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  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.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:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.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 {
  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: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-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
.hbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.vbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
.vbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
  /* Old browsers */
  -webkit-box-direction: reverse;
  -moz-box-direction: reverse;
  box-direction: reverse;
  /* Modern browsers */
  flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
  /* Old browsers */
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
  /* Old browsers */
  -webkit-box-flex: 2;
  -moz-box-flex: 2;
  box-flex: 2;
  /* Modern browsers */
  flex: 2;
}
.box-group1 {
  /*  Deprecated */
  -webkit-box-flex-group: 1;
  -moz-box-flex-group: 1;
  box-flex-group: 1;
}
.box-group2 {
  /* Deprecated */
  -webkit-box-flex-group: 2;
  -moz-box-flex-group: 2;
  box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
  /* Old browsers */
  -webkit-box-pack: start;
  -moz-box-pack: start;
  box-pack: start;
  /* Modern browsers */
  justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
  /* Old browsers */
  -webkit-box-pack: center;
  -moz-box-pack: center;
  box-pack: center;
  /* Modern browsers */
  justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
  /* Old browsers */
  -webkit-box-pack: baseline;
  -moz-box-pack: baseline;
  box-pack: baseline;
  /* Modern browsers */
  justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
  /* Old browsers */
  -webkit-box-pack: stretch;
  -moz-box-pack: stretch;
  box-pack: stretch;
  /* Modern browsers */
  justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
  /* Old browsers */
  -webkit-box-align: start;
  -moz-box-align: start;
  box-align: start;
  /* Modern browsers */
  align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
  /* Old browsers */
  -webkit-box-align: end;
  -moz-box-align: end;
  box-align: end;
  /* Modern browsers */
  align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
  /* Old browsers */
  -webkit-box-align: center;
  -moz-box-align: center;
  box-align: center;
  /* Modern browsers */
  align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
  /* Old browsers */
  -webkit-box-align: baseline;
  -moz-box-align: baseline;
  box-align: baseline;
  /* Modern browsers */
  align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
  /* Old browsers */
  -webkit-box-align: stretch;
  -moz-box-align: stretch;
  box-align: stretch;
  /* Modern browsers */
  align-items: stretch;
}
div.error {
  margin: 2em;
  text-align: center;
}
div.error > h1 {
  font-size: 500%;
  line-height: normal;
}
div.error > p {
  font-size: 200%;
  line-height: normal;
}
div.traceback-wrapper {
  text-align: left;
  max-width: 800px;
  margin: auto;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
body {
  background-color: #fff;
  /* This makes sure that the body covers the entire window and needs to
       be in a different element than the display: box in wrapper below */
  position: absolute;
  left: 0px;
  right: 0px;
  top: 0px;
  bottom: 0px;
  overflow: visible;
}
body > #header {
  /* Initially hidden to prevent FLOUC */
  display: none;
  background-color: #fff;
  /* Display over codemirror */
  position: relative;
  z-index: 100;
}
body > #header #header-container {
  padding-bottom: 5px;
  padding-top: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
body > #header .header-bar {
  width: 100%;
  height: 1px;
  background: #e7e7e7;
  margin-bottom: -1px;
}
@media print {
  body > #header {
    display: none !important;
  }
}
#header-spacer {
  width: 100%;
  visibility: hidden;
}
@media print {
  #header-spacer {
    display: none;
  }
}
#ipython_notebook {
  padding-left: 0px;
  padding-top: 1px;
  padding-bottom: 1px;
}
@media (max-width: 991px) {
  #ipython_notebook {
    margin-left: 10px;
  }
}
[dir="rtl"] #ipython_notebook {
  float: right !important;
}
#noscript {
  width: auto;
  padding-top: 16px;
  padding-bottom: 16px;
  text-align: center;
  font-size: 22px;
  color: red;
  font-weight: bold;
}
#ipython_notebook img {
  height: 28px;
}
#site {
  width: 100%;
  display: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  overflow: auto;
}
@media print {
  #site {
    height: auto !important;
  }
}
/* Smaller buttons */
.ui-button .ui-button-text {
  padding: 0.2em 0.8em;
  font-size: 77%;
}
input.ui-button {
  padding: 0.3em 0.9em;
}
span#login_widget {
  float: right;
}
span#login_widget > .button,
#logout {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
  color: #fff;
  background-color: #333;
}
.nav-header {
  text-transform: none;
}
#header > span {
  margin-top: 10px;
}
.modal_stretch .modal-dialog {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
  max-height: calc(100vh - 200px);
  overflow: auto;
  flex: 1;
}
@media (min-width: 768px) {
  .modal .modal-dialog {
    width: 700px;
  }
}
@media (min-width: 768px) {
  select.form-control {
    margin-left: 12px;
    margin-right: 12px;
  }
}
/*!
