Your_first_neural_network.html

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
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}
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  margin-top: -8px;
  border: 0px;
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  margin-left: 0px;
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}
#maintoolbar .navbar-text {
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  margin-left: 5px;
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.select-xs {
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[dir="rtl"] .btn-group > .btn,
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.pulse,
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li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
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/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
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}
@-webkit-keyframes fadeOut {
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}
@-moz-keyframes fadeIn {
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@-webkit-keyframes fadeIn {
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}
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  -moz-transition-duration: 500ms;
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}
.tooltiptext {
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}
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  -moz-animation: fadeOut 400ms;
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  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
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  top: 10px;
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  height: 25px;
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[dir="rtl"] .command-shortcut.pull-right {
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.terminal-app {
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}
.terminal-app #header {
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  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
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  padding: 0.4em;
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</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Your-first-neural-network">Your first neural network<a class="anchor-link" href="#Your-first-neural-network">&#182;</a></h1><p>In this project, you'll build your first neural network and use it to predict daily bike rental ridership. We've provided some of the code, but left the implementation of the neural network up to you (for the most part). After you've submitted this project, feel free to explore the data and the model more.</p>

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<div class="prompt input_prompt">In&nbsp;[1]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
<span class="o">%</span><span class="k">load_ext</span> autoreload
<span class="o">%</span><span class="k">autoreload</span> 2
<span class="o">%</span><span class="k">config</span> InlineBackend.figure_format = &#39;retina&#39;

<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">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
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<h2 id="Load-and-prepare-the-data">Load and prepare the data<a class="anchor-link" href="#Load-and-prepare-the-data">&#182;</a></h2><p>A critical step in working with neural networks is preparing the data correctly. Variables on different scales make it difficult for the network to efficiently learn the correct weights. Below, we've written the code to load and prepare the data. You'll learn more about this soon!</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data_path</span> <span class="o">=</span> <span class="s1">&#39;Bike-Sharing-Dataset/hour.csv&#39;</span>

<span class="n">rides</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">data_path</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">rides</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
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    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>instant</th>
      <th>dteday</th>
      <th>season</th>
      <th>yr</th>
      <th>mnth</th>
      <th>hr</th>
      <th>holiday</th>
      <th>weekday</th>
      <th>workingday</th>
      <th>weathersit</th>
      <th>temp</th>
      <th>atemp</th>
      <th>hum</th>
      <th>windspeed</th>
      <th>casual</th>
      <th>registered</th>
      <th>cnt</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1</td>
      <td>2011-01-01</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
      <td>1</td>
      <td>0.24</td>
      <td>0.2879</td>
      <td>0.81</td>
      <td>0.0</td>
      <td>3</td>
      <td>13</td>
      <td>16</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2</td>
      <td>2011-01-01</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
      <td>1</td>
      <td>0.22</td>
      <td>0.2727</td>
      <td>0.80</td>
      <td>0.0</td>
      <td>8</td>
      <td>32</td>
      <td>40</td>
    </tr>
    <tr>
      <th>2</th>
      <td>3</td>
      <td>2011-01-01</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>2</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
      <td>1</td>
      <td>0.22</td>
      <td>0.2727</td>
      <td>0.80</td>
      <td>0.0</td>
      <td>5</td>
      <td>27</td>
      <td>32</td>
    </tr>
    <tr>
      <th>3</th>
      <td>4</td>
      <td>2011-01-01</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
      <td>1</td>
      <td>0.24</td>
      <td>0.2879</td>
      <td>0.75</td>
      <td>0.0</td>
      <td>3</td>
      <td>10</td>
      <td>13</td>
    </tr>
    <tr>
      <th>4</th>
      <td>5</td>
      <td>2011-01-01</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>4</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
      <td>1</td>
      <td>0.24</td>
      <td>0.2879</td>
      <td>0.75</td>
      <td>0.0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
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<h2 id="Checking-out-the-data">Checking out the data<a class="anchor-link" href="#Checking-out-the-data">&#182;</a></h2><p>This dataset has the number of riders for each hour of each day from January 1 2011 to December 31 2012. The number of riders is split between casual and registered, summed up in the <code>cnt</code> column. You can see the first few rows of the data above.</p>
<p>Below is a plot showing the number of bike riders over the first 10 days or so in the data set. (Some days don't have exactly 24 entries in the data set, so it's not exactly 10 days.) You can see the hourly rentals here. This data is pretty complicated! The weekends have lower over all ridership and there are spikes when people are biking to and from work during the week. Looking at the data above, we also have information about temperature, humidity, and windspeed, all of these likely affecting the number of riders. You'll be trying to capture all this with your model.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">rides</span><span class="p">[:</span><span class="mi">24</span><span class="o">*</span><span class="mi">10</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;dteday&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;cnt&#39;</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7fa9e3fadc50&gt;</pre>
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<h3 id="Dummy-variables">Dummy variables<a class="anchor-link" href="#Dummy-variables">&#182;</a></h3><p>Here we have some categorical variables like season, weather, month. To include these in our model, we'll need to make binary dummy variables. This is simple to do with Pandas thanks to <code>get_dummies()</code>.</p>

