAPDq2ozh8NhVPcr3Lu/zM8c/FF2LI9Qf2qS4MwSkF6tkiWbc62QR3bnebxfMS0N7+wv8+7+Lt7RW6JkKaKZGRpPP0PjuedoPvccvmtT23sVC8U8U5V5wiCk1L8DoUZpVPtw8sPkSx5GG+pLASoHDLRYKk1z3jnBa+YF7KLk6t6rubrnavpyfVjSouJXOLN8hrNLZzlfPU+3282O7h3s7NrJjq4djLqjlOISuqGpVCpUKhUWZpdYmm0QNwR5q4ynHbwopBBX8ZJlStYsvdYEXXKSolUhp2rYNDDKBa8HWepHlEegaxP0bIfuzVAchuJgmgXbuRRA67PQmIPWIjQXM7kAzcoqPfO3llLQzPesyqK7sqXs1Xr5yrpb3sg8N+h7ShtgvUE/1GSM4U+mFvk3Zy7yPvFV3qfO8/WvfQR7UlMqn6KrcY7bRu9HNRu0nv0c5keu54lGnZkL55naeRc/9ckPccvOAcIk5K9P/zWfO/I5+p0+Di4NE5z1SDB8LdnDtN1ix9YJfu7QrdzTeyfJ84s0vjWDCROELVFdLhf8kId35nhkULFsCR4Y6ua+gW5uLhdQRtN65VXqTz5J/cknac5MUzuwj8WeLqZrSzTrdUoDOxFiM436MMWeIRxPETRjWo0Qd8hQ753jvPc6h8Uz5MsO1/Zfy+6e3ZScElESMV4d50TlBCcrJ+lyutjZvZNd3bvY3rWdETlCISxQq9SYn59ndnKBykwTETjkZQE3UZTCZQpJhZKcpd8+R6+aoGgvkBNVhADt9SCLA8iezdC3Cwaugu4tKSiXx9KDOfXpFITrs1CfWZGNuVX2bLrMWxhIub2snVst+9b5etJl4A36B6cUKzTGxBiTZByjM4lZP5Y212C1NDp7xjr9DeMMhqTju1Kcye5Sd+IwGLOip3Fpg472QTLDyuGxtBFKarfjgVXPbcemvm1b/xmeN/KW/V03wHqDfmhpJoj4l8fHuVCf5tPJb+PMfoRzjw/j5qvkK1/ljj3vo1QrEB79K8x2xfN9vVw49grnRm7hIz/1cX5k3xh+4vMXJ/+CPzj6B2z1NrFvsodgqsCCzPFYuJugfJp37lf80o3vZ/PFHmpPXSKea4EAq9tlJo740vYcjwxZVGzB/YPdvG+wm5u7CphqlfrXn04B+utfpzE0QGXXNqZNxML8HKX+HUhrM43aCIWeYRzXolWPSHQCo02my+c4qr7JRec0+wb3cm3/tfR4Pfixz/nqeU4snmC8Os6m0iau7r2aq3quYoe3g1JQorZQY3Z2jrlLFapzAa4pkDce5ahOKZqnR11iyD5FtzVJwarg0MDYJSgNIfu2IQb3wsh10LsderalS77VSaheguVLqezok1CdSPdyS0Np9lwcSjPpwuBKRl0cXPE5b12DhO9HSqtiRWgdkOgAnfhoHaB1mPlDtIkwOlqRnbFo3djaWK0v93VkB0Qzqdsgm/l06ter4jAJhgx0TQwkpPeUFaAQnbZbapU/u6Pc7l3d7k+d9bGmo6/0sIZ2jLzCnFX2av9qnxEZ4K6Ly6Rp97uGDHDbvqz+yqoCLp0+2O2YrHCL6bTqhLvu+lcMDe18y94TG2C9QT+U9Mj8Mr96/Dzv5HE+KI7w9MMfw503FK1vcE3XADu5Fr1whHD2aY7fepBjL7/AmZ69vPOjn+BDt+/BT5r8j+P/gy8c+wJX5XewZ7xMMJ/nlOzn+XiY3MBrfOrQbj6++T7k01WaL8+BTutuh7bgkS740q4cJ23D+4Z6+MBQD7d0FTCVCrWvfY3aQw9TffllatftZa6/m0uL8wjLI1feRauxCbewBbfg4tcjYp3AaINL5VN8Sz6F7mpx0/BN7OzeiRCC6cY0r82/xsnKSTaXNrO/fz/X9FzDGGO4TZeFuQWmJ+aYn6ghwxwl49EbLlJM5um3zzFon6bHmiEvFzEqB12jyME9iE03wtD+FJBLw2nGWzkHlfNreXkCglq6n9y1CcqjaSa9Xs/3fd/flU1BNCRJWiRJ882xzoA28VPgbXNmp8/yV/w6wJgQEAiRttYEG4GDIetPbRSGtD81RmGMRGe6NhKjJdpItM50LdBakmiBTkQmJUkCSSIyNqmtIYnJ6qeLFFxFBrpIhLAQQnUkQiKz/tlCKKS0EEKmXcakzPpaS0R2SlrItMd5u8iIETJtlCLWcVbgJMXCrFWZyABWiFX6it9kzbLbBVHSgmcrzzFyrd+IVaVX2r5VuoYsRqRtO1eVakmfadKSLCIF7awuDRjBz113NZtLhbfsvbcB1hv0Q0WB1nzmzCR/Mz3JL5r/SN/cezjz2Ca83CLdtae5a+sHsBpNWi/8AZV7buLJ40e5qPrZ+/5P8Kl7b0DImD89/qd87sjn2JfbxdazReKlHK+IUV41Jca2nOJf3HkHd4QHaT46STRdBymQXQ4viYS/uabAEwU41FvkI8O93NNfRs7PU3v00RSgXz9G5fprmS7lmJ6bodi7DSO3EQZbKfX1o2NDsxEgx1pMdJ/gm/JJrN6EG4ZuYKw4RqQjTi2d4pW5VzDGcN3Adezv389OayeFZoHZqTkunZtleTqgSJlyHNEbz9ArLjDivE6/fYG8rKCdLmTvVuTIPth8CwzuS0G5MQ/zJ2HhFCyuAubaVLqv3LM1zaR7tqXx3dvSPed8f9bc+HtDaQ3rBnFcSzlJZRLXV3yr/HFcJ46rmWx0wFnrFgBC5BDCBVI2xsFoG61tEm2nfakTiziWxLEijiGOJUksiCJBFEEUQZxIpHAQwkXKFVZWDqlshLIQlkIohVAWKIWRbU6vIWkpMUKSSIEWEi0liZBoIUikJEESS0EiJLGQxEIQI4ikJMr0AEksIBCC2EgiAbEQJEBi0q5ysTEdPTFktiHBEJv0gGZsUh3AEmAJgRIClekSkflAiRVdCoElSAuUZlKKLP8WIs2l1/hTKVaNy28zX6wa/27nt78vtGPW66yOBX58uIcB5weokcd3QxtgvUHfDZ1tBvzTI2cohif4tP4irzz2U1hzkqJ8muv7trMp3kZ48sv4mxMeRzMzVyE59H7++Sd/lJ6C4sEzD/LZlz/LFnuYXWd60bU8z7OVk0Jyze5L/Nrb38PeU6M0n55EBwkyp6jbgr8YtfiLzQ7lvMNHR3v54FAPvWFA7eFHWH7wQZZOHKdyYB9TOZu5hXmK/XuIwu1Y7g7cYo7GUoAsJywPXeJl92mmSmc5tOlWtpS2EOuY44vHOTx7mF6vl5uGb+JA+QAD4QDN+SYXz02xcLGBFxfpSwL6oksM28cZsY/TbU+jRIIpbUKN7UNsezuM3QTlkTQbnj8J86cyPglLF6BrDPr3pHvOvTtWgLlrc3ol6B+YUtCtE0XLRFGFKFpKZbyU6UvEmS8MK4RRhTheJkkaCGEjRB7IYUyu0yIzSRzi2CaKLIJQEQYKPxD4LUi0g5J5lMpl3b3yKNtFWDbCsjCWjbEstGWRKItEKiJlEUlFqNKT/4FUBFISCIUvUmD0haCFxAd8k36JDLTpSFsIXClwpcSVAi+TbduRKdCtSIklwBESWwpsIVbkav3bjLWfZXdAdAVk1wBuBqwr4Es2vhZ8N+itpQ2w3qAfCvrLmQq/fuI8H+SL3F7t4rWv3ojnLNLffJ47xu5HLs/SPPPXvHbwKk6fPMr4lrfx85/+SQ5u7ePh8Yf5Ty/9J0rk2HdhECplntHbOGsH3LJvmV+78X7GDhdovjiTLnWXXY7JhD/eV+CZAtw/1M0/GevnQM6m/vTTVP/2b1l8+mkW9l/DpYLHwnKFYt/VBP4OvNIOlGXRrAWYsTqnu17mRedJ9mzawTV91yCF5NTiKQ7PHmYwP8iNQzeyv7ifvlYfC5cWuXBilmjJol8L+uNpBuVpNjmv0edcREkDvTtQ2w/BjnfA4N70ru/sMZg5AtNHYOZoemWpf3cKyh25JwXn9r3jt5CM0cTxMkEwRxjOX8ZBOEcQpBzHS+lyK0UMBbTOkyQeUeQQhjZBYOO3FI0GRJGLsrqw7S6EVULYOaTjoG0HbdnElk1kWQSWjS8tmsqiLhV1oViWiiUkNQSNJKGVGDSGvJTk1SqWao2dWz+uJHkp8dRa0F0PvuvtDbDboPW0P4t37AAAIABJREFUAdYb9ANNodb869OXeGhmgl/W/4H6K5/Af71EQT3Pjf1bGYk2ERz9cxb2d/PkxDnG3VHe9vFP8dE79nJs8Si/9cJvUW8tc8P0GMx18y2zhROW5o4DNf7X6z5A15MJ/olFEIKkZPOlXsGf7PIgZ/GpzQN8eKgH99xZlr7451S+/GUWto4xNdTH5MIcxb49BMFV5Lt2AALfD4k2L/JK8RnOl49w+5bbGMgPsNBa4Pmp5wmSgNtGbuOG0g30NnqZvTDP5KlFRNNjOG4yqMfZ4rzEqHMCVzUw5S2orTcidt2THvZqzMPUyzD9WgrO86fS/eKhfWlZxKF9KXdtecuWrLUOCIIZfH+aIJjCDzLpT9NqTRIEs8RxBSE8oIzWReI4Txh6+L5Ds6Go1yVxUsSy+1BWL8IrguuROA6R7RJYNk3boaYsqtKmIi3mhWJBw3KisYSgbElKlqKkFKU31DNbKcqWomhJikpRyEDXEeKyPt0btEH/f9EGWG/QDyzNBBE/d+Q0ovU6/zR4iJe/8iG8KGTAf5I7x96DqkzRmHyIb2wf4eLkJaJDH+LXfvoBfLPI7770uzwz8Qx31HfhTAzyKqMckRa3XLvIr+9/H92PxoQXawglqecVf7zV5oujFrf1lvjZzQMcchW1rz5E5U//lNmFWaav2c2FagWvPEaSXINT2I1QNkEYUt8yyQu5R4kGlrlx9EYc6XB88ThHF46yf2A/h/oOsSXaQnOyxfljM8i6y1hUYcicY6t3mCH7DNJSiOF9qGveAzvuTstITr8Cl16CycPp/vLgNTB6EEYOwNC1MHh1Wqjj70FxXKflT+C3LtJqXaTlX6TVmsiAeJokqSNED0Z3EUUlfN+j0XBYririqIhlDyCcPvBKJF6O0PFoOi5Vy2HJspmVNlPCYjYBMPTaFr22Rbet6LYsemxFj23RbSm6bUVP5uu2LXosRZetcL+He+XfT9Tu3fydekxfqdf0el3HMSQJOo4xSYJera8bM3GC0QkmjtHpibaONEmCSTQmiVfZCUZnDUh0Wsc77R+dyUzHGIxeXZN7VYxuX8VKu3N14vSqI9tr5plO7Oqx9rNW/O0xVs2HNcfGs2PhB/7Nv2Hk2mvfsn+/DbDeoB9IemGpzs8fOc3d+iu8bdLj4lPX4Tin2e/G7LL2ERz9Syb2lXnuwmnGe/fyiV/4eW7a3cvnj36ePzr2R9ysd9J1epjzZpAX6OLA3in+9wP3M/A1QThRQ9iK6Zzg96/2eLxb8uOjvXx68yDDF86z9Kd/xvz//AozV+3kvKsIEoHyDiKsvTi5PK1mQGvzLM8WvooaCzg4fD2JSTg8c5i51hx3jt7JDe4NuIseF16foTGdMJoEjJkzbHefZ8Q5hXFKqM0HkXvvh+EDUL0IF56DC8/CzLH0cNfoDTB2MJVD+76rJWxjDGE4R7N5lmZrPAXk1gUajXF8/yJJ4iPoI457aLUK1Gouy8sW2vQg7UHwBtG5AoGXp+bmWLRdZpTDRWlzKYG8kgw4Fn22xYBj0+9YDGTcv9pnW+SV/EeR2RpjLus9vdI3Ou0hHUURie+TtHxiv0Xi+2jfJwkCEt/HBAFJEKCDABNGmCBAhyFEISYMMVEKbsTrZBIjsuPcqUwQOkEkOpXaoIxBGo00pG0zjelIoTVSa4RO+0KLzCcyIGz7DICU6SE3ITEyPeltZFabW2Y+KVZqdcsrsGrrKtMVQrXjV2pyr5wWz+x1J8eFECDT3tkrfrIT56zEkcWtOm1Odihs/fwr+rLT5iu/Q/pv3unDDZ2YgZ/5aXJbtrxl76sNsN6gHygyxvD5yQV++8x5Pp38F9SL9xGeLdOVPMFdo3fg1X1qZ/+SJzd1MbHUoPvdP8Evf+QdfHPmG3zm+c8wmnQxdnqEetTHY/E2Rnae5t8euo9Nj7tpJm0rzuQF//f+HKeKip/dMsgnh7uxn3mahc//d6amJpi8eieXlivkuq8iig9Q6BmlWQ8Jxyq8WPoateEZDo4cIEoinp9+Hlva3D18N1dzNf5EyPiReXpaii3JOFudw2xxX8WyDGL0etSBD6Z7zQtnUmC+8CzU59IT21sOpTx68O+cMSdJQKt1nkbzLM3mWRqNM9Trp2k2zwEWSTJAEHRRr+dYXrIIoy6UM0aSGyYqlKi6eebcHBctl3HpsKhh0LEYdm1GOuys0m2GHBtPfe+y3iRZ6T0dBAFBEOC3WkTVKsHyMnG9TtxokDSb6GYrlX4L02qh/QACH/wAEwSIMESEASKMkFGEpRPsRGMlCSpJUjBMkjWslcJYFsZSkB1Uw7bXsHBssB2EZSEsC5lJodpXo1Qq27ZIdSlWX5lKgSXFLJFmkIJVmWla5ENok2a0new0STPRK2W2RkOiMTq766XTDJl2Vqx1Ktt2knRi10ht1sWsk+sy6c4lZtH+ErAKuN+k3QHg1Xa7+YaUGRZ/O/vbvMYqHv23n8HZuvUte79ugPUG/cBQrA2/fuoCT86e51eDz3Hmqx/HDXy2m9e4ufsO4rOPc3GkxrOzE1wYvoFf/JVPM9Ab81sv/BavzbzMjZM7sZaHeCTegx4+zW/ceRu3PDdCeL6KsBWn8oLfuS7PTEnxKztG+LGig//Xf8XcF/6Iye4iZ3tKBEYhrBtxCntJtCAp+Lw++A3O9L/MTVsPIhA8P/U8SiruGbqHneFO5k8uM3+2xeakxRZzjN3e0/RY0+i+q7D33w9b35aezj73JJx9Is0uttyWgfNt6fL2m6wvbUxCq3WBev0E9foJarXXqdZeJwxngH7CsJdGo0hl0SUIexDuNqLiMPV8iQUvz4TlclY6zKEY82y2eC5bcg5bPIfNXirHPId+x0L9A2bBacYfdvpPN5tNgmqV1twc4eIiUWWJaKmCrtfRjQam0YRWE1o+wveRgY8VRjhJjB0n2FGEFYbIOEbbNsZ1MZ6HcRyE64LrIlwX4dhI20HaNtK2kFYmpUIqhWwDJWSgtArE2ku/cYyJY4gjdBh2MmcThmtYRxEmDNPs2HHWsm13ABxLdU6np6zAslKfUgjbenO2yuavtldnu6skUiCUAikzeXmMkALWxKyXKzFCyitKsi8blwHj94DaXxwM2ZccTPb9YWU5fPWY7XnIt7Du+wZYb9APBC1HMT9/5DSN+jF+ev6bnHv0R/DkWW4tuoyYURpHvsAze/oYn1+g696f4hc/fBd/deaLfPblz3Iw2ELP+BZeiHdwsTjLL929lQ+du4Hw1QVQklNFye8cyDFfsvnVHSM8YHxq//0PmfrbB5m8Zidn4wC7sJXE3EyuPIIfhCxuOc8zxS+ze9dmyk6ZV+depZk0uXf4XnYFu5k/tkz9YsSuZIZt6iV2eM/j2Aax/XbUgQ+nnZjGv5GCc2MWtt8J2+9K96N7d7yp4iFJ0qRWO0atdoRa/TjLy8dotc5gTJEoHKRaLbGwkEPLzcS57fiFbhZzRS44OV5XHjVlsTPnsjPvsj3vsi3ndgB52LXfUjAOw7DTc7q+tERzegZ/Zppwbp5oYR69vIyp1qBRRzabyGYLN4pwoggnDLGDAIRA53LoQgFRLCLyOaTnIR0X6Tgox0ZZNqoNqpB+sMYxJsqWmoMA3WygGw10s4lppcvTxvdTgMxlz/Q8RFtmPpHzkF4OmfMQrpdKL4f03AxgVwOujXAc5HoQdhyEk30pyGws6zKAMu295TgijqJ0z3gVG73K1gk60egk3TM27T3p9lgcr9jr5657RnvMGJPuQ2vT2c82uu3XGG3Simar9rpZtfe9JrYzZyW2M1e3Y9bHrXqN9t7yKuBMt47NqrHMp9ulRcnm0gFgdLuMqFn7TFZl9LSzbDorFp3l9dW2gI/95m8zsGXbW/b/yAZYb9A/ehpvBXzi5eNcFT3JHccVlZf2UDbP8o7BW7AXZ5gKnuXJYInx7j389K/8El29VX7jmd8gqtfZfW47C8EY36Cbe25p8a/MPZhvVACYKCr+zwM5Kl02/2LnCO/1qyz9t//GxJOPM753D1PNOk75IELdgFAeYbHBtwYfItiywO7+nUzUJji5dJJ3D7+b/Xo/i6/XqY2H7Ekm2WU/y3b3RUxhAHvffYid74DFs3DqIbh0GDbdmALzjrth+LrvmDlrHVCrH6dWfY3l6issVV7BDybQephGvY/5hRxB0E+S202rOMxsocQpJ88x6dGX89iV99iVd9mRT8F5V95jyLkcJP4upLWm0WhQq9Wozs/TmJigNXGJYHoKvbCIXl5CLFeR9Tqu75MLAxw/wIoikkIBXSohSiVksYjyPJTrYjkOSimUkuneaRil+7qtFrrRIKlW0cvLJPU60nWRxSKyUEi5o+eRhQKq7S8UkIVVcas5n0O6LsLzEEql+9FRSByGxGGQyb+DHkUkcUwSReg40zuy7Y9X+aMr+nXy/7F339FRXGfjx78zO9ubtOpdAiGBANFE7xiDMcXdjnuJSxL3xOnFTntjp7f3lzeO43T33gtgehFCFAkQQg31Vdui1fbd+f2xAoPjGJIYyzb3c86cmbl3dvfOwtGzd+bOfWJolETPXqMoiV69cqyHLyNrhsuG96XhbY2iQTp+FSBRJmk0wz9gjtXJ775WUZBl+YS6RK9XPj4zWaJ3fOwSvCy/e49ZljUnX4p/n2OPX6I/qW54X5ISx5w4E9p7j2X4fvaJ6+F7yZL07hiHd4Pou+tj960l6d0AnKiTj993lt7zmpEkgrXwiVbp9nFTTT1rok+QsW0a0Q4rBepuZibPI9zwJntyAtT1OonN/wxfvH4FTx75G3+u+RPTB0Zh7itgXXQMpsImfjpuOWlvAZEYLrPCT8YbOJCi5cvFWaz29OF6+GHadlfSVDqagXAY2TAPo3U8oVAMb04Hm5NfpHhMLoqksKN7B2VJZSzQLyDWKDNQ76ck1sUY7Q6K9FWo5ky0Uy9ByiqHjio4/Ebi2eaS5VByXqIHrbd84HkHg5243VW43bsZcFURCDShqukM+VLp7TUTiuUSMpUyYEuj2WBlv2JE1RsYZzEwzmxk7PC6xKzHrPn3L9UdC8QulwtPaxu+5iZCXV1Eup3E+/uRXS4UrxdTKIgxEEQTiRCz2VCTkpCtVhSzGcVgQNHpUDSaROANhYj7/cS8XmJuF7GBxI8mjSMZTVISGpsdjc2Gxm5Dttre3bbZEnX2RJlss6GxWlFlmVDAT9g/RDgYJBwIEAkGiASDhIMBwsPbkWDg5PrQcH3g3frjATcaQaMoiXbrEj8eFO0J27r339YOb2u02sSiKIle/rG1VousKO8pTwRj5cQ67bHg/N/9kBI+eUSwFj6xXulx8+W6Bj4X+gPBt1ej9QeoMAxQpIzCW/cYa9NlWmNGln3+HoqLJb655ZvEvT5GNZZwODKaBrOXL84bxXmVo4n1BAiYFP63WMfb2VruKMrkqqAb769/TUvdAZqK8vHFJNAuQG8bTTgepjF3F01Z1ZRkj6bF04I76GZV2irSe7No3+uiKORirGY7YwzbUM0ZaKdcjJQ+Dlo2Qd1riYxTJedB6XmJEd3/4hEjVY0zNHQEt7uKAVclLlcl0WiAYDCX3h47Q8FsQqZxuKwZNBit7NGaSLWYKbeaKLcYmWA1Umo2/FtTH6qqit/vp7+/H8/Ro/iamgi2thLt6kLt6UE74MLs92Py+VC1WuIOB5LdjmKxoBiNiQAlyxAOEx8aIjowQKy3l7jfjyYtFSUlFY0jGSXZgcbhQElxoEl2JMocw2UOBzFFQ8DrJTDoJegbJOQfIjQ0RGjIR8g/RHBoaLgssR/y+xP1fh+RYAidyYjeZEZnMKI1GNAajOgMhuH9RJnOYERn/Nf1Wr0Brf7dwCx9yh8FOzlr1onr4YQeDA8WI/Zu2QlL4l7uiZmyjmWtih9/xOnE+pP3h+tPyqr13voT3/PE9/7nz3r/+mOfcexxq2P7vGf/3fr33eaEy+TvU19UeAcGQ/aH9u9yusFaJHIVPlb+3N7LT5sauW/w7/S/fjGWeBsLk5KwDdlpHXiaLZYhOlJncd+XbmZd17N8/7VHmNpfhL5/Gm/F85k+dYBfh5YjvTJERBvi2UI9vy/Rc31+Ghs1EUK//Sn7d1dSX5hLsGgMaBais+UQUgJsyX4OpcRPktFOf3cP3qE0VmlX460NY94ZpJA3WWlchy4JlEkXIeddBi1bofrPiWk6x18EC7+WmDP7fSQCZRMDrm309W7C5a4kHjfh82XidNqISKtw20potjiozLFgsVqZZDUxyWriPKuRiVYTNuX0esvBYJC+vj5cTc14D9cRbGoi1t6OxtmDxevF7POBTofJ4cBit6NYrejS0tBmZkIwRMztJup0EuvpQROLoSgKis2KNi0VJT0dJS0tsU5PR5OWRlSr4Pd48HtcBAYTQfhYMPa3NxA45H23fNCLGo9jtNowWm0YLFYMZgs6kwmD2YzeZCE5Kxu9yYzebMFgMqM3Dy8mCzqDYUQC64kZs45lyjpxfWIyj3ezZUWHs19FiauJ/UQmrGPrREaseDyCejxLVnS47L3Hh4/XHQug8eFsWe9myHq/QBwnkTErTuKasGb4kvBwEo7hDFmypBkeM3HsMrP87iVndfhyMidckuaEfRJhTTqWgOP4TNrvHoV0Qiar48cPP8J8/Es+eV89/urhkKueXHPi/slV6glHnfyadwOx9M91732lenIdQHLqZWR+iMH6dImetfCxoKoqP2nu4In2Ju7qfo2Bd87Bru5jScpE6Khll6mROq8L0/IbuPKCcr617Rt4+50UN5dyKFRCW3IvP5s4k5JNZohBbbKGr08xMjvDzteSDWj/+DDN76zl8OhC/BiQdEvRGNIJWrxsTX+JlFIdoXiIenc9K1NXktdbSP++QcZHmplgWEuqrg0K56OUnQdd++DQS5AyBsZfCGUXJLJLvY9QyMnAwDb6+7fQ17+FaDTG4GAOTmcKQd0kem1FHDLaqTVaKbNbmWE3M91upsJuJll76t/SgUAAZ1cX/bUHGDxwgEhjI1JHByaPB6vPB4pCPDUVTXIyOosFnVaLFAoSHRgg2u1EDYXQZmefvOQk1kpWFhGjAZ/bxZB7gCGXi6ETtn3Da7/bhaxoMCc5MNmTMNnsGG02jFZ7IiDbbMcD87F9rd7woV3uTQxeChOP+9+TNWt4Ox44vh//V+XxIPHYu0E4Ggsmyv4pY5YGWdaSmI9cGc5ElchUBTKypOFYGkf1WFA6IQAlAv5w/+54D1F9n57qsfWxIBsHokjDgVcijiQN511WZVSOLZrj+3HkxLYqE2c4axeJLF6JMomYqkFVJeKqTEwdzuilSsRVDTF1OKPX8bJj68RyLI3ke8viKonPUiE2nMLyWP2xHwPvfj8yqjo8kAsJFfmkY+DE44fLpMRaOvZ66d3thOHPOf55J9zfPl7G8eOlE35cHH/2+qQfGyfX3b5sDUXp6R/K/93hdonL4MInQ0xV+WpdM9t7G7i5qQr3zgqy1GrmJE8ncORV3k5206yaWH3nfcSSG/nu1gcY68rC1lPGOjWXhdN83NcyG7rCuMwaHig34kk18P1RaRQ/9RiNzzxF/ZgivHENkn4ZGkMmQ/Z+Nmc9T35JKt1D3fiCPtZYLkA6pEffOcgkaSdlpnVgy0E342qkiB9qngaNFiZdCRMve98etKrG8Xr309e3nu7utwiGOvH783A6HfjVMpz2sew1OzhqsTPTYWe6zcwMu5kJViO6D+gtxmIxenp6cO7fj7emllBDA1JbG+aBAayDXmJWG3JaGtqkJPQGA3I4TNQ1QLS9A0mrRVuQj66gYHgpRFeQD2mp+GNRBvv7GOzvZbCvF29fYj3Y38tgfz+KXo812YE52YE5yYE5OTmxTkrGnJyMZXhbazD8R//2ifnDvYlEHcMZsmIx33BWrEGiMd/JWbSG96ORwUT2rJiPWMwPyMOZrbTIsg5pOLUjyMNBJZECMa6qxI+PZh7uiRIdDopRJDWKRJTEJVmFmKo9vkRVHdG4lkhcSySuEIkphOMK4ahCKDa8RBUicQ2qqqCSWJA0qGhBUoBEkEdSQNKekIJSO9z24W1JQSPrkDVaNLIWjaxDo1GOr2VJg0ZW0MgaNLJ0fJElCUWWkOXhJB3vU6cZrleGy048RiNJyDIospyYy0SSUGQ5Mb/J8LGJcV7D2aukxHscG8d1fH+4Tjp+DOJe/L8ggrXwiRCKx/lc7RE6XbVcWtvJYO0Yxil1TDCNp7/xSd4y+mjPKOeer97GPxr+Hxua1jKxdTyt/vG0pvTzq+I5FGwzEJcl/lqk5YnRBr5anMX5u7bS+ptfUZefTR8ysn4ZGmMOQ7YBNmc/R+4YB02eJpLkJJZyLoO7I5T425moX0umrgmKl6AUTIeGt6G3DsZfDJOvTMwa9p4/OtGoj4GBLTh73qavbwPRiIHevixcg0X02Co4aEmj1mRnWmoy85IszHdYGWc2/MukDtFolB6nk+49e/Du2UvkcB269g6SXS7Q6SAjHa09CZ1ejyYUIuJ0EuvtRVdQgL64GF1REbrCArT5+cQcyQwGhnA7u3F3d+F2JhaPs5uw3481NRVrSlpiSU3DlppYW1NSsaWk/VtBOB4PEQ73Ew73vZs9K+o5IWOWm0jURTjsJhIZIBJxE4sNIcuGRPar4SCrqppEX1KFeFwdvpQcQ41HgBCSGkIiRlQ1EI4bCccNhGN6gjEdoaiOYFRLIKJjKKolHNMRx4CKAUk2gmRAlo3IGiMa2YSiGNEqJhSNEUXRo9UY0CoG9IoOvVaDXtGgU2T0ioxeK5+8r2iOl+s08vDxMoo88iOMhU8Occ9a+NgLxOLcuL+OgKeK1TvjDLYUMsPQRr48iqaup9mud+ObehGfu3Y6X9x8EyZXjIq2OWyMFlMx2cOvGpcibY3RaJO5p8LE0pxk3vb34b37c2xRVFqyU1F0i9CaRuG3utmS/SgZxVY8ri5yAslcHvoMg3v9lMZ2M9n4CkqaBV3FZUjhoUQvmhDM/FxisNh70kRGo4P09q6ls+tl3O5KgsFsurrSGZSupMk+li3JyeSVprPIYeUryVYmW01o5X/+A66qKm63m/a9exnYvp1wTS2Gjg6SXC4Us5mU9HR0dhu6vDxiBj3Rrm60gD4tDX1xMfriYjSF+fgUDQPdnXR1tDHQ0Y5ry9t4nF3IsoakzCzsGVkkZ2aRP2ES5ecsJykzG3NS8imDSjweIRTqIRx+T+asSB/hcP9wRi0n4XAfsVgIRbGg0RgBLXFk4nGIqfHEPdl4GNQgMkFi6AjFzAxFU/CFTfjCRgbDeoYiemKqGSQzyGZk2YJGMaMoNnRaKwadDaPehllvxmLQYjUoJOkUTDoNBq0Gk06DSadg1CW2tSM4k5ogfJhEz1oYEUOxGNftPYTs2cmcDRbkXg0LLRGSAzEqg5s4EByi4IrbyRzv4Yfbv8/4ntFE3BPZbZD40bixlFcmEVFkfj5Wz558Iw/l2Mj/9c85ePgA9Sl2ZOMMNOYpBHV+thQ8R9oYI4ddh5lonMhE5xTUw4NUsJPxprWoKWPRly9PTFbScwimXANTr0/Mw32CSMRLX9/bdHS8jMdbhX8ol86uHPqMc9hny6fOnsL89BSWpthY6LDieJ97ztFolM7WVrq2bsO3uwoO15Pc04NWVVGzstAnJaEDot3dxFwuDCUlGMrKMIwvQ1NczKBOYaC7k/6ONgY62ujvaGNoYAB7RiYpOXk4cvNx5OSSnJGFPTMLo8X6L/8NTs6cdWL2rG4CgQ5CoS4iEQ+KYkGWTaiSQjwuEYvHiA0HXkn1E1O1BGJ2PCE7rqAFV9BEMGZGlWwg29AoSWiVJAz6ZEyGZCwGB3azkWSTjiSTliSjFpsxEXiNWo3olQpnFXEZXPjY8kVjXLn3AFbXNirWpmEYDHKO1YKur4216m7qJSOr7/0yOwJP88bhlylvncwBfzmm0U5+7l6Ivgf2ODR8ZaqJzxakcc32DTT98ffUFGQT1RaiMS0iopHYlf8K2nEBWgabKdOXUd49FX29i5madYwyVkHBfLQ546DmmURgrrgJxq0+KTFGPB6ir28DrW1P4vFU4vPl0uXMpcc4h+3WfHzpmaxId3Buqp2pNtM/zf4Vi8XoaGmhY/07DO3cgf7IEZIHXMSSk1HS0tDr9UguF+GuLoxlZRgnTsQwYTzx/Dzc8Si9rS30Hm2mp6UJb28Pydk5pOYVDAfmPFJy8kjKyEJ+n2eqVTVGKOQcTtLRRiDYSjDQjt/fQiDYSiTiRVGsSLIxMaAoHk8E4bgfiRD+WBKuoIO+gI2BgIUoSSA70CgpGPRpmI1p2M3pOCxWUq16Ui060ix6kkw6dIro0QrC6RDBWvhY8kSiXLHnAOnuzUx6Kxeb38NSWwaRtp28qtRz1JrP9V+9jV/UfIdBZzej2irYGM/npnITa3YXEZEkHpxgoK3AzEPGGMr372e/VsKpM6MxX4CqtXIwdzO+sa10hzsZo4yhvHsa5gYXs5U3yTPUII9bhWIyw4HnExOWzL49kV5ymKqqeL17aW9/GmfPawQCDjo6C+k0zGeLLZ94ehbnZzhYlW6n1HTyqGZVVelqb6dt/TsMbt+G9vBhHH39xB0OdGlp6FCJtrUjm02YJk/GOHkyUkkJLg10tzTS3XiEnpYmYuEwaYWjSC8sIq1gFOmFo3Dk5KJRTn6mWlVVQmEn/qHGE5J1NBEItBAKdSPLJiTZREzVEItFUONDSAQZiibTH0zBOWTHG05GldPQaDMwGjKxW3JJs6WTmWQi02Ygw2YgyahFfp/L+IIg/HdEsBY+dgajMS7ZXUOeeyNlbxSREuxjsS0XX/ObvKZro7NgJpfctoDvbPsyub0p6HpnsscS4/dJ08hsNtJg03DndBOfzXNw6bP/4OCGtdSlJyObliAZSuhKO0zj2B0EdT6MESML+5dgqXczW/tF/npvAAAgAElEQVQGuYaDyOPOR1H9cHQ7TL0OZtwK9pzj7QuH++joeJrWtscJhUJ0dBbgVGezxV5GIDOXNVmprEy3U2w6edBVMBiksbKSnjfeRK2uJrWzE9VuR5uWhl6CSGsb2ox0zDNmoJ82jaG0VHoHeuhqqKe74TBDbhcZo8aQVVxCZnEJGUXFWFPTTvoREI9HCQRa8A0dwT/UiN/fhG/oMH5/S2I0sWwhGieR2lIdJBw30RdMp3PQgTeShqrJRq/PJclaQGZyHrkOC1l2I5l2Axa9GLoiCCNFDDATPlaGYjE+s6eG3IHNlL0xmvRwJwttRfQdfZW3lXZ80y5k4So7X910JxM7JtLum4auoJ9nOxcgt8BvSw3sKDbxZ20A+e5beDMtiUDuNBTLEoKGINuK/4I2O4pr0MXqoQuxHBhivuZxcm11aMatRBNOgvYtMOdOuOjh49N+JgZ47aKl5c8MuDbT159Pt3cBu+0zqMvPZWVeBj/OdFBmMZ50Pj1dXTS99hq+TZux1NdjDgRIzc7GYDQS1+tRzGZMEyeinzYVb2oynR1tdNTV0vXUn0lKzyBzTCl5ZROZseYSHLl5J2XxCYcHcLm24xs6jM9Xh9dbi9/fhKwxE0dPLBZDjftQ1Th9wUyOetMZjGQj6wqxWUaRljSavBQHMx1G8pJNmEUwFoRPPNGzFs64QCzOVXtqsPbsYPIbOWSF25lrH01764tskJxYV98MpfU8W/sE5W3T2RUax+XjtFy2fwwuvcytM02syE/m+peeoHbTehocDhTrhag6B9X5bxEq7abN28qFXIJlv8Q81lNs3Ilcsgwl4ob+Bph3D0y5FrSJXnEk4qWr61maW/5CMBikrb2YI7olbHCUML0wj8syHcxLthy/B62qKl2trTS/8CLBDe+Q2tQMNhu61BQUf4DYwACWOXMwzJ2NJzOdrs422g/V0tPcRGpeAbllE8gtm0BOaRl607s5qcPhfrze/XgHa/B49jLorSEa8yNrbERioMYHiavQOZRDiyeHiFyA0TAKR9IY8lPzGJVmYVSaGZNOBGRB+CQSl8GFj4VQPM61e2vROCuZ/noGeZEOZlpH0dj+AlukAUZdfxfV2mc52LKb4rY5bJPT+GVqCYVHbWxNU3hwiomfmmKkPPANqlLsBHVjkc1zcDpaqC/bjJMOZjOHvH1ZzIzsZILpbcifjU4Og6cV5n0RJl91fNBYINBGU/MjdHc/j8uVTYdnCputc/DkFnJ1fhaXZCRjHZ7SU1VV2o4coeW554lu2Uxqaxuqw4HBbkft7ESXl4t53nyi48fSHQ7QUruPjrqDpOYXkD9+ErllE8guGYvOkOiVx2L+RGD27sPj2YfHu4dIxAOyjWgsiqQO4g6n0OjOxRspQGsoIS25jOLMIsZm2cl3mMR9Y0H4lBHBWhhxkbjKjfsOEHJWMef1FArCXVRY8jnQ9QI7JR8Tbr2dZ1y/INQ5SEr3Ag5Z4zzqn40hoOWh8UYGiq3cX/UODa88R5MjBY31IuJ6K9uKnyOU34fer2fe0YWU9x1khulZyJiAITkZOvfCwq8k7ktrEgOyPJ49HGn4f7jdO+nqGk19/BzeSpnI7FFFXJedwhSb6fg94t7ubuqffJLQ22+TdrQVNS0Ng9lMvKMjMVp78SIGMtNobWnk6P49ABROmkLhpKnkT5iMwZK4xB4OD+Dx7Mbt3sWAaztDQ0eQZBuROBD3MhhJon6ggMF4KVbLBPIyJjM+J42SDKu4dC0IZwlxz1oYUXFV5e4Dhxh07mfR6w4Kwt1UmPOpdj7PLk2Yiju+wO+avkVKdzKavhUEcvw83joft07m+vlmrswyc85D97ONKP6sOWjMs2lLraNlwgs4A51c0H0J+UfcLDb8BmOqHsOopdC8GSZ+AS59FHRmVFWlr+8d6ut/wdBQJ63tY6nWfYWanHFcV5zPW5nJ2IefhR4cHKTuxRfxvvwKqXV1WG02Ui0WVK0Wc0kJyvx5OG0mDh3cT/uGV8kaM5ZRUyqoWH0RjuxcJEkavte8gaa2bbhc2wmFnKiSlWgsSCwep941lt5QCSbzRHLSJzOxOJeV2TYM2n8/laUgCGcX0bMWzojvHG5gW0stK9+QKAj2UWHOYafzeaq0EnPuvoqf1X6doq5RdHrmsqRQ4pojZex1aPjudDM/C/cT/8n32Z+ejmxdQ8yYxPaS53CntzM+MJ6y2jwWSa+TZ6hDGTMPTdu2xKXu+V8CcwqqqtLbt5bDh3/GoM9NS+dU1pvPJVY0lluKslieakcjScTjcRqqqmj/y1+wVe5CJ0toHSlIvb2YJk1CWryQToNC075q+ttbKZw0leLpsyiaUoHeZCYWC+L2VDHQv4X+/nfwB9qIYyYeHyIQNXGgfwwBJpDqmMGEgolMK3CQZNKd+ssTBOGsIXrWwoj5bUsbb7c2ccVbcfKDHirMOexwPk+VXmHGXWt4aN+XGd9VTt3QVO7LSGFqQyZ/H6Vjx3grf3z7GQ7tq8KZMxGN9Tw6Hc00lL/CQKCXCxsvYFpfDdNMD0HuLHRDdtBIcNsGSC5EVeP09LwxHKR9NHdO52X7MgpnlPGN/Aym2hIDuzxuNwcfe4zgyy+T2tFJRkY6iiyjzctDt2wpXUkWqvdV4974BmNmzGbWJZ8hb3w5ilaL39+Cs+8JenvfxuPdjyqZiMZChGMaavomE5KnkZMxlymlJSzPsYtesyAIHwrRsxY+VE90Onnw0CFuWNtNvjtMhTmdHc7nqDLoGP/5Bfy+9meUd0xnb6iU3+iKSfNZ+PpkIwUFZi77ybfYoZOJmxajGkZTWfwSnZmHmBOYx/gDBs41PI7JomBKS4eAC1Y8CKOXoKoq/f0bOXDwBwwOBmhyzuBl27lMGD+euwoyKTLpUVWVpj17OPqHP2Cv3IVWp0NnMiEFApgvWENvUR4Nhw/gbG5g9LSZjJ27kPwJk5A1Eh7PHnp71+LseY1weICoqkWNB6l3FdMbmUpaynymjZ7MtMJk9KeZb1oQBAFEz1oYAWt7XXyvroFbN7WR7ZapMKezvfs5qowGRt0ylUdqfs6ktnnsl7L5i1pGNKjnqnkmbjOFyf3m7WzOyEFjvwSvbYg9E/6MJ9rHpYcvYM7QdsaZN6HJr0Dpq4GyW2DGLaDR4vHuo7b2u3i87TR0zeYF+woq5pTxx4IM8o16otEoe194kYG//pW0I0fISE9HI0kYx48nMH82jZ5+mvZUka/EmLTsfIqmVKBRJAYGtlJ3+Cv09q0jpsrEYhEGwyZq+udhsi1i0qh5XDc3A7tRe+ovRhAE4b8kgrXwoajx+rm9to7P7awjvdfKLLOdnc4XqDIZybtpPI8d/D/K2hbToE/m7+5pdJi0fHGWhQeP7qHvhaepzZ6CxnYuB7O30VxcSZl3PPMPl7DU8Cs0GZnoNalgc8DlO8Cagd/fTO2BH+By76a5fRovWG5g6pwp/KMwgyy9jkGvl21/+D2x518gye0mKykJ2WpFv/xcOtId1FVXotRWM3HxuSy64VYMFhMu13YOH/kGvb1vEVMV4vEAbYM5tPpnkZF+DgvKp3Fxtk0kmhAE4SMngrXwX+sORbhmbw037dlPSlsqc80WqrtfZpdRR+YNY3jm0J8obVuKy2znkb6Z7EpR+F2FhV88/yi1znZC6cvBVMzWcc/QZTnCpQ0XsNC9gxLTdrR5E9F4j8KKn0LpCqLRQeoOPEBX13O0dkzgNd03yKqo4OHiHPKNetz9/Wx68H8xvvoqFllGJ8sohfmEl5/LQU8fnXV7KEmax8q7vkz6qGK8g3to6fgfnM7Xiaka4vEAzZ4CuiNLGFOwgpUVJWTaTz+nsyAIwpkggrXwXxmKxbiyeg9rDu4lrSGThSY9B7rfYLsuRvI1RbxU9xjFbcvQWJP4aW8Fz+ZpqZxo5v5f3s9unQGSLmfQGqVy0qMkhSx8rmYZK/QPo021YZD0kD0Brn0SVWemvf1J6usfwtmbwbrIXUQmzOcHpfmMsxgZcDrZ+P1fYXnzLZL1erSxGPrp0+ibPJEDdfuRGg4yZcVqVt39VWK46Op6nq3bbiQcGSQWD3PUm0dXeDFjClZz6cwSUiz6U5+8IAjCR+SMB2tJkjRAFdChquqqM/15wkcnpqrcsm8/pY0HKdify2KTTINzHVs0gxivKuLNI89R1H4eDksSd/ZO4Rdj9WgKtdzwwy9RnVqAbL+Qhox9HChez9KuhSzpbmKy6X/RZIxFibrgwn9A/kw8nr3sq/w6LreHPf0XUVV0Pt+cVMrsJAv9XV1suP/b2Nevx2EyoVVVlAXzOZqXQV11JbmeAc656fNkjy2hr28t+w7cgMe7n1hcxhW0UDd4AcUFF3PRzDJSRYAWBOFj6qPoWd8NHAJsH8FnCR+h+w8fJtDcxPxt6SwyROno2c5GqQf91WWsb36J/PbzKbI4uKFvAt8uNzDFPkT+Qw9Rlz4V2bqQXWNeoT3pIFcfPI+V8WewJoXQG2yQPwmW/YCorHJg39fo7nmdho5ZPOu4lJuWTeXbWQ6G3G42futb2F59jRSTCa0sIy1ZRGOSieaDNYwfP4ZrfvRL9LYY7e1/Y9OWa4nEIBaLsqd3FraUi1kxfSFXpFtH+msUBEE4pTMarCVJygVWAj8EvngmP0v4aP2trZ0NDW1c8Y6ehcoQHlcT6+LNaK+bylutz1DQsZKppkwuHCjh3mkmVvmOID/yBB2Z5xI3l7C1/DGMcYl7auewzPQbSB2NMeqFNb+FMefi7FlLbe3Xcfam8lLsS5TMXszzo7LQhkPs+PGP0T/9DA5FQSvLxJedQ50WOpsbmDp5NYtvvZNAZD9NR7/CQG0lMRVavbn0qhcxd8IFfPWcbDRijm1BED5BznTP+pfAVwDRffkU2e0Z5MeHjvLZ9T7mEEANuHgjtBvl2jm81v4Eo9pXMEeXy3L3aL4ww8R1jdtxV24mknoRPpuOLRP/wKyeSazqbWCc+a/o7Closgtg1fOElDj7Km+mb6Ca6q7z2Fd8GT+YOo5ig5bqP/+F2COPYItGUeJxYucsokaJ43K2UrH6Ilbc8yX6XG9StW8FwbCHWDxGde8c0jOv5aJzZ4v70IIgfGKdsWAtSdIqoEdV1d2SJC36gONuBW4FyM/PP1PNET4kPaEIN+6p5YbNbUwNRrGh8rxvA7HLZvNG1+MUt5/HXG0RS3xF3DrLzBcqX6SzsYFY8mV0pHZSVfIiVzQu4YLo81jsYYyKBhbcDdNupKPzRQ7VPUB792ie1n+HK5bN5RvZqTRs2cKW//kRjq4uFFkmvmgBh5KM9HZ3Mvviz1A6byZd3U+wbddCItEwnpCZw74rmT3+Kr66pED0ogVB+MQ7YzOYSZL0I+BaIAoYSNyzfk5V1Wv+1WvEDGYfb+F4nDWVu5i5rZ7ZDTpKtVpe6n2K/vMqeDv2FGPaljFLM4al/lF8fpaZu954lBaXD5Iu5nB2NfWZW7ilfh6r9H+CpFzMih8u/wuR1AL27P0Kvb272dxzIQPll/H98aOQnd3UfvcBUit3oej1xCeX01CYTVdbCzMuuJSxC6bT3vkn2jseIxpX6RjMZEBzAxfNuphRaZaR/roEQRBO6WOVInO4Z33fqUaDi2D98falAzV4Kg9x7i4dsww6Xnc+wdE5E1lvfpLS9nOZIZWyzD+a22eZuf2ZX9MS1SPZ17C3cB0BSxe3NKcx1/gMGmsq2qLpsPqX9Hr3sm//vXT2ZPOM/hZuX7CAxTYjVb/4BabHn0Cr1yMlJdG6YAZNzQ1MW3URE86ZS3vXH2hvf5KYGqfeVYrGdjOXzVkmRnQLgvCJIqYbFT5Uf2trY39dF1dVWZhplNnc+xKNZSVssjzF2M55TKGEZf7R3DHLzK1P/JwWORXJvoztY18gN6znhqMhikyvoDfokBbeSXzateyv/R5d3a+yq+t82idcy5/