*
* IPython auth
*
*/
.center-nav {
  display: inline-block;
  margin-bottom: -4px;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
  background-color: none;
  display: inline;
}
.alternate_upload.form {
  padding: 0;
  margin: 0;
}
.alternate_upload input.fileinput {
  text-align: center;
  vertical-align: middle;
  display: inline;
  opacity: 0;
  z-index: 2;
  width: 12ex;
  margin-right: -12ex;
}
.alternate_upload .btn-upload {
  height: 22px;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
[dir="rtl"] #tabs li {
  float: right;
}
ul#tabs {
  margin-bottom: 4px;
}
[dir="rtl"] ul#tabs {
  margin-right: 0px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
  text-decoration: none;
}
ul.breadcrumb i.icon-home {
  font-size: 16px;
  margin-right: 4px;
}
ul.breadcrumb span {
  color: #5e5e5e;
}
.list_toolbar {
  padding: 4px 0 4px 0;
  vertical-align: middle;
}
.list_toolbar .tree-buttons {
  padding-top: 1px;
}
[dir="rtl"] .list_toolbar .tree-buttons {
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-right {
  padding-top: 1px;
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-left {
  float: right !important;
}
.dynamic-buttons {
  padding-top: 3px;
  display: inline-block;
}
.list_toolbar [class*="span"] {
  min-height: 24px;
}
.list_header {
  font-weight: bold;
  background-color: #EEE;
}
.list_placeholder {
  font-weight: bold;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
}
.list_container {
  margin-top: 4px;
  margin-bottom: 20px;
  border: 1px solid #ddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #ddd;
}
.list_item a {
  text-decoration: none;
}
.list_item:hover {
  background-color: #fafafa;
}
.list_header > div,
.list_item > div {
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
.list_header > div input,
.list_item > div input {
  margin-right: 7px;
  margin-left: 14px;
  vertical-align: baseline;
  line-height: 22px;
  position: relative;
  top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
  margin-left: -1px;
  vertical-align: baseline;
  line-height: 22px;
}
.new-file input[type=checkbox] {
  visibility: hidden;
}
.item_name {
  line-height: 22px;
  height: 24px;
}
.item_icon {
  font-size: 14px;
  color: #5e5e5e;
  margin-right: 7px;
  margin-left: 7px;
  line-height: 22px;
  vertical-align: baseline;
}
.item_buttons {
  line-height: 1em;
  margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
  float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
  margin-left: 5px;
}
.item_buttons .btn {
  min-width: 13ex;
}
.item_buttons .running-indicator {
  padding-top: 4px;
  color: #5cb85c;
}
.item_buttons .kernel-name {
  padding-top: 4px;
  color: #5bc0de;
  margin-right: 7px;
  float: left;
}
.toolbar_info {
  height: 24px;
  line-height: 24px;
}
.list_item input:not([type=checkbox]) {
  padding-top: 3px;
  padding-bottom: 3px;
  height: 22px;
  line-height: 14px;
  margin: 0px;
}
.highlight_text {
  color: blue;
}
#project_name {
  display: inline-block;
  padding-left: 7px;
  margin-left: -2px;
}
#project_name > .breadcrumb {
  padding: 0px;
  margin-bottom: 0px;
  background-color: transparent;
  font-weight: bold;
}
#tree-selector {
  padding-right: 0px;
}
[dir="rtl"] #tree-selector a {
  float: right;
}
#button-select-all {
  min-width: 50px;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
}
.menu_icon {
  margin-right: 2px;
}
.tab-content .row {
  margin-left: 0px;
  margin-right: 0px;
}
.folder_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f114";
}
.folder_icon:before.pull-left {
  margin-right: .3em;
}
.folder_icon:before.pull-right {
  margin-left: .3em;
}
.notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
}
.notebook_icon:before.pull-left {
  margin-right: .3em;
}
.notebook_icon:before.pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
  color: #5cb85c;
}
.running_notebook_icon:before.pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
  margin-left: .3em;
}
.file_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f016";
  position: relative;
  top: -2px;
}
.file_icon:before.pull-left {
  margin-right: .3em;
}
.file_icon:before.pull-right {
  margin-left: .3em;
}
#notebook_toolbar .pull-right {
  padding-top: 0px;
  margin-right: -1px;
}
ul#new-menu {
  left: auto;
  right: 0;
}
[dir="rtl"] #new-menu {
  text-align: right;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
[dir="rtl"] #running .col-sm-8 {