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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="n">dummy_fields</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;season&#39;</span><span class="p">,</span> <span class="s1">&#39;weathersit&#39;</span><span class="p">,</span> <span class="s1">&#39;mnth&#39;</span><span class="p">,</span> <span class="s1">&#39;hr&#39;</span><span class="p">,</span> <span class="s1">&#39;weekday&#39;</span><span class="p">]</span>
<span class="k">for</span> <span class="n">each</span> <span class="ow">in</span> <span class="n">dummy_fields</span><span class="p">:</span>
    <span class="n">dummies</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">get_dummies</span><span class="p">(</span><span class="n">rides</span><span class="p">[</span><span class="n">each</span><span class="p">],</span> <span class="n">prefix</span><span class="o">=</span><span class="n">each</span><span class="p">,</span> <span class="n">drop_first</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
    <span class="n">rides</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="n">rides</span><span class="p">,</span> <span class="n">dummies</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>

<span class="n">fields_to_drop</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;instant&#39;</span><span class="p">,</span> <span class="s1">&#39;dteday&#39;</span><span class="p">,</span> <span class="s1">&#39;season&#39;</span><span class="p">,</span> <span class="s1">&#39;weathersit&#39;</span><span class="p">,</span> 
                  <span class="s1">&#39;weekday&#39;</span><span class="p">,</span> <span class="s1">&#39;atemp&#39;</span><span class="p">,</span> <span class="s1">&#39;mnth&#39;</span><span class="p">,</span> <span class="s1">&#39;workingday&#39;</span><span class="p">,</span> <span class="s1">&#39;hr&#39;</span><span class="p">]</span>
<span class="n">data</span> <span class="o">=</span> <span class="n">rides</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">fields_to_drop</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
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    <tr style="text-align: right;">
      <th></th>
      <th>yr</th>
      <th>holiday</th>
      <th>temp</th>
      <th>hum</th>
      <th>windspeed</th>
      <th>casual</th>
      <th>registered</th>
      <th>cnt</th>
      <th>season_1</th>
      <th>season_2</th>
      <th>...</th>
      <th>hr_21</th>
      <th>hr_22</th>
      <th>hr_23</th>
      <th>weekday_0</th>
      <th>weekday_1</th>
      <th>weekday_2</th>
      <th>weekday_3</th>
      <th>weekday_4</th>
      <th>weekday_5</th>
      <th>weekday_6</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0</td>
      <td>0</td>
      <td>0.24</td>
      <td>0.81</td>
      <td>0.0</td>
      <td>3</td>
      <td>13</td>
      <td>16</td>
      <td>1</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
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    <tr>
      <th>1</th>
      <td>0</td>
      <td>0</td>
      <td>0.22</td>
      <td>0.80</td>
      <td>0.0</td>
      <td>8</td>
      <td>32</td>
      <td>40</td>
      <td>1</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
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    <tr>
      <th>2</th>
      <td>0</td>
      <td>0</td>
      <td>0.22</td>
      <td>0.80</td>
      <td>0.0</td>
      <td>5</td>
      <td>27</td>
      <td>32</td>
      <td>1</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
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    <tr>
      <th>3</th>
      <td>0</td>
      <td>0</td>
      <td>0.24</td>
      <td>0.75</td>
      <td>0.0</td>
      <td>3</td>
      <td>10</td>
      <td>13</td>
