CarND-P4-Behavioral_Cloning.html

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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;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
    </style>
<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }

.ansi-bold { font-weight: bold; }

    </style>


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<h1 id="Self-Driving-Car-Engineer-Nanodegree">Self-Driving Car Engineer Nanodegree<a class="anchor-link" href="#Self-Driving-Car-Engineer-Nanodegree">&#182;</a></h1><h2 id="Project-4:-(Deep-Learning)-Driving-Behavioral-Cloning">Project 4: (Deep Learning) Driving Behavioral Cloning<a class="anchor-link" href="#Project-4:-(Deep-Learning)-Driving-Behavioral-Cloning">&#182;</a></h2><p>In this project, I used what I've learned about deep neural networks and convolutional neural networks to clone driving behavior. I trained, validated and tested a model using Keras. The model will output a steering angle to an autonomous vehicle.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">IPython.display</span> <span class="k">import</span> <span class="n">display_html</span>
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<p>The Keras library is used here because it makes it super easy to arrange the necessary building blocks without spending a lot of time writing boilerplate code.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Importing useful packages</span>
<span class="kn">from</span> <span class="nn">utils</span> <span class="k">import</span> <span class="n">load_dataset</span><span class="p">,</span> <span class="n">plot_data_distribution</span><span class="p">,</span> <span class="n">plot_training_history</span>
<span class="kn">from</span> <span class="nn">utils</span> <span class="k">import</span> <span class="n">create_video</span><span class="p">,</span> <span class="n">reproduce_dataset</span>

<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">train_test_split</span>
<span class="kn">from</span> <span class="nn">sklearn.utils</span> <span class="k">import</span> <span class="n">shuffle</span>

<span class="kn">from</span> <span class="nn">keras.models</span> <span class="k">import</span> <span class="n">Sequential</span><span class="p">,</span> <span class="n">Model</span>
<span class="kn">from</span> <span class="nn">keras.layers</span> <span class="k">import</span> <span class="n">Flatten</span><span class="p">,</span> <span class="n">Dense</span><span class="p">,</span> <span class="n">Lambda</span><span class="p">,</span> <span class="n">Cropping2D</span><span class="p">,</span> <span class="n">Dropout</span>
<span class="kn">from</span> <span class="nn">keras.layers.convolutional</span> <span class="k">import</span> <span class="n">Convolution2D</span>
<span class="kn">from</span> <span class="nn">keras.layers.pooling</span> <span class="k">import</span> <span class="n">MaxPooling2D</span>
<span class="kn">from</span> <span class="nn">keras</span> <span class="k">import</span> <span class="n">optimizers</span>

<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">math</span>
<span class="kn">import</span> <span class="nn">cv2</span>
<span class="kn">import</span> <span class="nn">os</span>
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<pre>Using TensorFlow backend.
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<h2 id="Step-1:-Dataset-Loading,-Summary-and-Exploration">Step 1: Dataset Loading, Summary and Exploration<a class="anchor-link" href="#Step-1:-Dataset-Loading,-Summary-and-Exploration">&#182;</a></h2><p>Te data is a dictionary with 4 key/value pairs:</p>
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<li><code>'features'</code> is a 4D array containing raw pixel data of car's cameras</li>
<li><code>'y_train'</code> is a 1D array containing the stering value</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Hyper Parameters</span>
<span class="n">CORRECTION</span> <span class="o">=</span> <span class="mf">0.25</span> <span class="c1"># Correction factor for stearing angles</span>
<span class="n">DOWN_LIMIT</span> <span class="o">=</span> <span class="mi">20</span> <span class="c1"># Down Horizontal limits to crop dataset</span>
<span class="n">BATCH_SIZE</span> <span class="o">=</span> <span class="mi">128</span> <span class="c1"># Batch size for training</span>
<span class="n">UP_LIMIT</span> <span class="o">=</span> <span class="mi">65</span> <span class="c1"># Up Horizontal limits to crop dataset</span>
<span class="n">EPOCHS</span> <span class="o">=</span> <span class="mi">20</span> <span class="c1"># NUmber of epochs for traings process</span>
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<h3 id="Dataset-Loading-and-Basic-Summay">Dataset Loading and Basic Summay<a class="anchor-link" href="#Dataset-Loading-and-Basic-Summay">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Define paths </span>
<span class="n">dataset_paths</span> <span class="o">=</span> <span class="p">[</span>
    <span class="s2">&quot;self-driving-data-capture/track_1(1)&quot;</span><span class="p">,</span>
    <span class="s2">&quot;self-driving-data-capture/track_1(2)&quot;</span><span class="p">,</span>
    <span class="s2">&quot;self-driving-data-capture/track_2(1)&quot;</span><span class="p">,</span>
    <span class="s2">&quot;self-driving-data-capture/track_2(2)&quot;</span>
    <span class="p">]</span>