KS3Dv2knld+7H7hpA0WrpPf9catsaKc3K5pov3Ex331/ZUXU/0VicgwOTSM2+kxtXzxL5nwVB+FT7SP7Cqaq6AdjwUXyW8OGr8fr4WW0rt20MM18b49BAJfsybGzLe4WSrmmMjU5gRbCYO2eaufmxn9KpzQfrfDZMfIzZfQVc41+L1RLAbJDhsr8xlJ5D5eZV9PSpPBX/GlcuX8a9Bg3VX7kPx7r1OBQF34K57I8N4dBruPQ7D+CNvMyuvecRjcc5NDCR9Ox7+cLFM0XiDEEQzgqiOyJ8oMFojJuq93Hdxi7mxmMM+NvZrOmlqryOAudYckNTuCRUyp0zzdz42I/p1I9Btc5gXfmfWNM2gcvVJ1AsZiwOO1z5Gu2+ag5u+zz1nRVsL7qdX1VMwPXm6xz60YOkRKPEszI5OG0Cg0E/59z4eXRpjdQeuYxoLMRhVxnJGffyuQvniNSTgiCcVUSwFv4lVVW5q2YP51Z1MMMbQ6sGeSmwm5plLlL6s0gemslnQ2XcO93IDf/4Md2GMmK2ct6e8AjXN03iAt2jYErGVDKV+Kqfsu/g/9DZ/RZre6+iaO61/M5hpvqeu0jZth2LRoPzvCUc7O2kYsYsiuakUnfkiwT7++jwZYP9a9xywRIRpAVBOCuJYC38S4+2NuOr6WF2s0K2TseLPS9Rv1xDbFCD1T2fL4UncN9UI5c9+XN6jJOI2EpZV/YodzSUsNT4CLLRhm7O1YRmXse27ZfT0xfhaflbfHnNcpKqdlB3zXdIDQYJlo6hJtuBzW7h0tvv42j3g+w7UIsnaKGTb3Dt0itINutG+usQBEEYMSJYC+9rn2eQ3+/r5PadKhMNJtY6n6ZxYTqtwX3k9lzEtyPlfGuygdUv/AaXcQoBWwGbxv6FrzblMtP4JIpBh3L+AwzkFVO15Xyausaxo/A+fjN5DEceeIDwm29i0iq0Ll1A66CLxVdeiZy6i5ojVxOKajjou55L53+BS9PELLWCIAgiWAv/ZDAa45bd+7hmcz9ztbB3YDMHJ6SwW7OJ0e2X8EBkCj+aYGTJm3/Ao4wjaM9na/FjfKvZwSTDaxiMCvJn/kKTepQjVTeyrWsFSXPu4IfRIZouuADHwACBonz25aaRXZDPmgvO43DTV4m0ejkwMJNZU77Pl4sLRvprEARB+NgQwVr4J/fW7GZZZRfz/TH6It1stw2yOWMnpW3n841wBf9XYqBiy1/xxQoIJY2isugZvttqYIxhEyabCfXap6nu+Aud3Wt50X0bl51/DWmvv0zfz35GEnB08RxaA4MsuuFKhrSPcaD+D/QFHIStv+GOi5ei1cgj/RUIgiB8rIhgLZzkmY5WPHtcXNEKJg28Gqhi08x6SrrnckdoDm/kGMnf/ywBfxpheyl7C57j+51B8ox1WBx2Ytc9xbYD38DZ080zyv18e9kCBr75NbRbtxK2Wdk9uZS0wnzOW5NPY8uXCMdiHPBdx9WL7yEryTTSpy8IgvCxJIK1cFx7IMSPd7dyb3WUMQYLrzofZ+uCbvLc47jCv4i2JBtDzg1YBwxEbOPZU/gc3+vpI8PQhi0rg+Dlj7Blz6109hrZlPUTfpiRTO+lF+NwuegrH8dBo4Z5l68hYHmKI81/osU7iuLSn3Nf2biRPnVBEISPNRGsBQDiqsptuyu5equLmToN2/vfoKoiChED8z3nYNel84q2jpxmLzH7dKqLnuZ7vb2k6zuwFRTgveBH7Ki+hobuEronfId7OhsZvOtzWFSVQwumEzQZWXZjBUc7v0nYpVIfvIMbz7sNm1GM8hYEQTgVEawFAH7dWEfhLg+LfQHawq3szAlQb25lbsdVLGAU/5vVT9mGWlTbYqqKnuZ7PX2k69uxF5fRs/R29lRfT3XXApLnfI0Vz/wd9e//IGYxUzlxNCUzJmOfsJ/mjh/Q4h3DuLJfcnfpmJE+ZUEQhE8MEawF9nu9vLi7l6/Xh9ApsD5+gC2ja5nUfjE3Ryfyg7Fhpr3+Fqr9PKoKn+N7vd2k69uwl06iff7V1NbcxXrnJcxZdBuOb30Na/Ue+oryOJhuZ8FnV9ET/Bm9/YPU+W/hphX3YDVoR/qUBUEQPlFEsD7LBWNxbq/cy03bPJSYzLze/STrFhyitGc+94Xm8NA4mYrXnkRNWk1V4cvcP9AxHKjLaZ55IYcPfp3XBq7nkrmXo73xOmw9PTRUlON2WFlwfR5d/Q8wEEjGkv137l46faRPVxAE4RNJBOuz3A8P7WHxdjfziLHHtY21U7vIGCrmC4PLeKxIT/nrj6LaV1Gd/xbfcLWTrmvFXjKB+qlLaTjyP7zk/Rw3jFuI8pnL0QUD7J5VjmNiKSUz9tHZt55D7sVcsuQn5CaLyU0EQRD+UyJYn8Wq3S72VQ7yza4AbtXFRsdR3MY4N3SupinVTtKOf4B1OTU527jb3UWOrgHbmAkcKJ9NS/NveWHoHq53FGK4/lpiiszWaeOYfMEc/JY/4hkcokO6nzsuugqNLI30qQqCIHyiidknzlKheJwv7djP9dVeUvVG1g1tZltpAzOcKynS5dLoXIsiT6cx/TA3+LoZo6vGNrqUmvIKmtr+znPhr3KVX4f9nrvxW43sKB/D7FumMWT6Ff1DCsacZ7h56dUiUAuCIHwIRM/6LPXgoT0s3TbIVJ3Cpr6XeW1mI+N7F3NNdAp/tDWT32ynN8XP+aFWphg2YswpombKPI52PM5L6re4uqWDtIcfxpmbRUNRJtNvsNA79AgN3mmsXPA78lOSRvoUBUEQPjVEsD4L7fO42b3Tx/f6fByNdfBWSRsp4SLu9S3jdwUBirc1ErSXMknZxgLda+hTMjg4awWtHY/xqvpNrtx9gPQnn6K5pBDP2DzGrWzH7dvJkdDN3Lz6S+gVkcZSEAThwySC9VkmHI/zxe17ubvKhUmn45lgFR2pfu5tv5GXcnWM3vIaqnUhVts6VsnPIZsdHF54BUc7/8Gr8a9xyYZK0l9/nUNlo9HOKiFr2iaGAh48pp9x+9LVI316giAIn0oiWJ9lfnp4D+ds8zHRYOCdvhdYO6eR5d1XoVoz0Vc+hWw+F3fqer6sPk9cZ+Posmtp7vo7L0e+wsWvbSRr82b2TxxDyrIxyIWv4g3qcOQ/yYqySSN9aoIgCJ9aYoDZWaTBN8iObT5W9g/R6NvP82WHKHXP5aLYVGp63kGvX0hr+lbuib9CVGOme+WtNDn/xsvhL3HR8+vI3ryZ3ZNLybi4CLngBbqHMhg/6Q0WikAtCIJwRolgfZZQVZX7tu/i1uoB9IrMWm0lMVMyX/Su5Al7JzZPFu3JDdwXXYsqaxlccxv1PX/kjcAdXPziJrIrK9k5uYTCK/OIp7xMs28aKxe/SklWxkifmiAIwqeeCNZnicfbjlC+Pcx4g5HNrjfZWN7JNT2X80q2TEZtM16LzI2sx6DxE1l+BTV9j7DWcz0rXqsma+cOdpQXU3J9OmHjqxzxLefaFX/DYTGO9GkJgiCcFUSwPgu4whH+vLmbi7tdNAzu45nyg0zvW4rFXIBh15uopnHM1m8mW9uMPGsRu4eeYXP/hczb1Ebutq3sKB9NyU1mgpp1NAau5tZVv8aoE8MdBEEQPioiWJ8Fvlm9nVt39GHSG3lLvx2jksdn/edwqHM9WuN8rLatzNGtRRlTyjbtDqp6FzFhd5Tid9azo3w0o2+SCMmVtMbu5raV96NoxH8bQRCEj5L4q/spt6O/h/iWCFMUHTsG3mZ7WT9f6L2Cl83dGEKleJJ2c43uceJJWWzKGuRI/zhyWnKY8PrL7Jw4ilE3xYlKB+hTvstnl92BJIkZyQRBED5qIlh/ikXiKvdvruWGBifdoaM8XraHJX3n05qcjKWhC49lgNs1jxOS7WyfnEevW4/sWsD0f/yVXWWFFH02Rkw6jM/8EFctvGqkT0cQBOGsJYL1p9jvjuzlki0+0s1JvB1bj0lXyIroHLyH1hMzFHCF7nmQtRxcOBfPYCdHg9ex6Le/onpcAfk3x4hJRxiy/JiLZ1880qciCIJwVhPB+lOqNxRm0wYvCyNRql0bWDephzv7LmdzYB+Kdial5nWkK210zZ9Hf2AXO6J3cNGPfkhNcS6ZN0eIaZoI2n7GRbMuHOlTEQRBOOuJYP0p9Z3KLXxhTxdDMS9P5G9j8cAyDlm06F0pxK37WGJ8icHx42hVN7EucDvXPPAj6gozcdwMaFsI23/Bmhli+lBBEISPAxGsP4X2uvuwbYpRZElmg/9tIvZMlkbmEao/RMAU4LP6R/DZsjjgaGSz5wquePAPdKQnYf6sHsnchN/yEKunrxzp0xAEQRCGfeDDspIkeU/xegnoUlW15MNrkvDfUFWVBzbs5TvtvdTHWnlxcgvfdn6Rau9uMJRwifHXBGULuyaaqHeVMfdPOwgpKupNVpSkI7h03+LyWeIetSAIwsfJqXrWjaqq2j5gsQJDH0VDhdPz+NFDXLBpEKvRysuWdcwZXEKjQYMcGs0o0wZSlQ72zR2L26dgWm8itaeTgWuT0WfV45Tu4vL514/0KQiCIAjvcapgfclpvMfpHCN8BIaiUZ5Z72ROTKLKtZ6GQj3Lw4sINrehmtpYanqalilj8UeaqG86lxnbN9N0USrW0kY6ojdw9eI7RvoUBEEQhPfxgcFaVdWm9yuXJGmeJEn/+0HHCB+9B/du5wuV3fjiHv5RvJNb+i5jf281cUM215p/R1dqLt2Weja5rueSP/2V2iXppM49SltwBdcv+6aY8EQQBOFj6rQHmEmSNEWSpJ9IktQCfB+oO2OtEv5tHQE/7nfCjDIns9H/Bum6cnyqFWKlzDK/SEjRUVcaYsfAGq786aPUTskgc3UbnYFyrln+SxGoBUEQPsZONcCsBLhyeOkDngQkVVUXfwRtE/4ND2zZwm2NPTSpXbxS3sX9zuvY19OByTJAmWErW2eW0Ok1MPvhStqyzaTe0EV/KIuLlz6GTtGMdPMFQRCED3CqnmCbe2YAAB9ASURBVHUdsARYparqPFVVfwPEznyzhH9HraePko0RkswOXjK/yWrv+Rz0NhHX2fiM9f9xaGwx4Vgf/ney0AW9GO/y4Y8ZWDTnBawG/Ug3XxAEQTiFUwXri4Eu4B1Jkv4gSdI5JB7XEj5Gfrh2NyvcPmrcmzmaZyc/PI5IJI9zLE/QZU3FldrOjtYLmLttC/67IK6EKJ3wLJnJySPddEEQBOE0nGqA2Quqqn4GGAu8A9wDpEuS9DtJkpZ9FA0UPtjarmZWbfIiKxoez9vC5/ovo7Ori2RDHRnGOg6XQ2X/eVz2+6dpvcaMPt2FIfP/MS531Eg3XRAEQThNpzXATFXVIVVVH1NVdTWQC+wBvnpGWyacUlxV+cNbDUyX9FR615JqLKdjyI+qTeFC2/9RNSmXHl8mMx7eQ/McE9apvQxobmfxxCUj3XRBEATh3/BvTzeqqqpLVdWHVVU950w0SDh9f2uo4abtTjyxfp4YV8dqz3ICQw4WWJ+kPi2TuMGJ+51cJIMP+6V9dIbmc/nCe0a62YIgCMK/6QODtSRJ1ad6g9M5RvjwheNxNr7pZIw5lY2hNzgnvJTmPic2QzMZ5gM4SwfZ3r6S2du3Id09yEA4m8uXPiwe0RIEQfgE+sBHt4BxkiTt/4B6CbB/iO0RTtPvair5bE0nrbKb9aVDXO8spUfWs8b2EFsm53DUlcXK/3uLgXsk0MjMq3gWo0470s0WBEEQ/gOnCtZjT+M9xKNcHzF/NMbRN92stmbyf9EnuM5zCb3uOBXWlziQm0FU9mN5Lk7PuSrmnCEsOX8mx5E60s0WBEEQ/kMfGKxVVT36n76xJEkGYBOgH/6cZ1RVvf8/fT/hXb/as43PNDk5Eu+gtSSVsS0Keu0QWUk7OFSksrtmFQuH1sIyD/3yTZw7dt5IN1kQBEH4L5zJfNYhYImqqpOAycB5kiTNOoOfd1bwRaIE3vCQYknnecd6rhxYgz+Syvn237Gv3M7BgRmsfOxN1Dt99ITGcfnCr490kwVBEIT/0qkug//HVFVVAd/wrnZ4Uc/U550tHtqxiYu73ByM1KMtLqWz0U++sZamPB0xKUrBX3vw3B4lIulZseAxZFkMKBMEQfikO62etSRJD51O2fsco5EkaS/QA7ytqurO9znmVkmSqiRJqurt7T2d5py13OEw1je8WIxJPJ2xlXk9C1FlK1NTnsI3yk3tgdlYCzvQFAbJHv0oDot1pJssCIIgfAhO9zL4ue9TtuJUL1JVNaaq6mQSE6nMkCRpwvsc87CqqhWqqlakpaWdZnPOTj/cuIEVniD7PRsZZZxJ36CGedZ/UD3ewZGBSSx6bRPyJT7cmhuZVlwx0s0VBEEQPiSnes7685Ik1QClkiTtP2FpBj7oka6TqKrqJjFd6Xn/XXPPXv2hAKPf8qJo9TyRt5fRzomYtQP4c9tR9UFSnvITvNfPQCSfSxZ8Y6SbKwiCIHyITtWzfgxYDbw0vD62TFNV9ZoPeqEkSWmSJCUNbxtJ9M5FDuz/0IMbNrIgBNWD65mnLscbsrIo9REGSofYe3geaeMbiFtV5s18XNynFgRB+JQ5VSIPj6qqLaqqXgm0AxESg8QskiTln+K9s0hk69oP7CJxz/qVD6PRZxtXOETJW27issqzhY1YndnkG6qpGaul1VvC/Le3Ii8OICXfT44jY6SbKwiCIHzITms0uCRJdwAPAE4gPlysAuX/6jWqqu4HpvyX7ROAH2/cwLVRhSr/elaaLySoWinIfon25CDK37OJ3e6hJzyDqyuuGummCoIgCGfA6T66dQ9Qqqpq/5lsjPDPBiNhRr0xQFxSeCW/k6Xti5hsfZGWMjjQOpcZ4zYT0OlZs+DRkW6qIAiCcIac7mjwNsBzJhsivL8fb9zA3KiW6qF3WO67EGSV0JiDBGJGyl+vRZ0VwpH3S6xG40g3VRAEQThDTrdn3QRskCTpVRIzkwGgqurPz0irBACGolHyX+8nLim8lt/NovYk5qb/jvZCNy2b5jHtxnfoi8zhM2VLR7qpgiAIwhl0usG6dXjRDS/CR+AnmzZweVRLlX8dy5SL0Ck9NI8fpHVgAlOlbYQMOs6f9/uRbqYgCIJwhp1WsFZV9bsA/7+9Ow+Pq77vPf7+at8seZNkbZYsL1g2XihmCdhccMDgrOQhpSRcenNvUi5puuRpaEKS+7RJb3ObS8kNSUggbC2EBgKkKYRAgAAJZbcxXjDG2LLxbu22rH373T80tMKRrbFmzvxm5nxezzOPZ86M5nx+Hskf/845OsfMCpxzPcFGEoDeoWGqH29mxLJ5sqadlQensqT+TppKuih5YAC7ppcp5d+nuKDAd1QREQlYtKcb/YCZvUXk96TNbJmZ/SjQZCH3w1ee57yBbDb0PMdFHR+nPHsbhxu62LL7HCo/vJWWoRVcsOTDvmOKiEgCRHuA2c3ApUAbgHNuE3BBUKHCbtg5Ch47hMvM4LnKYwz2ljB94WP0jeSxZPsmBqdmctmqO33HFBGRBIn6EpnOuX3HLRqOcxaJuG/zOlZ2w+au51nZ8SFqC1+kZ247725uIO/DbWRM/xrTCnWRDhGRsIj6V7fM7DzAmVm2mV0PbAswV2g552j+eSO5OVP4bfkRBvunYKc/z+Fjs1k29SWODNdwyZnX+I4pIiIJFG1ZXwd8AagCDgDLI48lzp54dxurWwd469gLrOhcy/wZv8Qq2+l5fRrWMMAZZ9yFmc79LSISJhMeDW5mmcA1zrmrE5An9F6/fwufKijjmaznWHKkkJ6lm9ndvIxF57xKR8ZHmTtrru+IIiKSYBPOrJ1zw4BOOp0A65r2csm+brZ3vsKSnjXUVz9ARnEXU3d00F+Qy8dW3eg7ooiIeBDtZvAXzOwWM1tlZn/w3i3QZCH06P0vU1ZUxTMle2CgiN7F7/DW3hVUrdxBceU/kJud7TuiiIh4EO0ZzJZH/vy7McscsDq+ccJrz7F21rzdSaPbxfzcS6itv4/+7BHmDWylY6ieTy75mO+IIiLiSTT7rDOAW51zDyYgT2jd+eCz/Pcptdw+9CJzehcy1LCTd3Yv44yFz7Ng+c98xxMREY+i2Wc9Anw5AVlCq3tokPPWtbG/+21mD1/M7IU/oX8kl4bpr9PBRcwuneM7ooiIeBTtPuvfmNn1ZlZjZtPfuwWaLER+8NTTLCiczcu2hcyhPEbm72TXnoVkl/axduX3fccTERHPot1n/UeRP8f+brUD6uMbJ3ycc9Q9cYAOssnN+gDVC+6ls38ap9e+wmDRdRTl60IdIiJhF+1Vt7QdNiAPbl7H0sxpvNj3WwqzVpFR38jBnWcxZe4R1p7zRd/xREQkCURV1mb2x+Mtd87dG9844dN2/1aclXAkt4HTGn5CS3cVS+a/SHHtD8nMjPrU7SIiksai3Qx+1pj7ecAHgQ2AyjoGGw7v49xjGWwdfJXinBXk1O2i/d3lTMnrZU3DGt/xREQkSUS7GfzPxz42s6nAA4EkCpGn7vktn8wvozHrEIsa7qP5WDWL61+jbvG/+Y4mIiJJZLLbWbsB7ceOQVtfFyt3d7Pj2HqmD88jp24HHUen0zm4gPlVp/uOJyIiSSTafda/ZPTobxgt+EWATpISgx8/+ARXTannod5DzF90P61dVSyavZ7FZz7nO5qIiCSZaPdZ3zTm/hCwxzm3P4A8oeCcY8lLTRzMaKLYTie//mH2NC0lv2gGlTNqfMcTEZEkc9KyNrN5QLlz7nfHLT/fzHKdc42BpktTD77+KmcU1PKbnlcoX/o8bV0VLJ61jhXnv+Y7moiIJKGJ9lnfDHSOs7wz8pxMQtf9G+kb6cZlnU5B/Vaa+8royriY6UU6KZyIiPy+iTaDlzvnthy/0Dm3xczqAkmU5nZ1tHBGfz7bBrdRtqSR9u5yTp++nvNXbfIdTUREktREM+upJ3kuP55BwuLhux6nOK+c5sxKCudupKm3nO6cSynM01+niIiMb6KZ9Xoz+xPn3B1jF5rZ54DXg4uVngaGRzhrZxe7aWb6/D109U1l8bTXWblSs2oRETmxicr6i8AvzOxq/rOcVwA5wCeCDJaO7nji16ydMo8njm2idsFLvNO5kJyiZZpVi4jISZ20rJ1zTcB5ZnYR8N6ZOn7lnHs28GRpqOzxnbRkFJBfc4whl8FpU9/gwlUbfMcSEZEkF+3pRp8DdLaOGKzb28jinErW9W5nZsPTNHYtYM7MEs2qRURkQrqsU4K89uOnsYws+ssyyMjrZU7xW1xywXd8xxIRkRSgsk6AgeFhlrc7GnveoWzxk+w6shCXeSaFeQW+o4mISApQWSfAXY/8isqieRwqHiF3agulU/ZyyYXf8x1LRERSRLTnBpcYlD3dyOHMIqae9Tx7OhZQXgBF+UW+Y4mISIrQzDpg2w7vpyG3msaMJopn7SansJNVF97mO5aIiKQQlXXAnrn1MTIyc+G0HTR31jBjcJiZJeW+Y4mISApRWQdoeGSEZc3DNPZsZ/qcDXRkFrHs/B/7jiUiIilGZR2ge598iqqi+bTU7qN3oIjawf3UzTrNdywREUkxKusAFf5yKy19+5m24DX2Dcxm3tm6qqiIiJw6lXVA9h5pY1F2NY0lO8jK66FmpJHFc87zHUtERFJQYGVtZjVm9pyZvWVmW83sL4NaVzJ69JaHyM4qJHvhG+ztnEfpvM/7jiQiIikqyJn1EPAl59wi4FzgC2a2KMD1JZVF+/vY6bZQXLqHwqw2Vp35P3xHEhGRFBVYWTvnDjnnNkTuHwO2AVVBrS+ZPLv5DWYXLeTogk00HallWsESzMx3LBERSVEJ2WdtZnXAGcCr4zx3rZmtN7P1LS0tiYgTuHfvfobOoRam1b7JsaxcLrn4Jt+RREQkhQVe1mZWBPwc+KJzrvP4551ztzvnVjjnVpSWlgYdJ3BDIyOcPljCzvJX6e0ronqwl7ycPN+xREQkhQVa1maWzWhR/4tz7l+DXFeyuPehR5lZUEfW3M0cHKzm7Etu9x1JRERSXGAX8rDRnbR3Aducc/8vqPUkm6nPbWf3VEd+cSulzSNUzKjzHUlERFJckDPr84FrgNVmtjFy+1CA6/OutbuLBXlzaJ27nuYjdcw78wbfkUREJA0ENrN2zr0AhOoQ6Adu/gkfzKmguGYbRzrqOHPxR3xHEhGRNKAzmMVRw74+3p75ND09U6nMr/EdR0RE0oTKOk7W7Xib2qKFUL+JpoFZXLw2NLvpRUQkYIFtBg+bjbc8QkNxDnmFHcxsyiY/t8B3JBERSROaWcfJ4sFiDtc9T/OROpavvtF3HBERSSMq6zj49QsvUlpUS1HVdgaGR1gw+yzfkUREJI1oM3gctPz0d4zMaaO/t4TamSpqERGJL82sYzQyMkJDRgX9szfQ3DuL1Rf/re9IIiKSZlTWMXroF0+QW5JPwdTDTOnrISsr03ckERFJM9oMHqOMpzfSuHQHvR1VnLtGB5aJiEj8aWYdg4GhQebl1JFVvYXOoULqq5f5jiQiImlIZR2De27/Kf2zWiBjmIrcSt9xREQkTamsY1C+6RCHKp+l7WgNl17+Xd9xREQkTamsJ+lYXy+1RbPJr9jBSN8Qudl5viOJiEia0gFmk3TvTXdyWvV+erqms/ysP/UdR0RE0phm1pNUv7+PrqpX6Ogp44ylH/UdR0RE0pjKehI6e7opmz6T/JJmCof0e9UiIhIsbQafhJ985w7qq9/maEcll17xI99xREQkzWlmPQlzDwwyVLGRzr4SphWX+Y4jIiJpTmV9irr6+phaWkBWXhcV+TW+44iISAiorE/RPTfeStvsV2lvr+ayK77jO46IiISAyvoU1R8chIrNdPfmkZ2lXf4iIhI8lfUp6Onvp6gKHNBQv9Z3HBERCQmV9Sn4p2/fwpGadXS0V7Nq9f/0HUdEREJCZX0K5h4eJKt8G4O9+t1qERFJHJV1lPoG+8mp7WOgr4CVF33FdxwREQkRlXWU7vrWD+iueoOOjkoWLDjPdxwREQkRlXWU6psGyS7bgev3nURERMJGZR2FkZERsmt76O+ZwqWf+EffcUREJGRU1lG48wd30lu9mY6OSipnzfcdR0REQkZlHYWyt5vILt2B6zffUUREJIRU1lEoqO2hv7uYj1z5fd9RREQkhFTWE3j4wZ/TX/0WHe2VlM6o9h1HRERCSGU9geHfboxsAtd5wEVExA+V9QSKa/ro7y7h8mtu8R1FRERCSmV9Ei+99CpDs7dzpKWSacVlvuOIiEhIqaxP4p37HiN75k4Y0CZwERHxR2V9EqWVfQz0TOHyz9zqO4qIiISYyvoE9uzdy0jNbo62VFIyZbrvOCIiEmIq6xN44sY7yCrbzkC/LocpIiJ+qaxPoHr6IMND2Xz0Sp0LXERE/NKRU+MYGBzE1e7lWFMVZeVzfMcREZGQ08x6HD/+xo1klG2nsyffdxQRERGV9XiqhjvJyBxgzZrrfUcREREJrqzN7G4zazazN4NaR1Cy6g5zrKmG+oVn+44iIiIS6Mz6n4HLAnz/QPzi4UfImPUORzqn+o4iIiICBFjWzrnngfag3j8oPa/8O1n5R1l+xuW+o4iIiADaZ/17ima3091SzdkXXOk7ioiICJAEZW1m15rZejNb39LS4jXLoYOHyajYTWfrTK85RERExvJe1s65251zK5xzK0pLS71meeTG75BbcpDiKZVec4iIiIzlvayTSfmsbno6S7niszf5jiIiIvIfgvzVrfuBl4HTzGy/mX02qHXFS0bVfrqbKnzHEBEReZ/ATjfqnPtUUO8dhB/8zd8z7wO7ONa01HcUERGR99Fm8IiKkVZGhnK45vO3+Y4iIiLyPirriKyaZrqbqygsLPYdRURE5H1U1sDmTRvJKt9FxxGdtUxERJKPyhpYf98/k51/lPMuuMZ3FBERkd+jsgamVnbS3VrNkrPW+I4iIiLye1TWQFblXrqbyn3HEBERGVfoy/pH3/xbcqftp39IB5aJiEhyCn1Zz7Bm+run8bkv/8h3FBERkXGFvqxzqprpa9a5wEVEJHmFuqwPHDpITulejrZrE7iIiCSvUJf1r777bTJzu1n54Wt9RxERETmhUJf19FnH6G2tomHpB3xHEREROaFQl3V2xQF6m8t8xxARETmp0Jb13Td/l7zp+zjaW+A7ioiIyEmFtqzzOnYw2FfE5792h+8oIiIiJxXass6vbKWvpcp3DBERkQmFtqyzy/fR2aKrbImISPILZVnf8tW/ILuggzlLLvEdRUREZEKhLOvSacfo66jgoo9c7TuKiIjIhEJZ1rkVzfQ3VfiOISIiEpXQlfXexl3kzthHW3uh7ygiIiJRCV1Z//qfbgRzXP7Zv/EdRUREJCqhK+tppd30tVVTUVPjO4qIiEhUQlfWOeWH6Gsq9R1DREQkaqEq62efeIy8aQdo79QpRkVEJHWEqqz3vPJLhgYK+MI3b/MdRUREJGqhKuspZZ30teoUoyIiklpCVdY5ZQfobZ7hO4aIiMgpCU1Z333zt8graaJ3ZKbvKCIiIqckNGWd0/Uu/d3T+ZOv/qPvKCIiIqckNGVdUNbBQEul7xgiIiKnLDRlnV26n67mab5jiIiInLJQlPVt//uvyC3soGDWIt9RRERETlkoynpK1hH6Osv5w8/9le8oIiIipywUZZ1f1sFAyyzfMURERCYlFGWdPeMg3a3FvmOIiIhMStqX9a1//yVyC45QUK791SIikprSvqynZHbQ11nGH16r/dUiIpKa0r6s80s7GGit8B1DRERk0tK+rHNmHqKrpcR3DBERkUlL67K+7VtfJregg5zyhb6jiIiITFpal3VRRht9nWV8+tov+Y4iIiIyaWld1tpfLSIi6SCtyzpnxkG6W7W/WkREUlugZW1ml5nZdjPbaWY3BLmu4932D18ht6iDrJkLErlaERGRuAusrM0sE/ghsBZYBHzKzBJ2ZpIiWunrLOPq6/46UasUEREJRJAz67OBnc65Xc65AeAB4OMBru99CmZ2MNiq84GLiEjqC7Ksq4B9Yx7vjyx7HzO71szWm9n6lpaWuK28r20a7Qd1/WoREUl9Wb4DOOduB24HWLFihYvX+376hrvi9VYiIiJeBTmzPgDUjHlcHVkmIiIipyDIsl4HzDezOWaWA1wFPBrg+kRERNJSYJvBnXNDZvZnwJNAJnC3c25rUOsTERFJV4Hus3bOPQ48HuQ6RERE0l1an8FMREQkHaisRUREkpzKWkREJMmprEVERJKcylpERCTJqaxFRESSnMpaREQkyamsRUREkpzKWkREJMmZc3G70FXMzKwF2BPHt5wJtMbx/XxKl7GkyzhAY0lWGkvySZdxQPzHUuucK53oRUlV1vFmZuudcyt854iHdBlLuowDNJZkpbEkn3QZB/gbizaDi4iIJDmVtYiISJJL97K+3XeAOEqXsaTLOEBjSVYaS/JJl3GAp7Gk9T5rERGRdJDuM2sREZGUl5JlbWaXmdl2M9tpZjeM83yumf0s8vyrZlY35rmvRpZvN7NLE5l7PJMdi5nNMLPnzKzLzG5JdO7xxDCWS8zsdTPbEvlzdaKzHy+GsZxtZhsjt01m9olEZz9eLD8vkednR77Prk9U5vHE8JnUmVnvmM/ltkRnP16M/4YtNbOXzWxr5GcmL5HZjxfD53L1mM9ko5mNmNnyROc/Lutkx5JtZvdEPo9tZvbVuIdzzqXUDcgEGoF6IAfYBCw67jV/CtwWuX8V8LPI/UWR1+cCcyLvk5miYykEVgLXAbek+OdyBlAZuX86cCCFx1IAZEXuVwDN7z1OtbGMef5h4CHg+lQcB1AHvOnzeyqOY8kCNgPLIo9npOq/Yce9ZgnQmMKfy6eBByL3C4B3gbp45kvFmfXZwE7n3C7n3ADwAPDx417zceCeyP2HgQ+amUWWP+Cc63fO7QZ2Rt7Pl0mPxTnX7Zx7AehLXNyTimUsbzjnDkaWbwXyzSw3IanHF8tYepxzQ5HleYDvg0Ji+XnBzC4HdjP6ufgU0ziSTCxjWQNsds5tAnDOtTnnhhOUezzx+lw+Fflan2IZiwMKzSwLyAcGgM54hkvFsq4C9o15vD+ybNzXRP7hPMro/0Cj+dpEimUsySZeY7kC2OCc6w8oZzRiGouZnWNmW4EtwHVjytuHSY/FzIqArwDfTEDOicT6/TXHzN4ws9+Z2aqgw04glrEsAJyZPWlmG8zsywnIezLx+rn/I+D+gDJGK5axPAx0A4eAvcBNzrn2eIbLiuebicTCzBYD/5fR2UPKcs69Ciw2swbgHjN7wjmXLFtATsU3gO8657qSc4IatUPAbOdcm5mdCfybmS12zsV15pMgWYzu/joL6AGeMbPXnXPP+I01eWZ2DtDjnHvTd5YYnA0MA5XANODfzew3zrld8VpBKs6sDwA1Yx5XR5aN+5rIZokSoC3Kr02kWMaSbGIai5lVA78A/tg51xh42pOLy+finNsGdDG6H96XWMZyDnCjmb0LfBH4mpn9WdCBT2DS44js9moDcM69zuh+yQWBJz6xWD6T/cDzzrlW51wP8DjwB4EnPrF4/Kxchf9ZNcQ2lk8Dv3bODTrnmoEXgbiekjQVy3odMN/M5phZDqMf9KPHveZR4L9F7n8SeNaN7vl/FLgqckTfHGA+8FqCco8nlrEkm0mPxcymAr8CbnDOvZiwxCcWy1jmRH6IMbNaYCGjB5v4MumxOOdWOefqnHN1wM3A/3HO+frNg1g+k1IzywQws3pGf+7jNuOZhFh+7p8ElphZQeT77L8AbyUo93hi+jfMzDKAK/G/vxpiG8teYDWAmRUC5wJvxzVdvI+oS8QN+BDwDqP/Q/56ZNnfAR+L3M9j9OjVnYyWcf2Yr/165Ou2A2tTfCzvAu2Mzt72c9yRi6kyFuB/Mbq/Z+OYW1mKjuUaRg/G2ghsAC5P5e+xMe/xDTweDR7jZ3LFcZ/JR1P5MwH+a2Q8bwI3pvhYLgRe8T2GOHyPFUWWb2X0P09/He9sOoOZiIhIkkvFzeAiIiKhorIWERFJciprERGRJKeyFhERSXIqaxERkSSnshYREUlyKmuRFGOjl0d977KCh83swJjHLwWwvs+YWYuZ3XmS1+RH1j9gZjPjnUEk7HRucJEU40ZPnbkcwMy+AXQ5524KeLU/c86d8FSjzrleYHnk1KQiEmeaWYukETPrivx5YeQKU4+Y2S4z+7aZXW1mr5nZFjObG3ldqZn93MzWRW7nR7GOxZH32Whmm81sftDjEgk7zaxF0tcyoIHRU9LuAu50zp1tZn8J/DmjF+f4HqNX1nrBzGYzeu7phgne9zrge865f4mcQzkzsBGICKCyFkln65xzhwDMrBF4KrJ8C3BR5P7FwKIxl8AsNrMi51zXSd73ZeDrkSul/atzbkf8o4vIWNoMLpK++sfcHxnzeIT//I96BnCuc2555FY1QVHjnPsp8DGgF3jczFbHObeIHEdlLRJuTzG6SRwAM1s+0RdELjO5yzn3feARYGlw8UQEVNYiYfcXwIrIgWJvMbo/eiJXAm+a2UbgdODeIAOKCLpEpoicnJl9Blhxsl/dGvPadyOvbQ06l0iYaGYtIhPpBdZGc1IUIJvRfeIiEkeaWYuIiCQ5zaxFRESSnMpaREQkyamsRUREkpzKWkREJMmprEVERJLc/wfbrKHWjvWtsgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 576x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plots\n",
