notebooks/CurseOfDimensionality.html

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<title>CurseOfDimensionality</title>

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
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<h1 id="The-curse-of-dimensionality">The curse of dimensionality<a class="anchor-link" href="#The-curse-of-dimensionality">&#182;</a></h1><p>These notes follow <a href="https://web.stanford.edu/~hastie/Papers/ESLII.pdf">The Elements of Statistical Learning</a> Chapter 2 Section 5, here referred to as HTF.</p>
<p>The curse of dimensionality expresses the fact that the geometry of high dimensional Euclidean space is quite different from what we expect based on our low dimensional experience, and as a result methods that are based on "distance" face challenges in high dimenions.</p>
<p>Let's start by looking at the sphere in $d$-dimensional Euclidean space.  Imagine choosing a point uniformly at random in that sphere.  How far from the origin is that point?</p>
<p>"Uniformly at random" means that the probability density of a point being at distance $r$ from zero is proportional to the volume of the infinitesimal shell at distance $r$.  In the unit $d$ sphere, this volume is proportional to $r^{d-1}$, and normalizing this over
the interval $[0,1]$ gives us that the probability density is
$P(r)=dr^{d-1}$.</p>
<p>Let's take a look at this.</p>

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<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">from</span> <span class="nn">numpy.random</span> <span class="kn">import</span> <span class="n">uniform</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">plt</span><span class="o">.</span><span class="n">style</span><span class="o">.</span><span class="n">use</span><span class="p">(</span><span class="s1">&#39;seaborn&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">100</span><span class="p">)</span>
<span class="k">for</span> <span class="n">d</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">10</span><span class="p">]:</span>
    <span class="n">y</span> <span class="o">=</span> <span class="n">d</span><span class="o">*</span><span class="n">x</span><span class="o">**</span><span class="p">(</span><span class="n">d</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">x</span><span class="p">,</span><span class="n">y</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s2">&quot;d=</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">d</span><span class="p">))</span>

<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Probability density of distance to origin for random point in unit d-sphere&#39;</span><span class="p">)</span>
<span class="n">_</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
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9UiPDwcAJxhC5R+yalUKlgsFjzxxBNYvHgxhg4dWukbQKvVOgNYq9VW+yVVlbFjx2LTpk2IjY2ttEfp2GZJSQmCgoJgt9ud9UZGRmLQoEFYsmRJrfbZpk0b/Otf/4Ldbsf69euxcOFC/P7771UuP3r0aLzyyivYsWMH/Pz80LFjxwrLRERElGvjwsJCREREVFtHcHAwiouLnf92nK+uS73//e9/IZfL8cMPP0ChUNToIqTQ0FAUFhbCbrdDKpXCYrEgOzsbkZGRCAgIKHc+viZq2gZ1aavAwECUlJQ4/11Vz64u6lJPZTZu3Ihff/0Vn3/+OcLCwvDNN9/ghx9+uOl6wcHB5Z6b431Q3ef24sWLta7PsQ2NRlPhc+uqNnAVqVRa7o8TV7nxM6fRaJz/f+OFZREREXjhhRfwwgsvYNeuXXjssccwZMiQCuvV5LsvMjISEydOxNNPP33TGiMjIzFv3jwkJibW6Dl5g2Z92Lk6CQkJyM3NdR4a+emnnxAdHY1WrVoBKL1S2nHoZtOmTejTpw8MBgP0er3zlqJPPvkEPj4+0Ol0zu06vlh27doFPz8/tGnT5qa1yOXycm/+5ORkHDx4EJs2bSrXg3VQKpXo3Lkztm7d6qzdZDIBKD3cfeDAAeehvWPHjuHVV1+tdv8FBQWYO3cuSkpKIJVK0bNnT0gkknLL+Pj4wG63O78QAwMDMWTIELz88ssVDos7DB06FN9//z0MBgOsViu+/fZb5+HcqvTo0QOXLl3C5cuXAQDfffddreot25b5+fno2LEjFAoFzpw5g8OHD5d7rSrTtm1bREdHOw9prVmzBi+++CJiYmIQHR3tDN+CggI89dRTzgtwyipbw9ChQ7FmzRrYbDbo9Xps2LCh0jao6XJlJSQkYP/+/SgoKKj2tpa6qMtrV5n8/HzExMQgNDQUGo0GGzduvOlrAAC9evVyvr8PHTrkPH1zs89tXTkunNy1axeUSiXatWtX7zaQy+UoKSmBcNHEcmq12nlR49q1a6s87F9dPWW/ZxxuueUWHDx4EAUFBbDZbOUucizLYrFg5syZzj/