      <td>1</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
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    <tr>
      <th>4</th>
      <td>0</td>
      <td>0</td>
      <td>0.24</td>
      <td>0.75</td>
      <td>0.0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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    </tr>
  </tbody>
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<p>5 rows × 59 columns</p>
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<h3 id="Scaling-target-variables">Scaling target variables<a class="anchor-link" href="#Scaling-target-variables">&#182;</a></h3><p>To make training the network easier, we'll standardize each of the continuous variables. That is, we'll shift and scale the variables such that they have zero mean and a standard deviation of 1.</p>
<p>The scaling factors are saved so we can go backwards when we use the network for predictions.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">quant_features</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;casual&#39;</span><span class="p">,</span> <span class="s1">&#39;registered&#39;</span><span class="p">,</span> <span class="s1">&#39;cnt&#39;</span><span class="p">,</span> <span class="s1">&#39;temp&#39;</span><span class="p">,</span> <span class="s1">&#39;hum&#39;</span><span class="p">,</span> <span class="s1">&#39;windspeed&#39;</span><span class="p">]</span>
<span class="c1"># Store scalings in a dictionary so we can convert back later</span>
<span class="n">scaled_features</span> <span class="o">=</span> <span class="p">{}</span>
<span class="k">for</span> <span class="n">each</span> <span class="ow">in</span> <span class="n">quant_features</span><span class="p">:</span>
    <span class="n">mean</span><span class="p">,</span> <span class="n">std</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">each</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">(),</span> <span class="n">data</span><span class="p">[</span><span class="n">each</span><span class="p">]</span><span class="o">.</span><span class="n">std</span><span class="p">()</span>
    <span class="n">scaled_features</span><span class="p">[</span><span class="n">each</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">mean</span><span class="p">,</span> <span class="n">std</span><span class="p">]</span>
    <span class="n">data</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span> <span class="n">each</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">each</span><span class="p">]</span> <span class="o">-</span> <span class="n">mean</span><span class="p">)</span><span class="o">/</span><span class="n">std</span>
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<h3 id="Splitting-the-data-into-training,-testing,-and-validation-sets">Splitting the data into training, testing, and validation sets<a class="anchor-link" href="#Splitting-the-data-into-training,-testing,-and-validation-sets">&#182;</a></h3><p>We'll save the data for the last approximately 21 days to use as a test set after we've trained the network. We'll use this set to make predictions and compare them with the actual number of riders.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Save data for approximately the last 21 days </span>
<span class="n">test_data</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="o">-</span><span class="mi">21</span><span class="o">*</span><span class="mi">24</span><span class="p">:]</span>

<span class="c1"># Now remove the test data from the data set </span>
<span class="n">data</span> <span class="o">=</span> <span class="n">data</span><span class="p">[:</span><span class="o">-</span><span class="mi">21</span><span class="o">*</span><span class="mi">24</span><span class="p">]</span>