+    "# Time vector\n",
+    "t = np.arange(0, npoint)*Ts\n",
+    "\n",
+    "plt.figure(figsize=(8,6))\n",
+    "for j in np.arange(0,N-1):\n",
+    "    plt.plot(t,I[j,:], linewidth=1)\n",
+    "\n",
+    "plt.xlabel('Time [s]')\n",
+    "plt.ylabel('Current [A]')\n",
+    "plt.title('Monte Carlo simulation results')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Classical Polynomial Chaos"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Polynomial Chaos (PC) expansion \n",
+    "\n",
+    "PC expansion of $R$:   \n",
+    "$R = \\sum_{i=0}^{P}R_i\\Phi_i(\\xi) = R_0\\Phi_0(\\xi) + R_1\\Phi_1(\\xi)$ \n",
+    "\n",
+    "PC expansion of $i(t)$:  \n",
+    "$I = \\sum_{i=0}^{P}I_i(t)\\Phi_i(\\xi) = I_0(t)\\Phi_0(\\xi) + I_1(t)\\Phi_1(\\xi)$  \n",
+    "\n",
+    "Circuit solution:    \n",
+    "$I(k) = (1-T_s*R/L) * I(k-1) + Ts/L*E = I(k-1) - T_s/L*R*I(k-1) + Ts/L*E$ \n",
+    "\n",
+    "Replacing $R$ and $I$ to the solution equation:  \n",
+    "$\\sum_{i=0}^{P}I_i(k)\\Phi_i = \\sum_{i=0}^{P}I_i(k-1)\\Phi_i - T_s/L\\sum_{i=0}^{P}\\sum_{j=0}^{P}R_i*I_j(k-1)\\Phi_i\\Phi_j + T_s/L*E$\n",
+    "\n",
+    "Applying Galerkin projection on the PC basis and by replcing integrals with inner products:   \n",
+    "$\\sum_{i=0}^{P}I_i(k)<\\Phi_i\\Phi_s>  =  \\sum_{i=0}^{P}I_i(k-1)<\\Phi_i\\Phi_s> - T_s/L\\sum_{i=0}^{P}\\sum_{j=0}^{P}R_i*I_j(k-1)<\\Phi_i\n",
+    "\\Phi_j\\Phi_s> + T_s/L*E$\n",
+    "\n",
+    "Inner product of two orthogonal polynomials can be replaced by the following identity:   \n",
+    "$<\\Phi_i\\Phi_s> = <\\Phi_s^2>\\delta_{is}$  \n",
+    "where $\\delta_{is}$ is Kronecker delta.   \n",
+    "\n",
+    "The following can be obtained:   \n",
+    "$\\sum_{i=0}^{P}I_i(k)<\\Phi_s^2>\\delta_{is}  =  \\sum_{i=0}^{P}I_i(k-1)<\\Phi_s^2>\\delta_{is} - T_s/L\\sum_{i=0}^{P}\\sum_{j=0}^{P}R_i*I_j(k-1)<\\Phi_i\\Phi_j\\Phi_s> + T_s/L*E$\n",
+    "\n",
+    "Kronecker delta reduces elements in summations in the following:    \n",
+    "$I_s(k)<\\Phi_s^2> = I_s(k-1)<\\Phi_s^2> - T_s/L\\sum_{i=0}^{P}\\sum_{j=0}^{P}R_i*I_j(k-1)<\\Phi_i\\Phi_j\\Phi_s> + T_s/L*E$\n",
+    "\n",
+    "The PC expansion of the circuit solution is:  \n",
+    "$I_s(k) = I_s(k-1) - T_s/L\\frac{1}{<\\Phi_s^2>}\\sum_{i=0}^{P}\\sum_{j=0}^{P}R_i*I_j(k-1)<\\Phi_i\\Phi_j\\Phi_s> + T_s/L*E$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Matching of PDF types and orthogonal polynomials\n",
+    "\n",
+    "Uniform distribution of parameter -> Legendre polynomial\n",
+    "\n",
+    "Order of PC expansion:    \n",
+    "$P = 1$  \n",
+    "\n",
+    "Non-zero inner products for Legendre polynomials:  \n",
+    "$<\\Psi_0\\Psi_0> = 1$  \n",
+    "$<\\Psi_1\\Psi_1> = 1/3$  \n",
+    "$<\\Psi_0\\Psi_0\\Psi_0> = 1$   \n",
+    "$<\\Psi_0\\Psi_1\\Psi_1> = <\\Psi_1\\Psi_0\\Psi_1> = <\\Psi_1\\Psi_1\\Psi_0> = 1/3$\n",
+    "\n",
+    "The first order PC expansion of the circuit solution is the following:   \n",
+    "$s=0$  \n",
+    "$I_0(k) = (1-T_s*R_0/L) * I_0(k-1) - T_s/L/3*R_1*I_1(k-1) + Ts/L*E$ \n",
+    "\n",
+    "$s=1$  \n",
+    "$I_1(k) = -T_s/L*R_1*I_0(k-1) - (1-T_s*R_0/L)*I_1(k-1)$ "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Calculation of PC coefficients"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# P-th order PC expansioin\n",
+    "P=1\n",
+    "# Number of coefficients in PC expansioin\n",
+    "M=P+1\n",
+    "\n",
+    "# Solution vector for PC\n",
+    "# Each row refers to a solution vector obtained for a PC coefficient\n",
+    "I_pct = np.zeros((M, npoint))\n",
+    "\n",
+    "# Matrix for solution equation\n",
+    "Gh = np.array([ [(1-Ts*R0/L),  -Ts*R1/L/3], \n",
+    "                [-Ts*R1/L,     (1-Ts*R0/L)]])\n",
+    "                             \n",
+    "# Simulation time loop\n",
+    "for k in np.arange(1,npoint):\n",
+    "    # Euler Forward used for discretization \n",
+    "    I_pct_k = np.reshape(np.matmul(Gh, I_pct[:,k-1]), (M,1))  + np.array([ [Ts/L*E], [0]])\n",
+    "    I_pct[0,k] = I_pct_k[0,0]\n",
+    "    I_pct[1,k] = I_pct_k[1,0]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Reconstruction of uncertain variable based on PC coefficients"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Legendre polynomial of order $1$:   \n",
+    "$\\Phi(\\xi) = \\Phi_0(\\xi) + \\Phi_1(\\xi) = 1 + \\xi$\n",
+    "\n",
+    "$I = \\sum_{i=0}^{P}I_i\\Phi_i(\\xi) = I_0\\Phi_0(\\xi) + I_1\\Phi_1(\\xi) = I_0 + I_1\\xi$  \n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Plots"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Time vector\n",
+    "t = np.arange(0, npoint)*Ts\n",
+    "# Solution vector\n",
+    "i_pct = np.zeros((M, npoint))\n",
+    "\n",
+    "# Number of reconstructions\n",
+    "K = 15\n",
+    "plt.figure(figsize=(8,6))\n",
+    "for j in np.arange(0,K-1):\n",
+    "    # Reconstruction of random behaviour of I based on PC expansioin coefficients \n",
+    "    i_pct = I_pct[0,:] + I_pct[1,:]*rand_var[j]\n",
+    "    plt.plot(t,i_pct, linewidth=1)\n",
+    "\n",
+    "plt.xlabel('Time [s]')\n",
+    "plt.ylabel('Current [A]')\n",
+    "plt.title('Polynomial Chaos simulation results')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}