<span class="c1"># Load dataset</span>
<span class="n">data</span> <span class="o">=</span> <span class="n">load_dataset</span><span class="p">(</span><span class="n">dataset_paths</span><span class="p">,</span>  <span class="s2">&quot;driving_log.csv&quot;</span><span class="p">)</span>
<span class="n">data</span> <span class="o">=</span> <span class="n">shuffle</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>

<span class="c1"># Separate samples for training and testing process</span>
<span class="n">train_samples</span><span class="p">,</span> <span class="n">validation_samples</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.2</span><span class="p">)</span>
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<pre>From .... riving-data-capture/track_1(1): 6623 samples
From .... riving-data-capture/track_1(2): 6007 samples
From .... riving-data-capture/track_2(1): 9450 samples
From .... riving-data-capture/track_2(2): 7027 samples
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Print dataset information</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Number of Dataset samples: </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="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)))</span> <span class="c1"># Number of training examples</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Number of training samples: </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="nb">len</span><span class="p">(</span><span class="n">train_samples</span><span class="p">)))</span> <span class="c1"># Number of training examples</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Number of testing samples: </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="nb">len</span><span class="p">(</span><span class="n">validation_samples</span><span class="p">)))</span> <span class="c1"># Number of testing examples</span>

<span class="c1"># Plot dataset distribution</span>
<span class="n">y_data_raw</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">([</span><span class="n">data</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="s2">&quot;steering&quot;</span><span class="p">]</span> <span class="k">for</span> <span class="n">idx</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">))])</span>
<span class="n">plot_data_distribution</span><span class="p">(</span><span class="n">y_data_raw</span><span class="p">,</span> <span class="n">scfc</span><span class="o">=</span><span class="mi">30</span><span class="p">,</span> <span class="n">graph_name</span><span class="o">=</span><span class="s2">&quot;Distribution of dataset&quot;</span><span class="p">,</span> <span class="n">save_name</span><span class="o">=</span><span class="s2">&quot;writeup_files/dataset_stee_angles.png&quot;</span><span class="p">)</span>

<span class="c1"># Plot dataset distribution</span>
<span class="n">y_train_raw</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">([</span><span class="n">train_samples</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="s2">&quot;steering&quot;</span><span class="p">]</span> <span class="k">for</span> <span class="n">idx</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">train_samples</span><span class="p">))])</span>
<span class="n">plot_data_distribution</span><span class="p">(</span><span class="n">y_train_raw</span><span class="p">,</span> <span class="n">scfc</span><span class="o">=</span><span class="mi">30</span><span class="p">,</span> <span class="n">graph_name</span><span class="o">=</span><span class="s2">&quot;Distribution of training set&quot;</span><span class="p">,</span>  <span class="n">save_name</span><span class="o">=</span><span class="s2">&quot;writeup_files/training_stee_angles.png&quot;</span><span class="p">)</span>

<span class="c1"># Plot dataset distribution</span>
<span class="n">y_test_raw</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">([</span><span class="n">validation_samples</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="s2">&quot;steering&quot;</span><span class="p">]</span> <span class="k">for</span> <span class="n">idx</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">validation_samples</span><span class="p">))])</span>
<span class="n">plot_data_distribution</span><span class="p">(</span><span class="n">y_test_raw</span><span class="p">,</span> <span class="n">scfc</span><span class="o">=</span><span class="mi">30</span><span class="p">,</span> <span class="n">graph_name</span><span class="o">=</span><span class="s2">&quot;Distribution of testing set&quot;</span><span class="p">,</span>  <span class="n">save_name</span><span class="o">=</span><span class="s2">&quot;writeup_files/testing_stee_angles.png&quot;</span><span class="p">)</span>
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<pre>Number of Dataset samples: 29107
Number of training samples: 23285
Number of testing samples: 5822
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<div class="prompt input_prompt">In&nbsp;[5]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">generator</span><span class="p">(</span><span class="n">samples</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">32</span><span class="p">,</span> <span class="n">angle_fc</span> <span class="o">=</span> <span class="mf">0.2</span><span class="p">):</span>
    
    <span class="n">batch_size_org</span> <span class="o">=</span> <span class="n">batch_size</span>
    <span class="n">batch_size</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">ceil</span><span class="p">(</span><span class="n">batch_size</span><span class="o">/</span><span class="mi">6</span><span class="p">))</span>
    
    <span class="k">while</span> <span class="mi">1</span><span class="p">:</span> <span class="c1"># Loop forever so the generator never terminates</span>
        <span class="n">samples</span> <span class="o">=</span> <span class="n">shuffle</span><span class="p">(</span><span class="n">samples</span><span class="p">)</span>
        