  float: right !important;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.shutdown-button {
  display: none;
}
.dynamic-instructions {
  display: inline-block;
  padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
  padding: 0px 5px;
}
.selected-keymap i.fa:before {
  content: "\f00c";
}
#mode-menu {
  overflow: auto;
  max-height: 20em;
}
.edit_app #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
  /* Use a negative 1 bottom margin, so the border overlaps the border of the
    header */
  margin-bottom: -1px;
}
.dirty-indicator {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator.pull-left {
  margin-right: .3em;
}
.dirty-indicator.pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-dirty.pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-clean.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f00c";
}
.dirty-indicator-clean:before.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
  margin-left: .3em;
}
#filename {
  font-size: 16pt;
  display: table;
  padding: 0px 5px;
}
#current-mode {
  padding-left: 5px;
  padding-right: 5px;
}
#texteditor-backdrop {
  padding-top: 20px;
  padding-bottom: 20px;
}
@media not print {
  #texteditor-backdrop {
    background-color: #EEE;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #fff;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI colors. */
.ansibold {
  font-weight: bold;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
  color: black;
}
.ansired {
  color: darkred;
}
.ansigreen {
  color: darkgreen;
}
.ansiyellow {
  color: #c4a000;
}
.ansiblue {
  color: darkblue;
}
.ansipurple {
  color: darkviolet;
}
.ansicyan {
  color: steelblue;
}
.ansigray {
  color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
  background-color: black;
}
.ansibgred {
  background-color: red;
}
.ansibggreen {
  background-color: green;
}
.ansibgyellow {
  background-color: yellow;
}
.ansibgblue {
  background-color: blue;
}
.ansibgpurple {
  background-color: magenta;
}
.ansibgcyan {
  background-color: cyan;
}
.ansibggray {
  background-color: gray;
}
div.cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  border-radius: 2px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  border-width: 1px;
  border-style: solid;
  border-color: transparent;
  width: 100%;
  padding: 5px;
  /* This acts as a spacer between cells, that is outside the border */
  margin: 0px;
  outline: none;
  border-left-width: 1px;
  padding-left: 5px;
  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
}
div.cell.jupyter-soft-selected {
  border-left-color: #90CAF9;
  border-left-color: #E3F2FD;
  border-left-width: 1px;
  padding-left: 5px;
  border-right-color: #E3F2FD;
  border-right-width: 1px;
  background: #E3F2FD;
}
@media print {
  div.cell.jupyter-soft-selected {
    border-color: transparent;
  }
}
div.cell.selected {
  border-color: #ababab;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
}
@media print {
  div.cell.selected {
    border-color: transparent;
  }
}
div.cell.selected.jupyter-soft-selected {
  border-left-width: 0;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
}
@media print {
  .edit_mode div.cell.selected {
    border-color: transparent;
  }
}
.prompt {
  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
  min-width: 14ex;
  /* This padding is tuned to match the padding on the CodeMirror editor. */
  padding: 0.4em;
  margin: 0px;
  font-family: monospace;
  text-align: right;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
  /* Don't highlight prompt number selection */
  -webkit-touch-callout: none;
  -webkit-user-select: none;
  -khtml-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
  /* Use default cursor */
  cursor: default;
}
@media (max-width: 540px) {
  .prompt {
    text-align: left;
  }
}
div.inner_cell {
  min-width: 0;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
  border: 1px solid #cfcfcf;
  border-radius: 2px;
  background: #f7f7f7;
  line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
   is no content in the output_subarea and the prompt. The main purpose of this is
   to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
  padding-top: 0;
  padding-bottom: 0;
}
div.unrecognized_cell {
  padding: 5px 5px 5px 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.unrecognized_cell .inner_cell {
  border-radius: 2px;
  padding: 5px;
  font-weight: bold;
  color: red;
  border: 1px solid #cfcfcf;
  background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