yunXrBrlc7uzNbt26FWazGXq9Hjt37kTfvn2rrWf48OHYsmWL8w+rX375BR988EGVy3777bew2WwQQmDZsmXYuXNnjZ+7JzS7nm9N+fv745133sGiRYug1+sRFhaGt99+2/klPnz4cCxatAgpKSlo1aoVnnvuOQQHB+OBBx7A+PHjER0djQULFmDkyJF44IEHsGrVKvj7+8Nut2PcuHEwGo345z//Cbn85i/BbbfdhtWrV2Py5MlYu3YtVCoV+vXrB61WW+VtAS+99BL+/ve/Y8WKFbj99tud50ijoqKwaNEiPPLII7BYLAgICMCzzz5b7f7DwsIwZMgQTJ48GTKZDD4+PvjnP/9Zbhm1Wo0+ffogMTERK1aswC233IKxY8diy5YtVYbvmDFjkJKSgkmTJkEIgQEDBmDWrFk3reXpp5/GnDlzEBgYiLvvvrtW9Y4cORL//ve/kZqainnz5uFvf/sb1qxZgwEDBuDpp5/GM888g549e1a5f4lEgsWLF+Nvf/sb3n77bajVavzrX/+CRCLB22+/jZdeegmLFy+GVCrF3LlznYcby0pKSsKTTz6Jxx9/HLNmzUJaWhrGjh0LiUSC5OTkSturpsuVlZCQgIkTJ2LixIlo0aIF7rjjjiqvlK2turx2lRk3bhx++uknJCYmIi4uDk8++SQWLFiAV199tcr74gHgr3/9KxYuXIgNGzagZ8+eGDRoEICbf27rQiaTwWKxYOzYsTCZTHj11VchlUrr3QZ9+vTBf/7zHwwZMgQ7duxwhlRdPfnkk3jppZewZMkSTJs2rdxh+Zoo+76cO3eu8/edO3fGtGnTMHHiRKhUKowdOxYpKSkV1vfx8cGUKVMwZ84cAKU98eeffx5KpRIA0Lt3b8yaNQuZmZlITEzE7bffXm093bp1w8MPP4yZM2fCbrcjPDwcL7/8cqXLOq6SHzt2LIQQ6N69e7lTSN5IIlz1Zxe51UsvvYSOHTvivvvu83QpVTp27BheeeUVrFmzxtOlNFtCCGfwbN++HYsXL3ZpD7ipS0tLw+jRo3Hq1ClPl9KozZw5E1OmTHFeOEY87NwoXb58GTt37qz2qkNPs1qteO+99zBz5kxPl9JsFRQU4NZbb3Ve6fvzzz+jV69eHq6KiACGb6PzzjvvYN68eXjhhRfKXYHoTU6dOoVRo0YhMjLSq/9AaOrCwsLwxBNPYM6cORg9ejS0Wi0ee+wxT5dFROBhZyIiIrdjz5eIiMjNGL5ERERu5pZbjXJzK947Vl+hof7QaCreQ0k1xzasP7Zh/bEN649t6Bqubke1uurrchptz1cur989ccQ2dAW2Yf2xDeuPbega7mzHRhu+REREjRXDl4iIyM0YvkRERG7G8CUiInIzhi8REZGbMXyJiIjcjOFLRETkZgzfa/R6PaZMGV/l44cOHcBDD83BggXz8NprL8Nut7uxOiIiakpqFL4pKSkYOXIkPv/8cwBAZmYmZs6cienTp+Pxxx+H2Wxu0CK9wZtv/hOvvvoGli9fBb1ej337dnu6JCIiaqRuOrykXq/HokWLMHDgQOfvlixZgunTp2PMmDF48803sWbNGkyfPr1BC20IOl0JnnvubwCALl26wW6349FHHyq3TFRUNF544RV89NFnCAgIBACoVKHQarVur5eIiJqGm4avQqHAypUrsXLlSufv9u3bh5dffhkAMGLECHz88cf1Ct9vtp3H/jM5tVpHJpPAZqt6NsR+nSNxz/AO1W5j8+afERfXHn/5y0L8+usWbN0qxbvvflDpso7gzcvLw4ED+/Dggw/Xql4iIvJOwmpF0b69CB09zG37vGn4yuVyyOXlFzMYDFAoFAAAtVqN3NzcarcRGupf7ZiZfv4KyGSSmtRbTnXr+Pkrqh3UGgCys9MwaNAAqNVBGDlyKD744L1q18nPz8dzzy3Eyy+/hA4dWte6Xm90szaim2Mb1h/bsP7YhnWX98duZK/+EMHBSkQOT3TLPus0q5FEcj30hKi69+lws1kixt/aBuNvbVOrGtTqoJvOlnSzx/V6M0pKTMjNLUZeXjEsFiumTr233DKOw846XQkee+xhPPjgAnTq1LNBZmpyt5q0IVWPbVh/bMP6YxvWT96JswAARUSES9uxuj+I6hS+fn5+MBqNUCqVyM7ORmRkZJ2L86Q2bWJx5sxpDBs2AocOHYBUWvVh53ffXYypU6dj4MDb3FwlERE1JFN6GgDAv00baC3u2WedbjUaNGgQNm/eDADYsmULhgwZ4tKi3CU5eSxOnjyOxx9fgNTUK+V69GUZjUZs2vQTfvhhPR599CE8+uhD2LBhnZurJSKihmBOT4csKAgKVYjb9nnTnu+JEyfwxhtvID09HXK5HJs3b8Z//vMfPPPMM/j666/RsmVLTJgwwR21ulxQUBCWLl3h/Pf998+vdDmlUonfftvjrrKIiMhN7EYjLHm58Ovcxa37vWn4du/eHZ999lmF369evbpBCiIiInIXU0YGAMA3ppVb98sRroiIqNkyZ5Se71XExLh1vwxfIiJqtkxppeHLni8REZGbmNPTAQCKluz5EhERuYUpIw3y8HDI/Pzcul+GLxERNUu24mLYtFq3H3IG6jjIRlOk1+sxa9ZUrFnzQ6WPz5073Tm+MwD84x+vQq1unIOLEBERYMrwzCFngOFbK1WNfkVERI2PY2Qr9nzdrDZTCur11Y9PTUREjYvZEb6tmmn4rjv/Iw7nHK/VOjKpBDZ71ZM69I7sgUkdxlW7jdpMKajVavHyy88jKysDvXv3xYMPLqhyOEoiIvJ+pvR0QCqFT3S02/fdrC+4unz5Irp37wkA6N27T7XLzp//CP7f/3sGS5d+gJSUM9ixY5s7SiQiogYghIA5PQ2KyChIfRRu379X9HwndRh3017qjVwxhZYQgFRa2nu120W1h50nTpzi/N2gQUNw4cJ5DBs2ol77JyIiz7BqCmA3GKDo2s0j+/eK8PWUmk4pWFhYiFdffRGvv/425HI5jhw5xOAlImrEHINr+LZq7ZH9N+vDzjWdUlClUuGWW/pi/vy5WLBgHlQqFYYNG+7maomIyFUcVzp74jYjoJn3fGs6pSAATJ8+C9Onz3JHWURE1MCcPV8P3GYENPOeLxERNU+m9DRIfHzgE+mZwZIYvkRE1KwIux3mzAwoWrSEROqZGGT4EhFRs2LJyYGwWDx2yBlg+BIRUTPjvNgqxjMXWwEMXyIiamZMaakAPHexFcDwJSKiZsaUehUA4NumjcdqYPheo9frMWXK+CofN5lMWLToRdx//8xyv1+y5C3Mnz8XDz88D6dPn2zoMomIqJ5MqVchCw6GPETlsRoYvjW0bNk7iI/vVO53hw8fRFpaKlasWI2nn34eb7/9poeqIyKimrDpdLDm58O3ted6vUAzH2SjNlMKzp//CLRaLbZs2eR87ODB/RgyZBgAoF27OBQXF0OnK0FAQKDbngMREdWc85AzwxfI/fYrFB/YX6t1rsiksNnsVT4e1Lcf1HdPq3YbtZlS0N8/AFqtttzv8vPz0alTZ+e/w8LCkJ+fz/AlIvJS3nC+F2jmh51rM6Vg5crPJyyE4By/RERezBG+SvZ8AfXd027aS62wjpunFKxMRIQa+fn5zn/n5eUhPDy8XjUREVHDMaVehUShgE9UtEfr8Irw9ZSaTilYlf79b8VHH63AhAmTkZJyBhEREfD3D2jAiomIqK6E1QpTRgaUsbEeG1bSoVmHb3LyWDz77P/D448vQEJCr2oPGT///NPIycnG1atX8OijD+HOOydh9OhkdOrUBQ8/PA8SiQRPPfW0G6snIqLaMGWkAzabxy+2App5+NZmSsFXX32j0t8vWPCYy+siIiLXM6VeG9nKC8K3WV9wRUREzYe33GYEMHyJiKiZMKVeBSQS+LZq7elSGL5ERNT0CSFgSr0Kn6goSH19PV0Ow5eIiJo+a0E+7Hq9x+/vdWD4EhFRk2e66j3newGGLxERNQPeMqykA8OXiIiaPKMXXekMMHyJiKgZ8IY5fMti+BIRUZNm0+tgzcvzml4vwPAlIqImzptGtnJg+BIRUZPmbRdbAQxfIiJq4oxXLgPw/By+ZTF8iYioSTNdvgypUunxOXzLYvgSEVGTZTcaYM7KhG9sW4/P4VuW91RCRETkYsarVwEhoGzb1tOllMPwJSKiJst0+RIAQBnbzsOVlCevy0o6nQ5PP/00tFotLBYLHnnkEQwZMsTVtREREdWL8fJlAIBv2yYQvt999x3atWuHhQsXIjs7G7Nnz8amTZtcXRsREVG9GK9cgtQ/AD5qtadLKadOh51DQ0NRWFgIACgqKkJoaKhLiyIiIqovm14HS3Y2lG3bQiKReLqccurU8x07dizWrVuHUaNGoaioCCtWrHB1XURERPViunIFAKD0skPOQB3Dd8OGDWjZsiU++ugjnDlzBs899xzWrl1b5fKhof6Qy2V1LrIqanWQy7fZ3LAN649tWH9sw/pjG1aUtjMDABCZ0AXhNWwfd7VjncL30KFDGDx4MACgc+fOyM7OhtVqhVxe+eY0Gn3dK6yCWh2E3Nxil2+3OWEb1h/bsP7YhvXHNqxc/skzAABTaHSN2sfV7VhdkNfpnG9sbCyOHj0KAEhPT0dAQECVwUtEROQJxiuXIQsKgjwszNOlVFCnxJw6dSqeffZZzJgxA1arFS+99JKLyyIiIqo7W3ExrHl58O+e4HUXWwF1DN+AgAC88847rq6FiIjIJZyTKXjZyFYOHOGKiIiaHKNjZCsvvNIZYPgSEVETxJ4vERGRm5kuX4YsRAW5yjsHgWL4EhFRk2LVFsKqKYCynXcecgYYvkRE1MQ4JlNQxrb1aB3VYfgSEVGT4u0XWwEMXyIiamKMl0rD19dLL7YCGL5ERNSECLsdxosX4KOOhDwo2NPlVInhS0RETYYlOwt2vQ7KuPaeLqVaDF8iImoyDBcvAAD82jN8iYiI3MJ4oTR8le07eLiS6jF8iYioyTBcOA+JQgHfmFaeLqVaDF8iImoS7EYDzBnpULZtB4mXT3PL8CUioibBeOkSIITXX2wFMHyJiKiJMBsBkckAACAASURBVFw4D8D7L7YCGL5ERNREGK9d6cyeLxERkRsIIWC4eAHyiAjIQ1SeLuemGL5ERNToWbKzYS8pgV+cd99i5MDwJSKiRs95yLkRnO8FGL5ERNQEOC+2agTnewGGLxERNQHGixcg8fGBb+s2ni6lRhi+RETUqNmNRpjSUuEb29brB9dwYPgSEVGjZrxcOrhGY7i/14HhS0REjdr1+3sbx5XOAMOXiIgaOcP5cwAax8hWDgxfIiJqtITdDsP58/CJUEOuCvV0OTXG8CUiokbLnJEOu14Hv/h4T5dSKwxfIiJqtAwpZwEAfh0ZvkRERG5hOJcCAPCL7+ThSmqH4UtERI2SEAL6lBTIQkLgExnl6XJqheFLRESNkiU3FzZtIfw6xkMikXi6nFph+BIRUaPkPN/byA45AwxfIiJqpBzh69+R4UtEROQWhnMpkPr7QxET4+lSao3hS0REjY61UANLbg78OnSERNr4oqzxVUxERM2eIaVx3mLkwPAlIqJGR3+ucQ6u4cDwJSKiRseQkgKJQgFlbFtPl1InDF8iImpUbCUlMKenQRnXHhK53NPl1AnDl4iIGhXHFIL+jfR8L8DwJSKiRsZwrvEOruHA8CUiokZFf/YsIJNB2S7O06XUGcOXiIgaDZteB9OVy/CLaw+pr6+ny6kzhi8RETUahrNnASHg17mLp0upF4YvERE1GvrTpwAA/l26eriS+mH4EhFRo6E/cwoShQJ+ce09XUq91Dl8v//+e9x5552YNGkSduzY4cqaiIiIKrAWFsKckQG/+E6N9v5ehzqFr0ajwXvvvYcvvvgC77//Pn755RdX10VERFROUznkDAB1+tNhz549GDhwIAIDAxEYGIhFixa5ui4iIqJymlL4SoQQorYrffDBB0hPT4dWq0VOTg4ee+wxDBw4sMrlrVYb5HJZvQolIqLmSwiBAw88DLvJhP6frmqU0wiWVeeD5tnZ2Xj33XeRkZGBWbNm4bfffoNEIql0WY1GX+cCq6JWByE3t9jl221O2Ib1xzasP7Zh/TWHNjRnZ8Gcl4fAPn2Rl69rkH24uh3V6qAqH6vTnw7h4eHo3bs35HI52rRpg4CAABQUFNS5QCIiouo0pUPOQB3Dd/Dgwdi7dy/sdjsKCgqg1+sRGhrq6tqIiIgANL3wrdNh56ioKCQlJWH27NkwGAx4/vnnIW3kx9+JiMg7Cbsd+rNnIA8Lg09klKfLcYk6n/OdNm0apk2b5spaiIiIKjClpcJeUoLAQYOrvLaosWF3lYiIvFpTO+QMMHyJiMjLXQ/fxj2ZQlkMXyIi8lp2iwWGlLNQtGgJuarpXNjL8CUiIq9lSDkLYTYjoHsPT5fiUgxfIiLyWroTxwEA/j0SPFyJazF8iYjIa+mOH4XE1xd+HeM9XYpLMXyJiMgrWXJzYcnKgn/nLpD6+Hi6HJdi+BIRkVfSnTgGAAjo3rQOOQMMXyIi8lK649fCt0fTutgKYPgSEZEXslvM0J85DUV0C/hEqD1djssxfImIyOsYUlJKbzFqYlc5OzB8iYjI6zTVW4wcGL5EROR19MePNclbjBwYvkRE5FUsebkwZ2U2yVuMHBi+RETkVXTHSw85N8VbjBwYvkRE5FV0x48CaJq3GDkwfImIyGs09VuMHBi+RETkNfSnT5XeYtSzl6dLaVAMXyIi8holhw8BAAJ73+LhShoWw5eIiLyCsNuhO3IEsuBgKOPae7qcBsXwJSIir2C8cAG24iIE9OwFidR98WSwGrH1ynYUmUrctk+52/ZERERUjZIj7j/kLITAZ6e+xtG8k4iLikF7ZUe37Jc9XyIi8jghBEoOH4LE1xf+Xbq6bb+/pf6Oo3knEa9qj/4x7rvIi+FLREQeZ87MgCUnGwHde0Dqo3DLPi9qL+O7CxsRpAjEnG7TIXXjoW6GLxEReZzzKude7jnkXGLW4aMT/4MQAvO6TUeIb5Bb9uvA8CUiIo/THTkMSKUISOjZ4PuyCzs+OfUVCk1ajIsbjfjQDg2+zxsxfImIyKMsGg2Mly7Cv1NnyAICGnx/my//hlMFZ9ElLB6jYxMbfH+VYfgSEZFH6Y4cBgAE9Ord4Ps6lX8WP13aglBfFeZ0vRdSiWdikOFLREQe5bzFqIHP9+YbCvDxyS8hk0jxYI+ZCFQ0fC+7KgxfIiLyGJteD/2Z0/BtEwuf8PAG24/FZsHKE59BZ9XjnvgJiA1u3WD7qgmGLxEReUzJ4UOAzYbAW/o06H6+SVmP1OJ0DGzRD4Na9m/QfdUEw5eIiDymeP+fAICgfgMabB9/pO/D7sz9aB0Ug3viJ0AikTTYvmqK4UtERB5hKymB/vRJ+LaJhSIqqkH2cVF7GV+nrEeA3B8PdJ8JhcynQfZTWwxfIiLyiJJDBwGbrcF6vYUmLVYe/wwCAvO634cIv7AG2U9dMHyJiMgjrh9y7ufybVtsFnxw/FMUmYsxscNYdA5zz4QJNcXwJSIit7MWFUF/5hSUcXHwiVC7dNtCCHydsh5XilLRP/oWJLYa7NLtuwLDl4iI3K7k4AFACAT1df0h5x3pu7Encz/aBLXCvZ0me8UFVjdi+BIRkdsV798HAAjs69pDzqcLUrD23A8I8gnEQz1mec0FVjdi+BIRkVtZCzUwnEuBX8d4+IS57iKobF0OPjrxOaSQ4KGE2QhVqly2bVdj+BIRkVsVHyg95BzYz3WDXegserx/7GMYrEbc1+VuxIXEumzbDYHhS0REblW8fx8gkSCoT1+XbM9mt+GjE58jx5CH0bGJ6B/tnjmB64PhS0REbmPJz4fxwnn4deoMeUj9DwsLIfDtue9xVnMePSK6YnxckguqbHgMXyIicpuivbsBAEH9XXOV82+pv+P39D2ICWyBOV2neWyKwNpqHFUSEVGjJ4RA0e4/IPHxQVDf+p/vPZp7AuvO/4QQRRAWJMyFUq50QZXuwfAlIiK3MF68AEt2FgJ794HM379e27pSlIrVJ7+Ej1SOh3vO9eormytTr/A1Go0YMWIE1q1b56p6iIioiSravQsAEDzotnptp8CowfvHPobVbsW87vehTVArV5TnVvUK3+XLl0Olalx/bRARkfvZLWYU7/8TMpUK/l271Xk7eosBy4+uRpG5GJM7jkePiK4urNJ96hy+Fy5cwPnz5zFs2DAXlkNERE2R7sgR2PV6BN86CBJp3aLHYrfig+OfIEOXhaGtbsOwVvXrQXuSvK4rvvHGG3jhhRewfv36my4bGuoPuVxW111VSa0Ocvk2mxu2Yf2xDeuPbVh/3t6GuQf2AgDajh0N/zrUahd2LNmzCucKL6J/q15YMHA6pHUM8eq4qx3rFL7r169Hr1690Lp16xotr9Ho67KbaqnVQcjNLXb5dpsTtmH9sQ3rj21Yf97ehtbCQmgOHYZv23bQ+amgq0Ot6879iN2pBxEX0hb3tr8b+fk6l9fp6nasLsjrFL7bt29Hamoqtm/fjqysLCgUCkRHR2PQoEF1LpKIiJqmon17ACEQUscLrX5L3YVfU3ciyj8SDyfM8drJEmqjTuG7ePFi5/8vXboUMTExDF4iIqrAcW8vZDIE9b+11usfyDqMNee+R7AiCI/0nIcAn/rdouQteJ8vERE1GNOVKzCnpyGwZy/IAgNrte6p/LP45PTXUMqUeKTn/Qj3c90MSJ5W5wuuHB577DFX1EFERE2Qdud2AEDwbUNqtd4l7VWsPP4pZBIpHk6Yg1ZBLRugOs9hz5eIiBqEzWBA0b49kIeFI6BHQo3Xy9JlY/nRVbAKG+Z1uw8dQ+MasErPYPgSEVGDKN67B8JkQsjtQ2t8b2++QYOlRz6EzqrH9E6TkaCu+4Ac3ozhS0RELieEQOH2bYBMhpDBt9doHa2pCEuOfIBCkxYT2t+BgS37NXCVnsPwJSIilzNevFB6oVWv3pDXYBjiEosO7x75EHmGfCTHDseo2GENX6QHMXyJiMjltNt/AwCohg2/6bIGqxHLjqxyDhs5Li6pocvzOIYvERG5lK2kBMX798EnKgp+nTpXu6zZZsaKYx/jSnEqbo3uiykdx0MikbipUs9h+BIRkUsV7f4DwmqFamhitRdaWWwWrDj2Cc4VXkQvdQ9M7zwZUknziKXm8SyJiMgthBAo3PEbJHI5ggcNrnI5i92KD058ijOac+gR0QVzu90LmdT1E/B4K4YvERG5jOHMaViysxDYr3+VI1pZ7VZ8dOIznMo/i67hnXB/95mQS+s95lOjwvAlIiKX0fy6FUDVF1rZ7DasPvkljuedRufQjnio+yz4NLPgBRi+RETkIuasLOiOHoEyrj382neo8LjNbsOqk1/gSO5xxKvaY37CbPg0gRmK6qL5/blBREQNQvPLFkAIhI6ueKuQ1W7FqhP/w9G8k+ioisPDPedCIVN4oErvwPAlIqJ6s5WUoGj3LsjDwxHYu0+5x6x2Kz488TmO551CfGgHLEiY06yDF2D4EhGRCxTu+A3CbEboiNGQyK5ftWy5dnGV4xzv/ITZzT54AYYvERHVk91iQeG2XyBVKhE85Po4zmabGR8c/xSnC1LQJSweD/WYDUUzPcd7I4YvERHVS8n+P2HTahE6KgkyPz8AgNFqxPJjq3G+8BK6h3fGA91nNtuLqyrD8CUiojoTQkCzdRMglUI1chQAQG/R492jH+FKUSp6RyZgTtdpze4+3pthaxARUZ0ZzpyGKTUVQf36wyc8AsXmEiw9shLpJZkYEN0H93We0qxGrqophi8REdVZwcafAACqUcnIN2jw7pGVyDHkYUjMQNwTf1ezGau5thi+RERUJ4YL56E/fRL+XbqhMCoA7x5ahkKTFqNjE3FnXHKzmJ2orhi+RERUJwU/fg8AMA8fgPcPLYfOosfEDmMxss1QD1fm/Ri+RERUa8bLl6E7fgyiXRssLdoCi82C+zrfjUEt+3m6tEaB4UtERLWW/1Npr/f7diWw233xQPcZ6BXZw8NVNR4MXyIiqhVj6lXoDh9CZrgc2TEBeDRhDjqGtvd0WY0Kw5eIiGrMLuw49vUHUAE42TsST/b5P8QEtvB0WY0OrwEnIqIaMdss+HLnBwg5k4aCCCWm3fVXBm8dMXyJiOimis0lWHJ4BYJ2HoYEQMfJsxDmF+rpshotHnYmIqJqZelysOzoKkgzstH5igmK1m0Q1udWT5fVqDF8iYioSimaC1h5/FPorQY8kKIEAKin3AOJlAdO64PhS0RElfojfR++SvkOADDXdxACLq6Hf5euCOjW3cOVNX4MXyIiKsdmt+G7Cz/ht9RdCPDxxwPdZsB32f9gAhAx+W5Pl9ckMHyJiMjJYDVg1YkvcKrgLKIDorAgYQ58T15E5uVLCOzbD8q27TxdYpPA8CUiIgBAti4HK45/imx9DrqGd8K8bvdBKfHB5e/WAlIpIiZO9nSJTQbDl4iIcCLvNFaf/BJGmxEjWt+OCR3ugFQiReGO7bBkZyFkaCIUUdGeLrPJYPgSETVjdmHH5su/4adLWyCXyjC76zT0j74FAGDT65G/fh0kCgXCx9/l4UqbFoYvEVEzZbAa8fnpb3Ak9wRCfVV4KGEW2gS1cj6e//162IqLED5xMuQqlQcrbXoYvkREzVBGSRZWnvgUOfo8dFTF4f7uMxCkCHQ+bspIR+G2X+CjViN0dJIHK22aGL5ERM3M/qzD+OLMGpjtFoxsMxR3xiVDJpU5HxdCIPfL/wF2O9RTp0Pqo/BgtU0Tw5eIqJmw2K347vyP2JG2G0qZLx7sPrPSOXhLDh2E/vQp+HdPQEDPXh6otOlj+BIRNQO5+nysOvk5rhano2VANB7oMRNR/uoKy9lNJuR+8yUgkyFy2nRIJBIPVNv0MXyJiJq4QznH8L/Ta2C0GTGwRT/cE38XFLLKDyUXbNoIa34+QpPvgCKatxY1FIYvEVETZbFZsO78j9iZvgcKqQ9mdZmKAS36VLm8KSMDmp9/gkylQvi48W6stPlh+BIRNUEZJVlYffILZOiy0DIgGvd3vw/RAVFVLi/sdmR/sgrCakXUfbMgVfq5sdrmh+FLRNSECCHwe/oerDv/Iyx2K26PGYiJHcZBIfOpdr3C7dtgvHAegX37I7D3LW6qtvli+BIRNRHF5hL878y3OJ53GgFyf8ztdh96qrvddD1Lfh7y1n4LaUAAIu+9zw2VUp3D980338TBgwdhtVoxf/58jB492pV1ERFRLRzPO4X/nV6DYksJ4kM7YHbXqVD5htx0PSEEsj/9GMJkQtR9syAPufk6VH91Ct+9e/fi3Llz+Prrr6HRaDBx4kSGLxGRBxitRry/fwO2XfwDcokMkzqMQ2LrwZBKpDVav3jPbuhPnoB/t+4IGjiogaslhzqFb79+/ZCQkAAACAkJgcFggM1mg0wmu8maRETkKucLL+GzU18jz1iAmMAWmNP1XrQMrPntQZaCfOR89QUkvr6ImjWnWd/TK4Rw6/7qFL4ymQz+/v4AgG+//Ra33347g5eIyE1MNjO+v/AzdqTtBgBM6JKExKihkEtr/pUu7HZkfbQSdr0OkTPnwCc8oqHK9QpCCBTpLcgtNCBXYyj9r+NHa4TOYME/HrwVLUKUbqmnXhdc/fLLL1izZg1WrVpV7XKhof6Qy10fzmp1kMu32dywDeuPbVh/bMOaO517DssOfobskly0DIrC//WfhfiIuFpvJ23NOhjOnkHYrQPQYfK4JtHrtVhtyC7QIytfj6x8nfO/pb/TwWi2VVhHKgEiVH7o3j4CapU/1BEBbqm1zuH7+++/4/3338eHH36IoKDqPzgajb6uu6mSWh2E3Nxil2+3OWEb1h/bsP7YhjVjtBrx/cVN2Jm2BwAwos3tGNcuCQpRegtRbdrQePkSrn7xFWQqFUKnzUReXkmD1OxqQggUGyzXe6waA3ILjdd6rwZoikyo7OCxr0KGSJUfIlV+UKv8oFYpS/8b6ofwYCXkstLz4+qIAJe+F6v7o7JO4VtcXIw333wTH3/8MVSc45GIqEGdyDuNr85+B42pEFH+kZjR5W7EhcTWaVt2oxGZK98HbDZEz3sQssDAm6/kRlabHflFxjKHho3IKXOIuLLeqwSAKsgX8a1VUIdeD9hIlT/UKiUC/Xy8rmdfp/DduHEjNBoNnnjiCefv3njjDbRs2dJlhRERNXfF5hKsOfc9DmQfgVQixZi2I5AUOxw+Nxkwozo5X30BS3Y2QkcnI6Drze8BdjUhBHRGa/lzroUG5FzrxRYUG1HZtU++PrLrPdZrP5HXgjY8WAkfec2u7vYWdQrfqVOnYurUqa6uhYiIANiFHXsy9mP9hY3QWw2IDW6N+zpPQUxgi3ptV/vHLhTt2gnf1m0QPnGyi6qtyGqzo6DYVOHCppxrPVmDyVrpeqFBvugYE4IIxyHi0OtBG+zvfb3X+uAIV0REXiS9JBNfnlmHS0VXoJT5YkrHOzG01aAa37dbFeOVy8j5/BNI/fzQ4uFHIPWpe+8ZAPRGS4VDwo6ffK0J9kq6rwq5FGqVHyJahTiD1XEeNiJECYVP87lrhuFLROQFDFYjfr70C35L2wW7sKN3ZAKmdBxfo1GqbsZWUoKMZUshLBa0WPAIFFFVT7DgYLcLFBRfO/eqNZY5NFz6ozNW3nsNCVAgrmXw9fOuoX6ICCk9RBwSoGhSvdf6YPgSEXmQEAL7sw/ju/M/ochcjAhlGO7pNAHdwju7Zvt2OzJXvg9rfj7Cxt+FwIRezscMprLnXsv3YvO1RtjsFXuvcpkUapUS7WNCypx/VSJSVRqyvorm03utD4YvEZGHpBZn4NuU9bigvQwfqRzj2o3GyDZD63VBVVl2u0D6N9/CcPIETLGdsFPVAzkbTjhvzykxWCpdL8jfB22jg5zhGnEtXNUqP6iCfCFl77XeGL5ERG5WZC7GDxc2Y0/mfggI9FR3x+QO4xDuF1brbRnNVlzOLMLZi3llLmoq7cmqU09iXObv0MgD8bG0F0x7rgIAZFIJIlR+aNviWsCGXL9yWK1SQqlgNDQ0tjARkZtYbBb8lrYLmy9vg9FmQouAKEzuMB5dwuOrXMcuBLQlZuRo9NcHlCjzU6SvvPcab8/DmKw/YJUrkJt8H6a3i3X2ZEODfCGVsvfqSQxfIqIGZhd2HMo+iu8vbkK+UYMAH39MbT8Rt7XsD5lUBpPFhrzC66M1lb+C2AirzV5hmzKpBOHBSrSODESbFiEIUsqd98GqTFrk/Gct7FIJWj3+BLp26eqBZ03VYfgSETWgFM15rDv/E1KL0yGFFJ39bkG0pSfOHhbYtf0IcjUGaHXmStcNUMoRow4oNyyi4x7YsGBfyKTXhkUsM0SntagIqYvfgV2vQ9Tc++HP4PVKDF8iIhewWG3lDgtfLEzDees+6BQZAABrfgtYUzvisNkfQCYAQCqRICzYF13bhl6/uClE6Tz/GqCs3YVXdpMJGe++A0tuLsLG34WQ24a4+mmSizB8iYhqQAiBYr3l+iHhsqM3aY3QFJsAABJfHeStzkEengUoAJSEQVXcCy39YxDZ26/c6E1hQb7OQf3ry24xI+O9JTBevICgWwci/M4JLtkuNQyGLxHRNRbrtUH9bxhQwnHu1WSpfFD/sGBfdGjrA1PYWeTLz0FAIErZAuPaJaFXVGdIpQ077rDdakXm+8ugP3USAb16I3rO/RzMwssxfImo2RBCoMRgqXBhU961/692SrrQ8oeEI1WlvViprxG/pv6GPZkHYBM2RPmrMS4uCb3VPdwSgMJuR8rb70B39Aj8u3ZDi/kLIJHzq93b8RUioibFOSWd4+phjaFc0FY3JV3H1qprFzeVmT0n1A9BlUxJl2/QYOvVzdid8Sdswga1XzjGtB2JvlG9IJO6Z5QnYbcj++OPULR7N/ziO6HlI3+B1Efhln1T/TB8iajRKSk7oXrZ4RE1hiqnpFP4SMsN5F92UvWIECV85DULzBx9LrZc2Y59WQdhF3ZE+IVjTNsR6BfV222hCwDCZkPWxx+heM9uBHbsiOi/PAGpr6/b9k/1w/AlIq9js9uRX2SqEK6OXqy+iinpVIEKdCwz5nCEY0L10PpPSZdWnIGtV7fjYPbR0nO6/pFIik10a0/XwW6xIPOD5dAdPgRlXHt0e+l5aAyVHTAnb8XwJSKP0F+bUD0loxgXrhaUOzRc1ZR0PtempOvYKqTcYeHIBpqSTgiBc4UXsOXKdpwuSAEAxAS2QHLbEeil7l7vaf7qovR2oiXQnz4Jv85dEPPo45AHBgKGYrfXQnXH8CWiBlHZlHRlryK++ZR0Zc67XvsJCVS4ZVB/m92GI7nH8evV33GlOBUA0FEVh5FthqJbeGePXUls0+mQvuS/MF44j4BevdFi/gKe422kGL5EVGfXp6QrE641nJIurmUIIlV+aNdaBT+5BOqQ0oD15JR0eosBuzP/xPbUP6AxFUICCXqqu2NUm2FoF9LGY3UBgDknB+lL3oYlKwtBA25F9NwHeFVzI8ZXjoiqZBcChcWmMqFafmD/4ioG9Q/290FsdJDzdpyyVxDfOCVd2aERPSVLl4MdabuxL+sATDYzFFIfDG01CMNa3YZIf7VHawMAfcpZZCxbCntJCUKTxiBi8t2QNPC9w9SwGL5EzZzRbEVeuVC9Pql6ntYAq61i71UmlSA8RInYqCCoQ/2cvVbHvbB+vt7/1WIXdpzMP4PtqX/gjOYcAEDlG4LktiMwuOUA+Pv4e7jCUkV7diP7k1UQQiBy1hyobh/m6ZLIBbz/E0JE9eKYku7GW3McPdmiagb1bx0ZWOG8a2Qjn5JOayrCnsz92JW+DxpTIYDS87lDW92GhIiubr9yuSrCZkPed2uh2bQRUj8/xPzfY5wkoQlh+BI1AWaL7fpFTTcMKpGnNcJirWZKurahUIf6Qx1S/gInf2XT+XqwCzvOFpzHHxn7cDTvJOzCDoVMgdtaDsDQVoMQE9jC0yWWYy0sROYHy2FIOQufyCi0fPRx+LZs6emyyIWazqeLqAkTQqBIZ752SLjipOqFJVX3XltGBJQZXOLaoBIqP4SXmZKuqSowarAn8wD2ZOx39nJbBkRjSMxA9IvuDT+50sMVVqQ/cxqZHyyHragIgX36Imr2PMj8veMQOLkOw5fIS1isNuRpjWUG9L8WsNrSf5stFXuvEgkQHqxEl9jQciM2Oc6/1nZKuqbAbDPjSO4J7Ms8iLOa8xAQUMgUGNSiHwa27I92wW28ctIBYbOhYOOPyP9+PSCVQj31XqhGjvbKWqn+GL5EbuKYku7GW3IcIVtYXPmg/kqFDNGhpaM0lR0WsXRCdaXLpqRrzOzCjvOFl7Av6yAO5xyDyVZ6JCAuJBYDW/THLZEJUMq9d+hFc1Ymsj5aCeOli5CHhqHFQwvg17Gjp8uiBsTwJXKhslPSlZ+WzohcrQGmKgb1Dw32Rac2qvIXNjknVJez91MJIQTSSjKxP/sQDmYfRaFJCwAI9VUhsfUQDIi+xStuE6qOsNtRuH0b8tZ8A2E2I2jAQEROnwFZQICnS6MGxvAlqgUhBHTXhkXM0Rigt2TiUnoh8q6FbUFVU9L5yMoEqrLcAP9hwUr4yNl7ralMXTYOZR/FoZxjyNLnAAD85EoMatEP/aJ7o4MqziPDPtaWOSsT2Z9/CsOZ05AGBCB63gMI6tvf02WRmzB8iW5gtdlRUGSsOKiEpvT8q8FUsfcKAKHXpqRThyid4w07erFB9RzUvzkTQiBTl43DucdxOOcYMnXZAAAfqRy91D3QL7o3uoV3ho+0cXyd2S1mFGz8CZqff4KwWhGQ0BNRs+ZCrlJ5ujRyo8bxbiVyMZ3RUvGwcJnea2WD+jumpHMMKKFWKdGxbTgUElGrKeno5uzCjqvFaTiScwJHc08gx5AHAJBL5egZ0Q23RCage0RXrz6PWxndyRPI+eIzWLKzIQ8NhXrafQi8pQ//MGuGGL7UUQQ4OQAAEmRJREFUJNnsdhQUmcpc1FQmYDVVT0kXEqhAXEyws9ca6ZyWzg/BAYoKX5LeMDRiU2GxWXBWcx7H8k7hRN4paM2l7aqQ+qC3ugd6qbujW0QXr7w96GZM6WnI/fZr6E8cByQSqEaOQsSESZAq/TxdGnkIw5caLceg/jnXDgfnlunF5hdVPqi/j1yKiBBl+Snprk1LFxGihK+Lp6Sj6mmMhThy/gj2XjmMswXnYbaXjhUd4OOPAdF90FPdDV3COkEha5y3TFm1hcjf8B20v+8EhIBf5y5Q3zMNyjaxni6NPIzhS17LbhfQFN/Ye70esCWGqgf1b9siqNw5V3dPSUeVs9gsuKC9jFMFZ3E6PwUZuiznY1H+anSP6IKEiG6IC4ltFBdNVcWq1UKz+WcUbt8GYTZD0aIlIu6+BwE9evIQMwFg+JKHGc3W0lGbNBUDNq/KKekkiAjxQ7sWwRWuHPb0lHRUnl3YkVGShTOaczirOY9zmouwXOvdyqVydA3rhAGxPRHr2w5q/3APV1t/N4auPDQMYVPHI2Tw7ZDI+L6k6xi+1KAqm5Iur8wAE1VNSRd0bUq6iBCl835XR8DeOCUdeQ8hBLL1uThXeAEpmtKfEovO+XjLgGh0DuuIrmGd0F7VDgqZT5M4b27KSIdm62YU79kNYbVCHhaGsDHjEDx4CKQ+jfOQOTUshi/Vm8lscw6BmFtodN6Sk6Mp7b1abZUP6h8RokSbqBsPD5f2ZBvDlHR0vWd7QXsZ5wsv4lzhRRSbS5yPq3xDMCC6DzqFdkCnsA5Q+YZ4sFrXEnY79KdPQbN1c+mFVAB81JEITUpG8G0MXaoev+HopoQQKKxkSjrH1cPaaqaka6UOcPZcS2/TKb0HNixI2WinpGvOjFYTrhSl4lLRFVzQXsYl7RUYrEbn4yGKIPSN6oWOqjh0VMUh0l/d5M5xWrWFKPpjF7S/74AlNxcA4NcxHqGjkxDQszcnuacaYfgSgBumpCszLZ3jd5VNSSeVSBAe4otubUOd4RpRZvYc/2Y4qH9TYhd2ZOlycKUoFZeLU3FJewUZJVkQZcbwUvuFo6e6O9qHtEN7VVtE+kU0ubAFAGG1Qnf8GIr27kbJkcOAzQaJQoHgQYOhShwOZbs4T5dIjQzDt5kQQqBIbyk312ux0YrUrKJqp6Tz85WjZXhA6eHg0GsDTFwbvSmsGUxJ11zYhR25hnykFqXhanE6rhanIbU4HUabybmMj1SOuJBYtHP8BMcixDfIg1U3LGG3w3D+HIr37kHxgf2w60vPXStiWkE1dBiCbh0ImT/HYKa6Yfg2IRarHXnaG4ZELHNx082npCs/mXpznZKuqTPbLMjSZSOtJKP0pzgD6SX/v707jW2jXBc4/p+xx7tjO4mzNEtLT3vhnB4Q5QJHqD23oko5IPGNirSiCFUIhMQmJITUCjXVlahAanUlLnxAfEIFiUXKR0QREvClLZsKnDRwKD2XQrckztLEu2fmvR/Gzl6nhNR2kuenTmbGryd98sT2k9ne99KMQquh0RyIs66uk7V1Hayr62BNqAX3MunCcbHsQoHMjz+QPPUNyVOnsCbGAXBFokR3/IO6v92Fd+3aFbl3LyprZb+TVhilFBOZwrTOJKYK7eA1DEk3eUi42Ln/jesb0UxLhqRboSzbYigzzKXUAJdSl7mYvMzF1GUG04kZh441NJqDTXSE1tBZ105nuJ320Jpl13XjYhVGhkn1/ZN03z9J/9CPnckA4AqHqfv7fxG+428EbvqznMsVS0qKb40xLZvhaedeS7fnlHpxKjck3X90RKeN+Tp1/2vIP3+n/vHG0LK/xUNAzsozmE4wkB7kcmpwcj6YHsJUM18vfref9ZF1tIVaaA+toT28htZgy7LtQWoxrGSS9E//IvOvH0n/0E/+4oXJNqMxTt2WvxO67T/xb9goBVdcN1J8K2z6kHQzO/Yvduo/kWOePv2LQ9L55vTY1BTz0yBD0q14OStPIjPMUGbYmacTDKYTDGYSk+PYTudxeWgLraEl2ERrsJnWYDNtoVai3siqOmSqlKIwOEj23z+TOXuWzM9nyJ//bbJd83gI3nwLgb/eTPCvN2M0Na+q/IjqkeJ7HZSGpJt+7nVw2mHizFU69Y+FvWxsj04V2WkXN8mQdCtbwSowkhtjJDvqTJlREtkRhjMjJLIjM+6dnS7mjXJTbCPxQCPNgTgtwSZaAk2rrsiCU2jN4QTZc+fI/XrOmf/yf1jJqaM7mmHgv+nPBG68Cf+NN+G7Yb3cjyuqQorvIqWzBedw8PQLm0YXGJLOXRySriNavC3HGS2nqdipvwxJtzLlrQJXcuOM5cYYy40zlrvCWO4Ko7krjGbHGM2NXbW46ppOvS9GW6yVxkADcb8zNfobiPsbV9Xh4hKlFObYGIWBy+QuXiB/4Ty5C868dL62xN3YSPgvf8G3fgO+9X/C19mJ5paPPVF98iq8Csu2GZ0xJN3UhU2JsQypbPkh6eIRf7FzialDxZF5hqQTy5NpmyQLKZKjY/w6PMBEPsl4fmLalORKbpzx/PiMTihmc+tuYt4IrdFm6n0x6v0x6n0xGnxRGnwNRL11uPTV90eZsiynwA4NUkgMURgaojA0SP7yZfIDA6jcrJzqOp6mZjybbsa3di3etevwda7FFQpV5wcQYgGruviWhqSbfmHT0Gi67JB0bpdOPOrjT22RGf0NNxaLrAxJt7zYyiZn5UgXMqTNDOlChpSZJlVIky4481QhTbKQIlVIOQW3kCZjZhb83kF3gJg3ytpwmIi3jqg3QrQ090WIeaOEjOCq+oNMKYWdSWONj2OOj2OOjZI3M1z57TLm2CiFkRHMkRHMsVHmu/hBMwyMpmY8LS14WlrxtLTibW/HaGlBNzxV+ImEWJxFF99Dhw7x3XffoWka+/fv55ZbblnKuJZEaUi6medcr2FIuqCHdS3hyU4lSoeFm2IBGZKuBtjKJm/lyVkF8laevJ0nZ+XImc48W5rMnLNuZsmYObJWhqyZI2NmyZgZ0maWrJmdcdtNObqmEzaCxLwROsJthI0g8UgMt+mhzhOmzhsm7AkRNpxlYwXfE6tsGzubxc5ksDNp7EwGK5PGTqWwUmnsdAorlcJKTmAlk1gTE87y+DjKnP+oEQC6jjsaw79hI+76eozGOEY8jhFvwojHcUdjcgWyWBEW9enw5Zdfcu7cOd577z1+/vln9u3bxwcffLDUsV2T0pB0czuVyDJ8JYNpzf1gLXXqP3vM16biHqzPs3I/NH8vW9mTk6VsLGU5y3ZxriwsZWPaFraysJSFaVtYtoWpTGdum5iqOC8+btomBXv6vEChuFywChTs4mQVyNsF8tMKbcEu8+F9DXwuL363n5g3gj/Ygt/tI2gECLj9+A0/AbefoBEgaAQJGn6C7iAhTwCfyzdnL7VaI/IopcCyULYNtoUyLZTlTFgWyjKdddOcORUKxeWCs1woYBfnKp93lvM5VL6Anc9h53KonDO3c1mn4GazqFxu4SCn0bxeXKEQnvYO3HV1uOoiuOvqcEej1HeuIaX7cEcjuCNRGXpPrAqLqjInTpygq6sLgA0bNjA+Pk4ymSRUgfMrlmXx4f/8N8bEOJZtY8/qtClSnG7UQNc1dF3DVZzruoZL09CVBmM4U1EGOFec5nNt+0bTN5i5xdW3V+Wfo2bvl83dT1NKzduqUBT/MfW19JgCzdnW2dzZ0mlX059dlva7EzNFBzzFad7vjbO3qWk6uqajaxo6Oq7iuqZpuCi1TT0+texy5ui4dB2X5po5QLtSQA5UlhkvhsmcAChySpGbvk0pX0oxYLjI582p37dyHp9at518KwW2PbO9OCllg+20l5adolpaLy7PmleMpqF5vOg+L7rPhzsSRff5nMkfQA/4cfkDznIwgCsYxBUIogeDuEJhXKEQuufqh4Qb4mFsud9crDKLKr6JRIJNmzZNrjc0NDA0NHTV4huLBXAv0ZW8o8MjdP77V/z5P/CpL1YNBVjF6XqYc+ZX05wJpg6PapqzPDkHcJY1XQNtqk136eAutemg62gul7M+bT75uMuF5tLRdBea24XmcqMX55rhRne70YqTbhjohoFmGOiGG93woHsMdI8HzTBweb3oXi+6x4Pu9TjrPp/Tfp1PtcTjK7eP6EqRHC6NSuVxUcVXzd6rU6rsm3N0NL2Y/+YqDDYe/l/8hsmV8YUvellKGuU/gGa3z372VIq0We3aZP5KX7XJbbSpRzUNbdpz/6iGhhDDw/Pf4vK7LPHn8kJ55lp+/tnPmbOJNuN5s383M7bXtMmC6axOPSceDzOUSDrFcxleC1D64wRgzsH8PJDPFxeun2odul9JJIdLY6nzWK6QL6r4Njc3k0gkJtcHBwdpbGxczLdalEAgRDweRjPkxfZHeKJh3AW5eOWPKO2NCiHE77GoT40tW7Zw7NgxAPr7+2lqaqrI+V4hhBBiJVjUnu9tt93Gpk2b2LVrF5qm0dPTs9RxCSGEECvWou+pef7555cyDiGEEGLVkJNVQgghRIVJ8RVCCCEqTIqvEEIIUWFSfIUQQogKk+IrhBBCVJgUXyGEEKLCpPgKIYQQFSbFVwghhKgwTc0eJUEIIYQQ15Xs+QohhBAVJsVXCCGEqDApvkIIIUSFSfEVQgghKkyKrxBCCFFhUnyFEEKICqv54nvo0CG6u7vZtWsX33///Yy248ePs3PnTrq7u3n99derFGHtK5fDkydP8uCDD7Jr1y727duHbdtVirK2lcthyZEjR3j44YcrHNnyUi6Ply5dYvfu3ezcuZMDBw5UKcLaVy6H77zzDt3d3ezevZuXXnqpShHWvp9++omuri7efvvtOW0Vqyuqhn3xxRfq8ccfV0opdebMGbVz584Z7ffdd5+6ePGisixLdXd3qzNnzlQjzJq2UA537NihLl26pJRS6umnn1afffZZxWOsdQvlsPR4d3e32rNnT6XDWzYWyuMzzzyjPv74Y6WUUgcPHlQXLlyoeIy1rlwOJyYm1N13360KhYJSSqm9e/eqU6dOVSXOWpZKpdSePXvUiy++qI4ePTqnvVJ1pab3fE+cOEFXVxcAGzZsYHx8nGQyCcBvv/1GJBKhtbUVXdfZtm0bJ06cqGa4NalcDgF6e3tpaWkBoL6+ntHR0arEWcsWyiHAyy+/zHPPPVeN8JaNcnm0bZtvvvmG7du3A9DT08OaNWuqFmutKpdDwzAwDIN0Oo1pmmQyGSKRSDXDrUkej4c333yTpqamOW2VrCs1XXwTiQSxWGxyvaGhgaGhIQCGhoaor6+fbGtsbJxsE1PK5RAgFAoBMDg4yPHjx9m2bVvFY6x1C+Wwt7eXO++8k7a2tmqEt2yUy+PIyAihUIhXX32VPXv2cOTIEZR0vjdHuRx6vV6efPJJurq62L59O7feeis33HBDtUKtWW63G5/PN29bJetKTRff2W8+pRSaps3bBky2iSnlclgyPDzME088wYEDB2a8sYWjXA7Hxsbo7e1l79691QhtWVno/TwwMMADDzzAW2+9RX9/P59//nk1wqxp5XKYTCZ54403+Oijj/jkk0/49ttv+fHHH6sR5rJVybpS08W3ubmZRCIxuT44OEhjY+O8bQMDA8Tj8YrHWOvK5RCcN+xjjz3Gs88+y9atW6sRYs0rl8OTJ08yMjLCQw89xFNPPcXp06c5dOhQtUKtaeXyGIvFaG1tpbOzE5fLxV133cWZM2eqFWrNKpfDs2fP0tHRQX19PR6Ph9tvv52+vr5qhbosVbKu1HTx3bJlC8eOHQOgv7+fpqamycOk7e3tJJNJzp8/j2mafPrpp2zZsqWa4dakcjkE51zlI488IoebyyiXw3vvvZcPP/yQ999/n9dee41Nmzaxf//+aoZbs8rl0e1209HRwS+//ALA6dOn5ZDpPMrlsK2tjbNnz5LNZlFK0dfXx7p166oY7fJTybpS86MaHT58mK+//hpN0+jp6aG/v59wOMyOHTv46quvOHz4MAD33HMPjz76aJWjrU1Xy+HWrVu544472Lx58+Rz77//frq7u6sYbW0q9zosOX/+PPv27ePo0aNVjLS2lcvjuXPn6OnpIZfLsXHjRg4ePIiu1/T+QVWUy+G7775Lb28vLpeLzZs388ILL1Q73JrT19fHK6+8woULF3C73TQ3N7N9+3ba29srWldqvvgKIYQQK438WSmEEEJUmBRfIYQQosKk+AohhBAVJsVXCCGEqDApvkIIIUSFSfEVQgghKkyKrxBCCFFhUnyFEEKICvt/DeryJzEmyV4AAAAASUVORK5CYII=
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<p>As the graph above shows, in high dimensions, randomly chosen points in the d-sphere are much more likely to be close to the boundary of the sphere than they are to center.</p>
<p>Imagine, therefore, that you are trying to classify an unknown point by finding the closest point whose class is known.  That closest point is probably going to be pretty far away.</p>
<p>To look a little more closely, suppose you choose $N$ points, uniformly at random, from the unit $d$ sphere, and then take the closest point among these $N$.   Where does this point lie?</p>
<p>One way to look at this is to ask for the median of the distribution of "closest point among $N$ uniformly chosen points in the unit sphere of dimension $d$".</p>
<p>To compute this, start by asking: what is the chance that the closest of the $N$ points is at distance at least $r$ from zero?