<span class="c1"># Separate the data into features and targets</span>
<span class="n">target_fields</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;cnt&#39;</span><span class="p">,</span> <span class="s1">&#39;casual&#39;</span><span class="p">,</span> <span class="s1">&#39;registered&#39;</span><span class="p">]</span>
<span class="n">features</span><span class="p">,</span> <span class="n">targets</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">target_fields</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">),</span> <span class="n">data</span><span class="p">[</span><span class="n">target_fields</span><span class="p">]</span>
<span class="n">test_features</span><span class="p">,</span> <span class="n">test_targets</span> <span class="o">=</span> <span class="n">test_data</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">target_fields</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">),</span> <span class="n">test_data</span><span class="p">[</span><span class="n">target_fields</span><span class="p">]</span>
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<p>We'll split the data into two sets, one for training and one for validating as the network is being trained. Since this is time series data, we'll train on historical data, then try to predict on future data (the validation set).</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Hold out the last 60 days or so of the remaining data as a validation set</span>
<span class="n">train_features</span><span class="p">,</span> <span class="n">train_targets</span> <span class="o">=</span> <span class="n">features</span><span class="p">[:</span><span class="o">-</span><span class="mi">60</span><span class="o">*</span><span class="mi">24</span><span class="p">],</span> <span class="n">targets</span><span class="p">[:</span><span class="o">-</span><span class="mi">60</span><span class="o">*</span><span class="mi">24</span><span class="p">]</span>
<span class="n">val_features</span><span class="p">,</span> <span class="n">val_targets</span> <span class="o">=</span> <span class="n">features</span><span class="p">[</span><span class="o">-</span><span class="mi">60</span><span class="o">*</span><span class="mi">24</span><span class="p">:],</span> <span class="n">targets</span><span class="p">[</span><span class="o">-</span><span class="mi">60</span><span class="o">*</span><span class="mi">24</span><span class="p">:]</span>
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<h2 id="Time-to-build-the-network">Time to build the network<a class="anchor-link" href="#Time-to-build-the-network">&#182;</a></h2><p>Below you'll build your network. We've built out the structure. You'll implement both the forward pass and backwards pass through the network. You'll also set the hyperparameters: the learning rate, the number of hidden units, and the number of training passes.</p>
<p><img src="assets/neural_network.png" width=300px></p>
<p>The network has two layers, a hidden layer and an output layer. The hidden layer will use the sigmoid function for activations. The output layer has only one node and is used for the regression, the output of the node is the same as the input of the node. That is, the activation function is $f(x)=x$. A function that takes the input signal and generates an output signal, but takes into account the threshold, is called an activation function. We work through each layer of our network calculating the outputs for each neuron. All of the outputs from one layer become inputs to the neurons on the next layer. This process is called <em>forward propagation</em>.</p>
<p>We use the weights to propagate signals forward from the input to the output layers in a neural network. We use the weights to also propagate error backwards from the output back into the network to update our weights. This is called <em>backpropagation</em>.</p>
<blockquote><p><strong>Hint:</strong> You'll need the derivative of the output activation function ($f(x) = x$) for the backpropagation implementation. If you aren't familiar with calculus, this function is equivalent to the equation $y = x$. What is the slope of that equation? That is the derivative of $f(x)$.</p>
</blockquote>
<p>Below, you have these tasks:</p>
<ol>
<li>Implement the sigmoid function to use as the activation function. Set <code>self.activation_function</code> in <code>__init__</code> to your sigmoid function.</li>
<li>Implement the forward pass in the <code>train</code> method.</li>
<li>Implement the backpropagation algorithm in the <code>train</code> method, including calculating the output error.</li>
<li>Implement the forward pass in the <code>run</code> method.</li>
</ol>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#############</span>
<span class="c1"># In the my_answers.py file, fill out the TODO sections as specified</span>
<span class="c1">#############</span>

