Time domain and Frequency domain visualisation of speech.html

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
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.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
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<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
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  padding: 8px;
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div#notebook {
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  border-top: none;
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    page-break-inside: avoid; 
  }
  div.output { 
    display: block;
    page-break-inside: avoid; 
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}
</style>

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<link rel="stylesheet" href="custom.css">

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<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Time-domain-and-Frequency-domain-visualization-of-speech">Time domain and Frequency domain visualization of speech<a class="anchor-link" href="#Time-domain-and-Frequency-domain-visualization-of-speech">&#182;</a></h1>
</div>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[419]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">librosa</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">Amplitude</span><span class="p">,</span> <span class="n">sampling_rate</span><span class="o">=</span><span class="n">librosa</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s1">&#39;speech_data.wav&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">Total_Samples</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">Amplitude</span><span class="p">)</span>
<span class="n">Total_time</span><span class="o">=</span><span class="n">Total_Samples</span><span class="o">/</span><span class="n">sampling_rate</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Time is </span><span class="si">{}</span><span class="s2"> sec&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">Total_time</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total samples are </span><span class="si">{}</span><span class="s2"> &amp; sampling rate is </span><span class="si">{}</span><span class="s2"> &quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">Total_Samples</span><span class="p">,</span><span class="n">sampling_rate</span> <span class="p">))</span>
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<pre>Time is 3.195827664399093 sec
Total samples are 70468 &amp; sampling rate is 22050 
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<h1 id="Complete-speech-(Wav-file)-in-Amp-VS-Time-domain">Complete speech (Wav file) in Amp VS Time domain<a class="anchor-link" href="#Complete-speech-(Wav-file)-in-Amp-VS-Time-domain">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">librosa.display</span>
<span class="n">librosa</span><span class="o">.</span><span class="n">display</span><span class="o">.</span><span class="n">waveplot</span><span class="p">(</span><span class="n">Amplitude</span><span class="p">,</span> <span class="n">sampling_rate</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;Time(in sec)&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Amplitude (in dB scale)&quot;</span><span class="p">)</span>
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<pre>Text(0, 0.5, &#39;Amplitude (in dB scale)&#39;)</pre>
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<h1 id="HIstogram-and-Parametric-Density-Estimation-of-amplitude-values">HIstogram and Parametric Density Estimation of amplitude values<a class="anchor-link" href="#HIstogram-and-Parametric-Density-Estimation-of-amplitude-values">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">Amplitude</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">matplotlib</span> <span class="kn">import</span> <span class="n">pyplot</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">scipy.stats</span> <span class="kn">import</span> <span class="n">norm</span>
<span class="n">sample_mean</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">Amplitude</span><span class="p">)</span>
<span class="n">sample_std</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">Amplitude</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Mean=</span><span class="si">%.9f</span><span class="s1">, Standard Deviation=</span><span class="si">%.3f</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">sample_mean</span><span class="p">,</span> <span class="n">sample_std</span><span class="p">))</span>
<span class="c1"># define the distribution</span>
<span class="n">dist</span> <span class="o">=</span> <span class="n">norm</span><span class="p">(</span><span class="n">sample_mean</span><span class="p">,</span> <span class="n">sample_std</span><span class="p">)</span>
<span class="c1"># sample probabilities for a range of outcomes</span>
<span class="n">values</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">start</span><span class="o">=-</span><span class="mf">0.4</span><span class="p">,</span> <span class="n">stop</span><span class="o">=</span> <span class="mf">0.3</span><span class="p">,</span> <span class="n">step</span><span class="o">=</span><span class="mf">0.01</span><span class="p">)</span>
<span class="n">probabilities</span> <span class="o">=</span> <span class="p">[</span><span class="n">dist</span><span class="o">.</span><span class="n">pdf</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">a</span><span class="p">]</span>
<span class="c1"># plot the histogram and pdf</span>
<span class="n">pyplot</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">Amplitude</span><span class="p">,</span> <span class="n">density</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">pyplot</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">values</span><span class="p">,</span> <span class="n">probabilities</span><span class="p">)</span>
<span class="n">pyplot</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<pre>Mean=-0.000001466, Standard Deviation=0.078
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<h1 id="Zooming-a-specific-portion-of-the-wave-form">Zooming a specific portion of the wave form<a class="anchor-link" href="#Zooming-a-specific-portion-of-the-wave-form">&#182;</a></h1>
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<div class="prompt input_prompt">In&nbsp;[336]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">librosa</span><span class="o">.</span><span class="n">display</span><span class="o">.</span><span class="n">waveplot</span><span class="p">(</span><span class="n">Amplitude</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="mi">10000</span><span class="p">],</span> <span class="n">sampling_rate</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;Time(in sec)&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Amplitude (in dB scale)&quot;</span><span class="p">)</span>
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<pre>Text(0, 0.5, &#39;Amplitude (in dB scale)&#39;)</pre>
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<h1 id="Visualization-of-Spectral-Envelope">Visualization of Spectral Envelope<a class="anchor-link" href="#Visualization-of-Spectral-Envelope">&#182;</a></h1>
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<div class="prompt input_prompt">In&nbsp;[337]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">Frame_Size</span> <span class="o">=</span> <span class="mi">256</span> <span class="c1">##window size</span>
<span class="n">Hop_Length</span> <span class="o">=</span> <span class="mi">128</span> <span class="c1">##shift in right hand side </span>