In other words, what is the chance that $N$ independent choices lie outside of the sphere of radius $r$?</p>
<p>Since the probability of a single point lying outside the sphere of  radius $r$ is $(1-r^{d})$ by the result up above, the probability of $N$ points lying outside is $P=(1-r^{d})^{N}$.</p>
<p>The median distance is the radius so that this probability is $.5$.
$$
.5 = (1-r^{d})^{N}
$$
or
$$
r = (1-(.5)^{1/N})^{1/d}
$$</p>

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<p>As the graph below shows, in 20 dimensions, even with  1000 points, the median distance is more than 1/2.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">21</span><span class="p">))</span>
<span class="k">for</span> <span class="n">N</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">10</span><span class="p">,</span><span class="mi">100</span><span class="p">,</span><span class="mi">1000</span><span class="p">]:</span>
    <span class="n">y</span> <span class="o">=</span> <span class="p">(</span><span class="mi">1</span><span class="o">-</span><span class="p">(</span><span class="o">.</span><span class="mi">5</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">N</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">x</span><span class="p">)</span>
    <span class="n">_</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s2">&quot;N=</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">N</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">21</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;dimension&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;median closest distance for N points in unit sphere&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Curse of Dimensionality 1&#39;</span><span class="p">)</span>
<span class="n">_</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
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<p>HTF propose the following experiment.  Suppose that our data consists of 1000 points chosen uniformly at random from the $p$-dimensional hypercube $[-1,1]^{p}$ and, for each point, a value $Y$. This is our "training data".  Our goal is to predict $Y$ for another point in the hypercube (our "test data").  Finally suppose that in fact
$$
Y = e^{-8\|x\|^2}
$$
where $\|x\|^2$ is the usual Euclidean distance.</p>
<p>A very simple way to do this prediction is by the "1-nearest neighbor rule": given a point $x_0$ in the hypercube, choose the point $x$ in the training set closest to $x_0$ and predict that
$f(x_0)=f(x)$.</p>
<p>To be completely concrete, choose $x_0$ to be the origin.  So
our "predicted y-value" for a given data set is
$$
Y(x)=e^{-8\|x\|}
$$
where $x$ is the point in the training set closest to the origin.</p>
<p>Notice that this value is going to be the maximum of $Y(x)$ over
all $x$ in the training set, and, of course, the true value of
$Y$ at the origin is $1$.</p>
<p>Here is a simulation of this situation.</p>

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<div class="prompt input_prompt">In&nbsp;[110]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">nn_predict</span><span class="p">(</span><span class="n">dim</span><span class="o">=</span><span class="mi">10</span><span class="p">):</span>
    <span class="c1"># choose 1000 points from the hypercube</span>
    <span class="n">d</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">size</span><span class="o">=</span><span class="p">(</span><span class="mi">1000</span><span class="p">,</span><span class="n">dim</span><span class="p">))</span>
    <span class="n">Ymax</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="o">-</span><span class="mi">8</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">norm</span><span class="p">(</span><span class="n">d</span><span class="p">,</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span><span class="p">))</span>
    <span class="k">return</span> <span class="n">Ymax</span> 
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<div class="prompt input_prompt">In&nbsp;[111]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">11</span><span class="p">),[</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">nn_predict</span><span class="p">(</span><span class="n">dim</span><span class="o">=</span><span class="n">k</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">)])</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">11</span><span class="p">)])</span>
<span class="n">_</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">11</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Nearest neighbor estimation&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Dimension&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Average predicted value using nearest neighbor&#39;</span><span class="p">)</span>
</pre></div>

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<pre>Text(0, 0.5, &#39;Average predicted value using nearest neighbor&#39;)</pre>
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<p>HTF analyze this situation in terms of bias and variance and mean squared error MSE.  The MSE of the prediction at $x_0$ (which is 0 in our case) is the average over the "training sets" of
the difference $(f(x_0)-\hat{y}_0)^2$ where $\hat{y}_0$ is the
predicted value (which is $f(x)$ where $x$ is the closest point to zero in our case).</p>
<p>The term $f(x_0)-\hat{y}_0$ can be split up:
$$
f(x_0)-E(\hat{y}_0)+E(\hat{y}_0)-\hat{y}_0
$$
where $E(\hat{y}_0)$ is the average, over all training sets,
of the predicted value -- we estimated this up above.</p>
<p>Using the fact that $f(x_0)$ is a constant (in fact, it is equal to $1$) and that $E(E(\hat{y}_0))=E(\hat{y}_0)$, we get
the decomposition
$$
MSE = E[f(x_0)-\hat{y}_0]^2 = E[\hat{y}_0-E(\hat{y}_0)]^2 + (E(\hat{y_0})-f(x_0))^2.
$$
The first term here is the variance in the predicted values about the mean predicted value; and the second term is the square of the   <em>bias</em> which is the difference between the expected predicted value and the true  value.</p>
<p>We can simulate the MSE as well; it's just the average of 
$(1-\hat{y}_0)^2$ over the choices of training sets.</p>

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<div class="prompt input_prompt">In&nbsp;[112]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">MSE</span><span class="p">(</span><span class="n">dim</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span><span class="n">N</span><span class="o">=</span><span class="mi">100</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([(</span><span class="mi">1</span><span class="o">-</span><span class="n">nn_predict</span><span class="p">(</span><span class="n">dim</span><span class="p">))</span><span class="o">**</span><span class="mi">2</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">N</span><span class="p">)])</span>
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<div class="prompt input_prompt">In&nbsp;[117]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">11</span><span class="p">),[</span><span class="n">MSE</span><span class="p">(</span><span class="n">dim</span><span class="o">=</span><span class="n">x</span><span class="p">,</span><span class="n">N</span><span class="o">=</span><span class="mi">1000</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">11</span><span class="p">)])</span>
<span class="n">_</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">11</span><span class="p">))</span>
<span class="n">_</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;MSE vs dimension for nearest neighbor estimate</span><span class="se">\n</span><span class="s2"> See HTF Figure 2.7&quot;</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="s2">&quot;dimension&quot;</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="s2">&quot;MSE&quot;</span><span class="p">)</span>
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<pre>Text(0, 0.5, &#39;MSE&#39;)</pre>
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