<span class="kn">from</span> <span class="nn">my_answers</span> <span class="k">import</span> <span class="n">NeuralNetwork</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">MSE</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="n">Y</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">((</span><span class="n">y</span><span class="o">-</span><span class="n">Y</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span>
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<h2 id="Unit-tests">Unit tests<a class="anchor-link" href="#Unit-tests">&#182;</a></h2><p>Run these unit tests to check the correctness of your network implementation. This will help you be sure your network was implemented correctly befor you starting trying to train it. These tests must all be successful to pass the project.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">unittest</span>

<span class="n">inputs</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="mf">0.5</span><span class="p">,</span> <span class="o">-</span><span class="mf">0.2</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">]])</span>
<span class="n">targets</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="mf">0.4</span><span class="p">]])</span>
<span class="n">test_w_i_h</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="mf">0.1</span><span class="p">,</span> <span class="o">-</span><span class="mf">0.2</span><span class="p">],</span>
                       <span class="p">[</span><span class="mf">0.4</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">],</span>
                       <span class="p">[</span><span class="o">-</span><span class="mf">0.3</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">]])</span>
<span class="n">test_w_h_o</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="mf">0.3</span><span class="p">],</span>
                       <span class="p">[</span><span class="o">-</span><span class="mf">0.1</span><span class="p">]])</span>

<span class="k">class</span> <span class="nc">TestMethods</span><span class="p">(</span><span class="n">unittest</span><span class="o">.</span><span class="n">TestCase</span><span class="p">):</span>
    
    <span class="c1">##########</span>
    <span class="c1"># Unit tests for data loading</span>
    <span class="c1">##########</span>
    
    <span class="k">def</span> <span class="nf">test_data_path</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="c1"># Test that file path to dataset has been unaltered</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">assertTrue</span><span class="p">(</span><span class="n">data_path</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="o">==</span> <span class="s1">&#39;bike-sharing-dataset/hour.csv&#39;</span><span class="p">)</span>
        
    <span class="k">def</span> <span class="nf">test_data_loaded</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="c1"># Test that data frame loaded</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">assertTrue</span><span class="p">(</span><span class="nb">isinstance</span><span class="p">(</span><span class="n">rides</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">))</span>
    
    <span class="c1">##########</span>
    <span class="c1"># Unit tests for network functionality</span>
    <span class="c1">##########</span>

    <span class="k">def</span> <span class="nf">test_activation</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="n">network</span> <span class="o">=</span> <span class="n">NeuralNetwork</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">)</span>
        <span class="c1"># Test that the activation function is a sigmoid</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">assertTrue</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">all</span><span class="p">(</span><span class="n">network</span><span class="o">.</span><span class="n">activation_function</span><span class="p">(</span><span class="mf">0.5</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="o">/</span><span class="p">(</span><span class="mi">1</span><span class="o">+</span><span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="o">-</span><span class="mf">0.5</span><span class="p">))))</span>

    <span class="k">def</span> <span class="nf">test_train</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="c1"># Test that weights are updated correctly on training</span>
        <span class="n">network</span> <span class="o">=</span> <span class="n">NeuralNetwork</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">)</span>
        <span class="n">network</span><span class="o">.</span><span class="n">weights_input_to_hidden</span> <span class="o">=</span> <span class="n">test_w_i_h</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
        <span class="n">network</span><span class="o">.</span><span class="n">weights_hidden_to_output</span> <span class="o">=</span> <span class="n">test_w_h_o</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
        
        <span class="n">network</span><span class="o">.</span><span class="n">train</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="n">targets</span><span class="p">)</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">assertTrue</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">allclose</span><span class="p">(</span><span class="n">network</span><span class="o">.</span><span class="n">weights_hidden_to_output</span><span class="p">,</span> 
                                    <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span> <span class="mf">0.37275328</span><span class="p">],</span> 
                                              <span class="p">[</span><span class="o">-</span><span class="mf">0.03172939</span><span class="p">]])))</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">assertTrue</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">allclose</span><span class="p">(</span><span class="n">network</span><span class="o">.</span><span class="n">weights_input_to_hidden</span><span class="p">,</span>
                                    <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span> <span class="mf">0.10562014</span><span class="p">,</span> <span class="o">-</span><span class="mf">0.20185996</span><span class="p">],</span> 
                                              <span class="p">[</span><span class="mf">0.39775194</span><span class="p">,</span> <span class="mf">0.50074398</span><span class="p">],</span> 
                                              <span class="p">[</span><span class="o">-</span><span class="mf">0.29887597</span><span class="p">,</span> <span class="mf">0.19962801</span><span class="p">]])))</span>