        <span class="k">for</span> <span class="n">offset</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">samples</span><span class="p">),</span> <span class="n">batch_size</span><span class="p">):</span>
            <span class="n">batch_samples</span> <span class="o">=</span> <span class="n">samples</span><span class="p">[</span><span class="n">offset</span><span class="p">:</span><span class="n">offset</span><span class="o">+</span><span class="n">batch_size</span><span class="p">]</span>
            <span class="n">images</span> <span class="o">=</span> <span class="p">[];</span> <span class="n">angles</span> <span class="o">=</span> <span class="p">[]</span>
            
            <span class="c1"># Read image and steering angle</span>
            <span class="k">for</span> <span class="n">batch_sample</span> <span class="ow">in</span> <span class="n">batch_samples</span><span class="p">:</span>
                                                    
                <span class="c1"># Central camera</span>
                <span class="n">img_c</span> <span class="o">=</span> <span class="n">cv2</span><span class="o">.</span><span class="n">cvtColor</span><span class="p">(</span><span class="n">cv2</span><span class="o">.</span><span class="n">imread</span><span class="p">(</span><span class="n">batch_sample</span><span class="p">[</span><span class="s2">&quot;img_c&quot;</span><span class="p">]),</span> <span class="n">cv2</span><span class="o">.</span><span class="n">COLOR_BGR2RGB</span><span class="p">)</span> 
                <span class="n">ang_c</span> <span class="o">=</span>  <span class="n">batch_sample</span><span class="p">[</span><span class="s2">&quot;steering&quot;</span><span class="p">]</span>
                
                <span class="c1"># Left camera</span>
                <span class="n">img_l</span> <span class="o">=</span> <span class="n">cv2</span><span class="o">.</span><span class="n">cvtColor</span><span class="p">(</span><span class="n">cv2</span><span class="o">.</span><span class="n">imread</span><span class="p">(</span><span class="n">batch_sample</span><span class="p">[</span><span class="s2">&quot;img_l&quot;</span><span class="p">]),</span> <span class="n">cv2</span><span class="o">.</span><span class="n">COLOR_BGR2RGB</span><span class="p">)</span>
                <span class="n">ang_l</span> <span class="o">=</span>  <span class="n">batch_sample</span><span class="p">[</span><span class="s2">&quot;steering&quot;</span><span class="p">]</span> <span class="o">+</span> <span class="n">angle_fc</span>

                <span class="c1"># Right camera</span>
                <span class="n">img_r</span> <span class="o">=</span> <span class="n">cv2</span><span class="o">.</span><span class="n">cvtColor</span><span class="p">(</span><span class="n">cv2</span><span class="o">.</span><span class="n">imread</span><span class="p">(</span><span class="n">batch_sample</span><span class="p">[</span><span class="s2">&quot;img_r&quot;</span><span class="p">]),</span> <span class="n">cv2</span><span class="o">.</span><span class="n">COLOR_BGR2RGB</span><span class="p">)</span>
                <span class="n">ang_r</span> <span class="o">=</span>  <span class="n">batch_sample</span><span class="p">[</span><span class="s2">&quot;steering&quot;</span><span class="p">]</span> <span class="o">-</span> <span class="n">angle_fc</span>

                <span class="c1"># Fliped Left camera</span>
                <span class="n">img_lf</span> <span class="o">=</span> <span class="n">cv2</span><span class="o">.</span><span class="n">flip</span><span class="p">(</span><span class="n">img_l</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
                <span class="n">ang_lf</span> <span class="o">=</span> <span class="o">-</span><span class="n">ang_l</span>

                <span class="c1"># Fliped Right camera</span>
                <span class="n">img_rf</span> <span class="o">=</span> <span class="n">cv2</span><span class="o">.</span><span class="n">flip</span><span class="p">(</span><span class="n">img_r</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
                <span class="n">ang_rf</span> <span class="o">=</span> <span class="o">-</span><span class="n">ang_r</span>

                <span class="c1"># Fliped center camera</span>
                <span class="n">img_cf</span> <span class="o">=</span> <span class="n">cv2</span><span class="o">.</span><span class="n">flip</span><span class="p">(</span><span class="n">img_c</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
                <span class="n">ang_cf</span> <span class="o">=</span> <span class="o">-</span><span class="n">ang_c</span> 

                <span class="n">images</span><span class="o">.</span><span class="n">extend</span><span class="p">((</span><span class="n">img_c</span><span class="p">,</span> <span class="n">img_l</span><span class="p">,</span> <span class="n">img_r</span><span class="p">,</span> <span class="n">img_cf</span><span class="p">,</span> <span class="n">img_lf</span><span class="p">,</span> <span class="n">img_rf</span><span class="p">))</span>
                <span class="n">angles</span><span class="o">.</span><span class="n">extend</span><span class="p">((</span><span class="n">ang_c</span><span class="p">,</span> <span class="n">ang_l</span><span class="p">,</span> <span class="n">ang_r</span><span class="p">,</span> <span class="n">ang_cf</span><span class="p">,</span> <span class="n">ang_lf</span><span class="p">,</span> <span class="n">ang_rf</span><span class="p">))</span>
                      