  color: inherit;
  text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
  color: inherit;
  text-decoration: none;
}
@media (max-width: 540px) {
  div.unrecognized_cell > div.prompt {
    display: none;
  }
}
div.code_cell {
  /* avoid page breaking on code cells when printing */
}
@media print {
  div.code_cell {
    page-break-inside: avoid;
  }
}
/* any special styling for code cells that are currently running goes here */
div.input {
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.input {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
  color: #303F9F;
  border-top: 1px solid transparent;
}
div.input_area > div.highlight {
  margin: 0.4em;
  border: none;
  padding: 0px;
  background-color: transparent;
}
div.input_area > div.highlight > pre {
  margin: 0px;
  border: none;
  padding: 0px;
  background-color: transparent;
}
/* The following gets added to the <head> if it is detected that the user has a
 * monospace font with inconsistent normal/bold/italic height.  See
 * notebookmain.js.  Such fonts will have keywords vertically offset with
 * respect to the rest of the text.  The user should select a better font.
 * See: https://github.com/ipython/ipython/issues/1503
 *
 * .CodeMirror span {
 *      vertical-align: bottom;
 * }
 */
.CodeMirror {
  line-height: 1.21429em;
  /* Changed from 1em to our global default */
  font-size: 14px;
  height: auto;
  /* Changed to auto to autogrow */
  background: none;
  /* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
  overflow-y: hidden;
  overflow-x: auto;
}
.CodeMirror-lines {
  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
  /* we have set a different line-height and want this to scale with that. */
  padding: 0.4em;
}
.CodeMirror-linenumber {
  padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.CodeMirror pre {
  /* In CM3 this went to 4px from 0 in CM2. We need the 0 value because of how we size */
  /* .CodeMirror-lines */
  padding: 0;
  border: 0;
  border-radius: 0;
}
/*

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<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=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
<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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<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 0x111aa9400&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>
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  <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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      <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>
    </tr>
    <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>
      <td>1</td>
    </tr>
  </tbody>
</table>
<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 0.012s

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: 100.0% ... Training loss: 0.067 ... Validation loss: 0.149</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;[22]:</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>

<span class="c1">#calculating the RMSE of the rescaled target variable of the test interval</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Score: </span><span class="si">%.2f</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">MSE</span><span class="p">(</span><span class="n">predictions</span><span class="p">,</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>
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<pre>/anaconda3/envs/dlnd/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
  # Remove the CWD from sys.path while we load stuff.
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<pre>Score: 85.31
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<h2 id="OPTIONAL:-Thinking-about-your-results(this-question-will-not-be-evaluated-in-the-rubric).">OPTIONAL: Thinking about your results(this question will not be evaluated in the rubric).<a class="anchor-link" href="#OPTIONAL:-Thinking-about-your-results(this-question-will-not-be-evaluated-in-the-rubric).">&#182;</a></h2><p>Answer these questions about your results. How well does the model predict the data? Where does it fail? Why does it fail where it does?</p>
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<h4 id="Your-answer-below">Your answer below<a class="anchor-link" href="#Your-answer-below">&#182;</a></h4>
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