<span class="k">def</span> <span class="nf">Amplitude_Envelope</span><span class="p">(</span><span class="n">Amplitude</span><span class="p">,</span> <span class="n">frame_size</span><span class="p">,</span> <span class="n">hop_length</span><span class="p">):</span>
    
    <span class="n">Amplitude_Envelope</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">Amplitude</span><span class="p">),</span> <span class="n">hop_length</span><span class="p">):</span> 
        <span class="n">Amplitude_Envelope_new</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">Amplitude</span><span class="p">[</span><span class="n">i</span><span class="p">:</span><span class="n">i</span><span class="o">+</span><span class="n">Frmae_Size</span><span class="p">])</span> 
        <span class="n">Amplitude_Envelope</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">Amplitude_Envelope_new</span><span class="p">)</span>
    
    <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">Amplitude_Envelope</span><span class="p">)</span>    
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">Speech_Amplitude</span> <span class="o">=</span>  <span class="n">Amplitude_Envelope</span><span class="p">(</span><span class="n">Amplitude</span><span class="p">,</span> <span class="n">Frame_Size</span> <span class="p">,</span> <span class="n">Hop_Length</span><span class="p">)</span>
<span class="n">no_of_frames</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">Speech_Amplitude</span><span class="p">))</span>
<span class="n">t</span> <span class="o">=</span> <span class="n">librosa</span><span class="o">.</span><span class="n">frames_to_time</span><span class="p">(</span><span class="n">no_of_frames</span><span class="p">,</span> <span class="n">hop_length</span><span class="o">=</span><span class="n">Hop_Length</span><span class="p">)</span>
<span class="c1">#Red colour graphed Amplitude Envelope</span>