            <span class="n">images</span><span class="p">,</span> <span class="n">angles</span> <span class="o">=</span> <span class="n">shuffle</span><span class="p">(</span><span class="n">images</span><span class="p">,</span> <span class="n">angles</span><span class="p">)</span>
                    
            <span class="c1"># trim image to only see section with road</span>
            <span class="n">X_train</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">images</span><span class="p">[:</span><span class="mi">32</span><span class="p">])</span>
            <span class="n">y_train</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">angles</span><span class="p">[:</span><span class="mi">32</span><span class="p">])</span>
                        
            <span class="c1"># Return batch</span>
            <span class="k">yield</span> <span class="n">shuffle</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
            
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create data generators</span>
<span class="n">train_generator</span> <span class="o">=</span> <span class="n">generator</span><span class="p">(</span><span class="n">train_samples</span><span class="p">,</span> <span class="n">BATCH_SIZE</span><span class="p">,</span> <span class="n">CORRECTION</span><span class="p">)</span>
<span class="n">validation_generator</span> <span class="o">=</span> <span class="n">generator</span><span class="p">(</span><span class="n">validation_samples</span><span class="p">,</span> <span class="n">BATCH_SIZE</span><span class="p">,</span> <span class="n">CORRECTION</span><span class="p">)</span>
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<h3 id="Exploratory-Visualization-of-the-Dataset">Exploratory Visualization of the Dataset<a class="anchor-link" href="#Exploratory-Visualization-of-the-Dataset">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create videos with current datasets</span>
<span class="n">path_idx</span> <span class="o">=</span> <span class="mi">0</span>
<span class="k">for</span> <span class="n">cam_label</span> <span class="ow">in</span> <span class="p">[</span><span class="s2">&quot;img_c&quot;</span><span class="p">,</span> <span class="s2">&quot;img_l&quot;</span><span class="p">,</span> <span class="s2">&quot;img_r&quot;</span><span class="p">]:</span>
    <span class="n">create_video</span><span class="p">(</span><span class="n">cam_label</span><span class="o">=</span><span class="n">cam_label</span><span class="p">,</span> 
                 <span class="n">dst_path</span><span class="o">=</span><span class="s2">&quot;model/video_results&quot;</span><span class="p">,</span> 
                 <span class="n">src_path</span><span class="o">=</span><span class="n">dataset_paths</span><span class="p">[</span><span class="n">path_idx</span><span class="p">],</span>
                 <span class="n">file_name</span><span class="o">=</span><span class="s2">&quot;</span><span class="si">{}</span><span class="s2">_</span><span class="si">{}</span><span class="s2">.mp4&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">dataset_paths</span><span class="p">[</span><span class="n">path_idx</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;/&quot;</span><span class="p">)[</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span> <span class="n">cam_label</span><span class="p">),</span>
                 <span class="n">video_size</span><span class="o">=</span><span class="p">(</span><span class="mi">320</span><span class="p">,</span> <span class="mi">160</span><span class="p">),</span>
                 <span class="n">fps</span><span class="o">=</span><span class="mf">15.</span>
                 <span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Concatenate cameras videos and reproduce  -&gt; A: Stop video - Q: Quit</span>
<span class="n">reproduce_dataset</span><span class="p">(</span><span class="n">fps</span><span class="o">=</span><span class="mi">30</span><span class="p">,</span> <span class="n">loop</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">sc_fc</span><span class="o">=</span><span class="mf">1.5</span><span class="p">,</span> <span class="n">up_limit</span><span class="o">=</span><span class="n">UP_LIMIT</span><span class="p">,</span> <span class="n">down_limit</span><span class="o">=</span><span class="n">DOWN_LIMIT</span><span class="p">,</span> 
                  <span class="n">dataset_path</span> <span class="o">=</span> <span class="n">dataset_paths</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">CORRECTION</span><span class="o">=</span><span class="n">CORRECTION</span><span class="p">)</span>
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<pre>From .... riving-data-capture/track_2(1): 9450 samples
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<h2 id="Step-2:-Designing,-Training-and-Testing-a-Model-Architecture">Step 2: Designing, Training and Testing a Model Architecture<a class="anchor-link" href="#Step-2:-Designing,-Training-and-Testing-a-Model-Architecture">&#182;</a></h2>
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<h3 id="Model-Training">Model Training<a class="anchor-link" href="#Model-Training">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span> <span class="o">=</span> <span class="n">Sequential</span><span class="p">()</span>