    <span class="k">def</span> <span class="nf">test_run</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="c1"># Test correctness of run method</span>
        <span class="n">network</span> <span class="o">=</span> <span class="n">NeuralNetwork</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">)</span>
        <span class="n">network</span><span class="o">.</span><span class="n">weights_input_to_hidden</span> <span class="o">=</span> <span class="n">test_w_i_h</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
        <span class="n">network</span><span class="o">.</span><span class="n">weights_hidden_to_output</span> <span class="o">=</span> <span class="n">test_w_h_o</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>

        <span class="bp">self</span><span class="o">.</span><span class="n">assertTrue</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">allclose</span><span class="p">(</span><span class="n">network</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">inputs</span><span class="p">),</span> <span class="mf">0.09998924</span><span class="p">))</span>

<span class="n">suite</span> <span class="o">=</span> <span class="n">unittest</span><span class="o">.</span><span class="n">TestLoader</span><span class="p">()</span><span class="o">.</span><span class="n">loadTestsFromModule</span><span class="p">(</span><span class="n">TestMethods</span><span class="p">())</span>
<span class="n">unittest</span><span class="o">.</span><span class="n">TextTestRunner</span><span class="p">()</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">suite</span><span class="p">)</span>
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<pre>.....
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Ran 5 tests in 0.015s

OK
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<pre>&lt;unittest.runner.TextTestResult run=5 errors=0 failures=0&gt;</pre>
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<h2 id="Training-the-network">Training the network<a class="anchor-link" href="#Training-the-network">&#182;</a></h2><p>Here you'll set the hyperparameters for the network. The strategy here is to find hyperparameters such that the error on the training set is low, but you're not overfitting to the data. If you train the network too long or have too many hidden nodes, it can become overly specific to the training set and will fail to generalize to the validation set. That is, the loss on the validation set will start increasing as the training set loss drops.</p>
<p>You'll also be using a method know as Stochastic Gradient Descent (SGD) to train the network. The idea is that for each training pass, you grab a random sample of the data instead of using the whole data set. You use many more training passes than with normal gradient descent, but each pass is much faster. This ends up training the network more efficiently. You'll learn more about SGD later.</p>
<h3 id="Choose-the-number-of-iterations">Choose the number of iterations<a class="anchor-link" href="#Choose-the-number-of-iterations">&#182;</a></h3><p>This is the number of batches of samples from the training data we'll use to train the network. The more iterations you use, the better the model will fit the data. However, this process can have sharply diminishing returns and can waste computational resources if you use too many iterations.  You want to find a number here where the network has a low training loss, and the validation loss is at a minimum. The ideal number of iterations would be a level that stops shortly after the validation loss is no longer decreasing.</p>
<h3 id="Choose-the-learning-rate">Choose the learning rate<a class="anchor-link" href="#Choose-the-learning-rate">&#182;</a></h3><p>This scales the size of weight updates. If this is too big, the weights tend to explode and the network fails to fit the data. Normally a good choice to start at is 0.1; however, if you effectively divide the learning rate by n_records, try starting out with a learning rate of 1. In either case, if the network has problems fitting the data, try reducing the learning rate. Note that the lower the learning rate, the smaller the steps are in the weight updates and the longer it takes for the neural network to converge.</p>
<h3 id="Choose-the-number-of-hidden-nodes">Choose the number of hidden nodes<a class="anchor-link" href="#Choose-the-number-of-hidden-nodes">&#182;</a></h3><p>In a model where all the weights are optimized, the more hidden nodes you have, the more accurate the predictions of the model will be.  (A fully optimized model could have weights of zero, after all.) However, the more hidden nodes you have, the harder it will be to optimize the weights of the model, and the more likely it will be that suboptimal weights will lead to overfitting. With overfitting, the model will memorize the training data instead of learning the true pattern, and won't generalize well to unseen data.</p>
<p>Try a few different numbers and see how it affects the performance. You can look at the losses dictionary for a metric of the network performance. If the number of hidden units is too low, then the model won't have enough space to learn and if it is too high there are too many options for the direction that the learning can take. The trick here is to find the right balance in number of hidden units you choose.  You'll generally find that the best number of hidden nodes to use ends up being between the number of input and output nodes.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">sys</span>

<span class="c1">####################</span>
<span class="c1">### Set the hyperparameters in you myanswers.py file ###</span>
<span class="c1">####################</span>

<span class="kn">from</span> <span class="nn">my_answers</span> <span class="k">import</span> <span class="n">iterations</span><span class="p">,</span> <span class="n">learning_rate</span><span class="p">,</span> <span class="n">hidden_nodes</span><span class="p">,</span> <span class="n">output_nodes</span>


<span class="n">N_i</span> <span class="o">=</span> <span class="n">train_features</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
<span class="n">network</span> <span class="o">=</span> <span class="n">NeuralNetwork</span><span class="p">(</span><span class="n">N_i</span><span class="p">,</span> <span class="n">hidden_nodes</span><span class="p">,</span> <span class="n">output_nodes</span><span class="p">,</span> <span class="n">learning_rate</span><span class="p">)</span>

<span class="n">losses</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;train&#39;</span><span class="p">:[],</span> <span class="s1">&#39;validation&#39;</span><span class="p">:[]}</span>
<span class="k">for</span> <span class="n">ii</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">iterations</span><span class="p">):</span>
    <span class="c1"># Go through a random batch of 128 records from the training data set</span>
    <span class="n">batch</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">choice</span><span class="p">(</span><span class="n">train_features</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">128</span><span class="p">)</span>
    <span class="n">X</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="n">train_features</span><span class="o">.</span><span class="n">ix</span><span class="p">[</span><span class="n">batch</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">,</span> <span class="n">train_targets</span><span class="o">.</span><span class="n">ix</span><span class="p">[</span><span class="n">batch</span><span class="p">][</span><span class="s1">&#39;cnt&#39;</span><span class="p">]</span>
                             
    <span class="n">network</span><span class="o">.</span><span class="n">train</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
    
    <span class="c1"># Printing out the training progress</span>
    <span class="n">train_loss</span> <span class="o">=</span> <span class="n">MSE</span><span class="p">(</span><span class="n">network</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">train_features</span><span class="p">)</span><span class="o">.</span><span class="n">T</span><span class="p">,</span> <span class="n">train_targets</span><span class="p">[</span><span class="s1">&#39;cnt&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">)</span>
    <span class="n">val_loss</span> <span class="o">=</span> <span class="n">MSE</span><span class="p">(</span><span class="n">network</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">val_features</span><span class="p">)</span><span class="o">.</span><span class="n">T</span><span class="p">,</span> <span class="n">val_targets</span><span class="p">[</span><span class="s1">&#39;cnt&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">)</span>
    <span class="n">sys</span><span class="o">.</span><span class="n">stdout</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\r</span><span class="s2">Progress: </span><span class="si">{:2.1f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="mi">100</span> <span class="o">*</span> <span class="n">ii</span><span class="o">/</span><span class="nb">float</span><span class="p">(</span><span class="n">iterations</span><span class="p">))</span> \
                     <span class="o">+</span> <span class="s2">&quot;% ... Training loss: &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">train_loss</span><span class="p">)[:</span><span class="mi">5</span><span class="p">]</span> \
                     <span class="o">+</span> <span class="s2">&quot; ... Validation loss: &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">val_loss</span><span class="p">)[:</span><span class="mi">5</span><span class="p">])</span>
    <span class="n">sys</span><span class="o">.</span><span class="n">stdout</span><span class="o">.</span><span class="n">flush</span><span class="p">()</span>
    