<span class="c1"># # Preprocess incoming data, centered around zero with small standard deviation </span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Lambda</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">x</span><span class="o">/</span><span class="mf">255.</span><span class="p">)</span> <span class="o">-</span> <span class="mf">0.5</span><span class="p">,</span> <span class="n">input_shape</span><span class="o">=</span><span class="p">(</span><span class="mi">160</span><span class="p">,</span> <span class="mi">320</span><span class="p">,</span> <span class="mi">3</span><span class="p">)))</span>

<span class="c1"># # trim image to only see section with road</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Cropping2D</span><span class="p">(</span><span class="n">cropping</span><span class="o">=</span><span class="p">((</span><span class="n">DOWN_LIMIT</span><span class="p">,</span> <span class="n">UP_LIMIT</span><span class="p">),(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">))))</span>

<span class="c1">#layer 1- Convolution, no of filters- 24, filter size= 5x5, stride= 2x2</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Convolution2D</span><span class="p">(</span><span class="mi">24</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="n">subsample</span><span class="o">=</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">),</span> <span class="n">activation</span><span class="o">=</span><span class="s2">&quot;relu&quot;</span><span class="p">))</span>

<span class="c1">#layer 2- Convolution, no of filters- 36, filter size= 5x5, stride= 2x2</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Convolution2D</span><span class="p">(</span><span class="mi">36</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="n">subsample</span><span class="o">=</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">),</span> <span class="n">activation</span><span class="o">=</span><span class="s2">&quot;relu&quot;</span><span class="p">))</span>

<span class="c1">#layer 3- Convolution, no of filters- 48, filter size= 5x5, stride= 2x2</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Convolution2D</span><span class="p">(</span><span class="mi">48</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="n">subsample</span><span class="o">=</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">),</span> <span class="n">activation</span><span class="o">=</span><span class="s2">&quot;relu&quot;</span><span class="p">))</span>

<span class="c1">#layer 4- Convolution, no of filters- 64, filter size= 3x3, stride= 1x1</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Convolution2D</span><span class="p">(</span><span class="mi">64</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s2">&quot;relu&quot;</span><span class="p">))</span>

<span class="c1">#layer 5- Convolution, no of filters- 64, filter size= 3x3, stride= 1x1</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Convolution2D</span><span class="p">(</span><span class="mi">64</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s2">&quot;relu&quot;</span><span class="p">))</span>

<span class="c1"># model.add(MaxPooling2D())</span>

<span class="c1">#flatten image from 2D to side by side</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Flatten</span><span class="p">())</span>

<span class="c1">#layer 6- fully connected layer 1</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s2">&quot;relu&quot;</span><span class="p">))</span>

<span class="c1">#Adding a dropout layer to avoid overfitting. Here we are have given the dropout </span>
<span class="c1"># rate as 25% after first fully connected layer</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.25</span><span class="p">))</span>

<span class="c1">#layer 7- fully connected layer 1</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">50</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s2">&quot;relu&quot;</span><span class="p">))</span>

<span class="c1">#layer 8- fully connected layer 1</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s2">&quot;relu&quot;</span><span class="p">))</span>

<span class="c1">#layer 9- fully connected layer 1</span>
<span class="c1">#here the final layer will contain one value as this is a regression problem and not classification</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">1</span><span class="p">))</span>

<span class="c1"># the output is the steering angle using mean squared error loss function is the right choice </span>
<span class="c1"># for this regression problem adam optimizer is used here</span>
<span class="n">optimizer</span> <span class="o">=</span> <span class="n">optimizers</span><span class="o">.</span><span class="n">Adam</span><span class="p">(</span><span class="n">lr</span><span class="o">=</span><span class="mf">0.0001</span><span class="p">,</span> <span class="n">beta_1</span><span class="o">=</span><span class="mf">0.9</span><span class="p">,</span> <span class="n">beta_2</span><span class="o">=</span><span class="mf">0.999</span><span class="p">,</span> <span class="n">epsilon</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">decay</span><span class="o">=</span><span class="mf">0.0</span><span class="p">,</span> <span class="n">amsgrad</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
<span class="n">model</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="n">loss</span><span class="o">=</span><span class="s2">&quot;mse&quot;</span><span class="p">,</span> <span class="n">optimizer</span><span class="o">=</span><span class="n">optimizer</span><span class="p">)</span>
<span class="n">history_object</span>  <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">fit_generator</span><span class="p">(</span>
        <span class="n">train_generator</span><span class="p">,</span> 
        <span class="n">steps_per_epoch</span><span class="o">=</span><span class="n">math</span><span class="o">.</span><span class="n">ceil</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">train_samples</span><span class="o">*</span><span class="mi">6</span><span class="p">)</span><span class="o">/</span><span class="n">BATCH_SIZE</span><span class="p">),</span> 
        <span class="n">validation_data</span><span class="o">=</span><span class="n">validation_generator</span><span class="p">,</span> 
        <span class="n">validation_steps</span><span class="o">=</span><span class="n">math</span><span class="o">.</span><span class="n">ceil</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">validation_samples</span><span class="p">)</span><span class="o">/</span><span class="n">BATCH_SIZE</span><span class="p">),</span> 
        <span class="n">epochs</span><span class="o">=</span><span class="n">EPOCHS</span><span class="p">,</span> 
        <span class="n">verbose</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>

<span class="c1"># Save the model whe n finish</span>
<span class="n">model</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s1">&#39;model/behavioral_model.h5&#39;</span><span class="p">)</span>
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<pre>/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:10: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(24, (5, 5), strides=(2, 2), activation=&#34;relu&#34;)`
  # Remove the CWD from sys.path while we load stuff.
/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:13: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(36, (5, 5), strides=(2, 2), activation=&#34;relu&#34;)`
  del sys.path[0]
/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:16: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(48, (5, 5), strides=(2, 2), activation=&#34;relu&#34;)`
  app.launch_new_instance()
/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:19: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(64, (3, 3), activation=&#34;relu&#34;)`
/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:22: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(64, (3, 3), activation=&#34;relu&#34;)`
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<pre>Epoch 1/20
1092/1092 [==============================] - 194s 178ms/step - loss: 0.0652 - val_loss: 0.0435
Epoch 2/20
1092/1092 [==============================] - 76s 69ms/step - loss: 0.0405 - val_loss: 0.0352
Epoch 3/20
1092/1092 [==============================] - 76s 69ms/step - loss: 0.0346 - val_loss: 0.0310
Epoch 4/20
1092/1092 [==============================] - 77s 71ms/step - loss: 0.0314 - val_loss: 0.0264
Epoch 5/20
1092/1092 [==============================] - 98s 89ms/step - loss: 0.0292 - val_loss: 0.0246
Epoch 6/20
1092/1092 [==============================] - 85s 78ms/step - loss: 0.0276 - val_loss: 0.0332
Epoch 7/20
1092/1092 [==============================] - 75s 69ms/step - loss: 0.0271 - val_loss: 0.0255
Epoch 8/20
1092/1092 [==============================] - 74s 68ms/step - loss: 0.0253 - val_loss: 0.0234
Epoch 9/20
1092/1092 [==============================] - 73s 67ms/step - loss: 0.0242 - val_loss: 0.0233
Epoch 10/20
1092/1092 [==============================] - 86s 79ms/step - loss: 0.0242 - val_loss: 0.0273
Epoch 11/20
1092/1092 [==============================] - 83s 76ms/step - loss: 0.0232 - val_loss: 0.0202
Epoch 12/20
1092/1092 [==============================] - 123s 113ms/step - loss: 0.0225 - val_loss: 0.0216
Epoch 13/20
1092/1092 [==============================] - 122s 112ms/step - loss: 0.0224 - val_loss: 0.0210
Epoch 14/20
1092/1092 [==============================] - 123s 113ms/step - loss: 0.0214 - val_loss: 0.0218
Epoch 15/20
1092/1092 [==============================] - 87s 80ms/step - loss: 0.0213 - val_loss: 0.0218
Epoch 16/20
1092/1092 [==============================] - 91s 83ms/step - loss: 0.0208 - val_loss: 0.0207
Epoch 17/20
1092/1092 [==============================] - 143s 131ms/step - loss: 0.0205 - val_loss: 0.0196
Epoch 18/20
1092/1092 [==============================] - 190s 174ms/step - loss: 0.0201 - val_loss: 0.0201
Epoch 19/20
1092/1092 [==============================] - 158s 144ms/step - loss: 0.0198 - val_loss: 0.0228
Epoch 20/20
1092/1092 [==============================] - 142s 130ms/step - loss: 0.0192 - val_loss: 0.0176
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<h3 id="Plot-Testing-Results">Plot Testing Results<a class="anchor-link" href="#Plot-Testing-Results">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># keras method to print the model summary</span>
<span class="n">model</span><span class="o">.</span><span class="n">summary</span><span class="p">()</span>