    <span class="n">losses</span><span class="p">[</span><span class="s1">&#39;train&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">train_loss</span><span class="p">)</span>
    <span class="n">losses</span><span class="p">[</span><span class="s1">&#39;validation&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">val_loss</span><span class="p">)</span>
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<pre>Progress: 0.1% ... Training loss: 0.889 ... Validation loss: 1.335</pre>
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<pre>/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:17: DeprecationWarning: 
.ix is deprecated. Please use
.loc for label based indexing or
.iloc for positional indexing

See the documentation here:
http://pandas.pydata.org/pandas-docs/stable/indexing.html#ix-indexer-is-deprecated
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<pre>Progress: 100.0% ... Training loss: 0.057 ... Validation loss: 0.136</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">losses</span><span class="p">[</span><span class="s1">&#39;train&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Training loss&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">losses</span><span class="p">[</span><span class="s1">&#39;validation&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Validation loss&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">_</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">()</span>
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<h2 id="Check-out-your-predictions">Check out your predictions<a class="anchor-link" href="#Check-out-your-predictions">&#182;</a></h2><p>Here, use the test data to view how well your network is modeling the data. If something is completely wrong here, make sure each step in your network is implemented correctly.</p>

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<div class="prompt input_prompt">In&nbsp;[14]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="mi">4</span><span class="p">))</span>

<span class="n">mean</span><span class="p">,</span> <span class="n">std</span> <span class="o">=</span> <span class="n">scaled_features</span><span class="p">[</span><span class="s1">&#39;cnt&#39;</span><span class="p">]</span>
<span class="n">predictions</span> <span class="o">=</span> <span class="n">network</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">test_features</span><span class="p">)</span><span class="o">.</span><span class="n">T</span><span class="o">*</span><span class="n">std</span> <span class="o">+</span> <span class="n">mean</span>
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">predictions</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Prediction&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">((</span><span class="n">test_targets</span><span class="p">[</span><span class="s1">&#39;cnt&#39;</span><span class="p">]</span><span class="o">*</span><span class="n">std</span> <span class="o">+</span> <span class="n">mean</span><span class="p">)</span><span class="o">.</span><span class="n">values</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Data&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="n">right</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">predictions</span><span class="p">))</span>
<span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>

<span class="n">dates</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">rides</span><span class="o">.</span><span class="n">ix</span><span class="p">[</span><span class="n">test_data</span><span class="o">.</span><span class="n">index</span><span class="p">][</span><span class="s1">&#39;dteday&#39;</span><span class="p">])</span>
<span class="n">dates</span> <span class="o">=</span> <span class="n">dates</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">d</span><span class="p">:</span> <span class="n">d</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">&#39;%b </span><span class="si">%d</span><span class="s1">&#39;</span><span class="p">))</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xticks</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">dates</span><span class="p">))[</span><span class="mi">12</span><span class="p">::</span><span class="mi">24</span><span class="p">])</span>
<span class="n">_</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">set_xticklabels</span><span class="p">(</span><span class="n">dates</span><span class="p">[</span><span class="mi">12</span><span class="p">::</span><span class="mi">24</span><span class="p">],</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">45</span><span class="p">)</span>
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<pre>/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:10: DeprecationWarning: 
.ix is deprecated. Please use
.loc for label based indexing or
.iloc for positional indexing

See the documentation here:
http://pandas.pydata.org/pandas-docs/stable/indexing.html#ix-indexer-is-deprecated
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