<span class="c1"># Plot training history</span>
<span class="n">plot_training_history</span><span class="p">(</span><span class="n">history_object</span><span class="p">,</span> <span class="n">fig_size</span><span class="o">=</span><span class="p">(</span><span class="mi">13</span><span class="p">,</span><span class="mi">8</span><span class="p">),</span> <span class="n">save_name</span><span class="o">=</span><span class="s2">&quot;writeup_files/training_loss_graph.png&quot;</span><span class="p">)</span>
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<pre>_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
lambda_1 (Lambda)            (None, 160, 320, 3)       0         
_________________________________________________________________
cropping2d_1 (Cropping2D)    (None, 75, 320, 3)        0         
_________________________________________________________________
conv2d_1 (Conv2D)            (None, 36, 158, 24)       1824      
_________________________________________________________________
conv2d_2 (Conv2D)            (None, 16, 77, 36)        21636     
_________________________________________________________________
conv2d_3 (Conv2D)            (None, 6, 37, 48)         43248     
_________________________________________________________________
conv2d_4 (Conv2D)            (None, 4, 35, 64)         27712     
_________________________________________________________________
conv2d_5 (Conv2D)            (None, 2, 33, 64)         36928     
_________________________________________________________________
flatten_1 (Flatten)          (None, 4224)              0         
_________________________________________________________________
dense_1 (Dense)              (None, 100)               422500    
_________________________________________________________________
dropout_1 (Dropout)          (None, 100)               0         
_________________________________________________________________
dense_2 (Dense)              (None, 50)                5050      
_________________________________________________________________
dense_3 (Dense)              (None, 10)                510       
_________________________________________________________________
dense_4 (Dense)              (None, 1)                 11        
=================================================================
Total params: 559,419
Trainable params: 559,419
Non-trainable params: 0
_________________________________________________________________
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<h3 id="Run-Simulation-Enviroment,-Model-and-Other-Utils">Run Simulation Enviroment, Model and Other Utils<a class="anchor-link" href="#Run-Simulation-Enviroment,-Model-and-Other-Utils">&#182;</a></h3><p>NOTE: If you recently trained a model you must restart the kernel to free memory</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">IPython.display</span> <span class="k">import</span> <span class="n">display_html</span>
<span class="n">display_html</span><span class="p">(</span><span class="s2">&quot;&lt;script&gt;Jupyter.notebook.kernel.restart()&lt;/script&gt;&quot;</span><span class="p">,</span><span class="n">raw</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">utils</span> <span class="k">import</span> <span class="n">setClipboardData</span><span class="p">,</span> <span class="n">create_model_result_video</span>
<span class="kn">from</span> <span class="nn">IPython.display</span> <span class="k">import</span> <span class="n">clear_output</span>
<span class="kn">from</span> <span class="nn">multiprocessing</span> <span class="k">import</span> <span class="n">Pool</span> 
<span class="kn">import</span> <span class="nn">os</span>

<span class="k">def</span> <span class="nf">run_process</span><span class="p">(</span><span class="n">process</span><span class="p">):</span>                                                             
    <span class="n">os</span><span class="o">.</span><span class="n">system</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">process</span><span class="p">))</span> 
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create Video from desktop</span>
<span class="n">video_name</span> <span class="o">=</span> <span class="s2">&quot;behavioral_driving_stg</span><span class="si">{}</span><span class="s2">_test</span><span class="si">{}</span><span class="s2">.mp4&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">command</span> <span class="o">=</span> <span class="s2">&quot;ffmpeg -video_size </span><span class="si">{}</span><span class="s2">x</span><span class="si">{}</span><span class="s2"> -framerate 25 -f x11grab -i :0.0+100,200 </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="mi">1000</span><span class="p">,</span> <span class="mi">650</span><span class="p">,</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">getcwd</span><span class="p">(),</span> <span class="s2">&quot;model/video_results&quot;</span><span class="p">,</span> <span class="n">video_name</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">command</span><span class="p">);</span> <span class="n">setClipboardData</span><span class="p">(</span><span class="n">command</span><span class="o">.</span><span class="n">encode</span><span class="p">())</span>
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<pre>ffmpeg -video_size 1000x650 -framerate 25 -f x11grab -i :0.0+100,200 /home/kiwivision/Documents/John_Udacity_Nanodegree_Selfdrivingcars/CarND-P4-Behavioral_Cloning/model/video_results/behavioral_driving_stg1_test1.mp4
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create gif from videovideo_name, </span>
<span class="n">video_name</span> <span class="o">=</span> <span class="s2">&quot;stage_1_03312019_img_r&quot;</span>
<span class="n">command</span> <span class="o">=</span> <span class="s2">&quot;ffmpeg -i </span><span class="si">{}</span><span class="s2">.mp4 -ss 15 -t 20 </span><span class="si">{}</span><span class="s2">.gif -hide_banner&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">video_name</span><span class="p">,</span> <span class="n">video_name</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">command</span><span class="p">);</span> <span class="n">setClipboardData</span><span class="p">(</span><span class="n">command</span><span class="o">.</span><span class="n">encode</span><span class="p">())</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Run simulator and socket to drive autonomously</span>
<span class="k">try</span><span class="p">:</span>
    <span class="n">time_for_server</span> <span class="o">=</span> <span class="mi">10</span>
    <span class="n">processes</span> <span class="o">=</span> <span class="p">(</span>
        <span class="s2">&quot;clear &amp;&amp; </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">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">getcwd</span><span class="p">(),</span> <span class="s2">&quot;beta_simulator_linux&quot;</span><span class="p">,</span> <span class="s2">&quot;beta_simulator.x86_64&quot;</span><span class="p">)),</span>
        <span class="s2">&quot;clear &amp;&amp; termdown </span><span class="si">{}</span><span class="s2"> &amp;&amp; clear &amp;&amp; python3 </span><span class="si">{}</span><span class="s2"> </span><span class="si">{}</span><span class="s2"> </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">time_for_server</span><span class="p">,</span>
            <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">getcwd</span><span class="p">(),</span> <span class="s2">&quot;drive.py&quot;</span><span class="p">),</span> 
            <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">getcwd</span><span class="p">(),</span> <span class="s2">&quot;model&quot;</span><span class="p">,</span> <span class="s2">&quot;behavioral_model.h5&quot;</span><span class="p">),</span> 
            <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">getcwd</span><span class="p">(),</span> <span class="s2">&quot;model&quot;</span><span class="p">,</span> <span class="s2">&quot;image_results &quot;</span><span class="p">)))</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">processes</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">processes</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
    <span class="n">pool</span> <span class="o">=</span> <span class="n">Pool</span><span class="p">(</span><span class="n">processes</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">processes</span><span class="p">))</span>                                                        
    <span class="n">pool</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">run_process</span><span class="p">,</span> <span class="n">processes</span><span class="p">)</span>
<span class="k">except</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Process has finished&quot;</span><span class="p">)</span>
<span class="n">clear_output</span><span class="p">()</span>
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<pre>Traceback (most recent call last):
  File &#34;/usr/lib/python3.5/multiprocessing/process.py&#34;, line 249, in _bootstrap
    self.run()
  File &#34;/usr/lib/python3.5/multiprocessing/process.py&#34;, line 93, in run
    self._target(*self._args, **self._kwargs)
  File &#34;/usr/lib/python3.5/multiprocessing/pool.py&#34;, line 108, in worker
    task = get()
  File &#34;/usr/lib/python3.5/multiprocessing/queues.py&#34;, line 343, in get
    res = self._reader.recv_bytes()
  File &#34;/usr/lib/python3.5/multiprocessing/connection.py&#34;, line 216, in recv_bytes
    buf = self._recv_bytes(maxlength)
  File &#34;/usr/lib/python3.5/multiprocessing/connection.py&#34;, line 407, in _recv_bytes
    buf = self._recv(4)
  File &#34;/usr/lib/python3.5/multiprocessing/connection.py&#34;, line 379, in _recv
    chunk = read(handle, remaining)
KeyboardInterrupt
Process ForkPoolWorker-5:
Traceback (most recent call last):
  File &#34;/usr/lib/python3.5/multiprocessing/process.py&#34;, line 249, in _bootstrap
    self.run()
  File &#34;/usr/lib/python3.5/multiprocessing/process.py&#34;, line 93, in run
    self._target(*self._args, **self._kwargs)
  File &#34;/usr/lib/python3.5/multiprocessing/pool.py&#34;, line 108, in worker
    task = get()
  File &#34;/usr/lib/python3.5/multiprocessing/queues.py&#34;, line 342, in get
    with self._rlock:
  File &#34;/usr/lib/python3.5/multiprocessing/synchronize.py&#34;, line 96, in __enter__
    return self._semlock.__enter__()
KeyboardInterrupt
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Run only simulation environment</span>
<span class="n">command</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">getcwd</span><span class="p">(),</span> <span class="s2">&quot;beta_simulator_linux&quot;</span><span class="p">,</span> <span class="s2">&quot;beta_simulator.x86_64&quot;</span><span class="p">)</span>
<span class="n">os</span><span class="o">.</span><span class="n">system</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">command</span><span class="p">))</span> 
<span class="nb">print</span><span class="p">(</span><span class="n">command</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create model&#39;s results video   </span>
<span class="n">create_model_result_video</span><span class="p">(</span><span class="n">src_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">getcwd</span><span class="p">(),</span> <span class="s2">&quot;model&quot;</span><span class="p">,</span> <span class="s2">&quot;image_results&quot;</span><span class="p">),</span> 
                          <span class="n">dst_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">getcwd</span><span class="p">(),</span> <span class="s2">&quot;model&quot;</span><span class="p">,</span> <span class="s2">&quot;video_results&quot;</span><span class="p">))</span>
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<div class=" highlight hl-ipython3"><pre><span></span> 
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