<span class="n">librosa</span><span class="o">.</span><span class="n">display</span><span class="o">.</span><span class="n">waveplot</span><span class="p">(</span><span class="n">Amplitude</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">t</span><span class="p">,</span> <span class="n">Speech_Amplitude</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;r&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;Time(in sec)&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Amplitude (in dB scale)&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<h1 id="DFT-of-Speech-Waveform-(-Frequency-domain)">DFT of Speech Waveform ( Frequency domain)<a class="anchor-link" href="#DFT-of-Speech-Waveform-(-Frequency-domain)">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ft</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">fft</span><span class="o">.</span><span class="n">fft</span><span class="p">(</span><span class="n">Amplitude</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">ft</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;DFT of Speech Waveform&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Frequency (in HZ)&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Amplitude (in dB scale)&#39;</span><span class="p">);</span>
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<h1 id="STFT-of-Speech-Waveform-(Frequency-domain)">STFT of Speech Waveform (Frequency domain)<a class="anchor-link" href="#STFT-of-Speech-Waveform-(Frequency-domain)">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="n">n_fft</span> <span class="o">=</span> <span class="mi">2048</span> <span class="c1">#n_fft=Window size #hop_length=</span>
<span class="n">ft</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">librosa</span><span class="o">.</span><span class="n">stft</span><span class="p">(</span><span class="n">Amplitude</span><span class="p">[:</span><span class="n">n_fft</span><span class="p">],</span> <span class="n">hop_length</span> <span class="o">=</span> <span class="n">n_fft</span><span class="o">+</span><span class="mi">1</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">ft</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;STFT of Speech Waveform&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Frequency  (in HZ)&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Amplitude (in dB scale)&#39;</span><span class="p">);</span>
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<div class="prompt input_prompt">In&nbsp;[341]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ft</span><span class="o">.</span><span class="n">shape</span>
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<pre>(1025, 1)</pre>
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<h1 id="Zooming-a-specific-portion-of-STFT-Speech-Waveform">Zooming a specific portion of STFT Speech Waveform<a class="anchor-link" href="#Zooming-a-specific-portion-of-STFT-Speech-Waveform">&#182;</a></h1>
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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">ft</span><span class="p">[</span><span class="mi">200</span><span class="p">:</span><span class="mi">300</span><span class="p">]);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;STFT of Speech Waveform &#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Frequency  (in HZ)&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Amplitude (in dB scale)&#39;</span><span class="p">);</span>
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<h1 id="Spectrogram-generation-usinf-STFT">Spectrogram generation usinf STFT<a class="anchor-link" href="#Spectrogram-generation-usinf-STFT">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hop_length</span> <span class="o">=</span> <span class="mi">128</span>
<span class="n">n_fft</span><span class="o">=</span><span class="mi">2048</span>
<span class="n">SPG</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">librosa</span><span class="o">.</span><span class="n">stft</span><span class="p">(</span><span class="n">Amplitude</span><span class="p">,</span> <span class="n">n_fft</span><span class="o">=</span><span class="n">n_fft</span><span class="p">,</span>  <span class="n">hop_length</span><span class="o">=</span><span class="n">hop_length</span><span class="p">))</span>
<span class="n">SPG</span> <span class="o">=</span> <span class="n">librosa</span><span class="o">.</span><span class="n">amplitude_to_db</span><span class="p">(</span><span class="n">SPG</span><span class="p">,</span> <span class="n">ref</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">)</span>
<span class="n">librosa</span><span class="o">.</span><span class="n">display</span><span class="o">.</span><span class="n">specshow</span><span class="p">(</span><span class="n">SPG</span><span class="p">,</span> <span class="n">sr</span><span class="o">=</span><span class="n">sampling_rate</span><span class="p">,</span> <span class="n">hop_length</span><span class="o">=</span><span class="n">hop_length</span><span class="p">,</span> <span class="n">x_axis</span><span class="o">=</span><span class="s1">&#39;time&#39;</span><span class="p">,</span> <span class="n">y_axis</span><span class="o">=</span><span class="s1">&#39;log&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">colorbar</span><span class="p">(</span><span class="nb">format</span><span class="o">=</span><span class="s1">&#39;</span><span class="si">%+2.0f</span><span class="s1"> dB&#39;</span><span class="p">);</span>
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>
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<div class="prompt input_prompt">In&nbsp;[344]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">SPG</span><span class="o">.</span><span class="n">shape</span>
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<pre>(1025, 551)</pre>
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<div class="prompt input_prompt">In&nbsp;[345]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ft</span><span class="o">.</span><span class="n">shape</span>
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<pre>(1025, 1)</pre>
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<h1 id="Visualization-of-pitch-pitch-contour">Visualization of pitch pitch contour<a class="anchor-link" href="#Visualization-of-pitch-pitch-contour">&#182;</a></h1>
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<h1 id=".-We-will-use-Parselmouth-library-for-this-(--Parselmouth-is-a-Python-library-for-the-Praat-software)-and--the-code-given-in-the-github-repository">. We will use Parselmouth library for this (  Parselmouth is a Python library for the Praat software) and  the code given in the github repository<a class="anchor-link" href="#.-We-will-use-Parselmouth-library-for-this-(--Parselmouth-is-a-Python-library-for-the-Praat-software)-and--the-code-given-in-the-github-repository">&#182;</a></h1>
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<h1 id="Repository-link-of-the-library-:-https://github.com/YannickJadoul/Parselmouth">Repository link of the library : <a href="https://github.com/YannickJadoul/Parselmouth">https://github.com/YannickJadoul/Parselmouth</a><a class="anchor-link" href="#Repository-link-of-the-library-:-https://github.com/YannickJadoul/Parselmouth">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">parselmouth</span>

<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>

<span class="k">def</span> <span class="nf">draw_spectrogram</span><span class="p">(</span><span class="n">spectrogram</span><span class="p">,</span> <span class="n">dynamic_range</span><span class="o">=</span><span class="mi">70</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">spectrogram</span><span class="o">.</span><span class="n">x_grid</span><span class="p">(),</span> <span class="n">spectrogram</span><span class="o">.</span><span class="n">y_grid</span><span class="p">()</span>
    <span class="n">sg_db</span> <span class="o">=</span> <span class="mi">10</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">spectrogram</span><span class="o">.</span><span class="n">values</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">pcolormesh</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">,</span> <span class="n">sg_db</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=</span><span class="n">sg_db</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">-</span> <span class="n">dynamic_range</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;afmhot&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">([</span><span class="n">spectrogram</span><span class="o">.</span><span class="n">ymin</span><span class="p">,</span> <span class="n">spectrogram</span><span class="o">.</span><span class="n">ymax</span><span class="p">])</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;time [s]&quot;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;frequency [Hz]&quot;</span><span class="p">)</span>


<span class="k">def</span> <span class="nf">draw_pitch</span><span class="p">(</span><span class="n">pitch</span><span class="p">):</span>
    <span class="n">pitch_values</span> <span class="o">=</span> <span class="n">pitch</span><span class="o">.</span><span class="n">selected_array</span><span class="p">[</span><span class="s1">&#39;frequency&#39;</span><span class="p">]</span>
    <span class="n">pitch_values</span><span class="p">[</span><span class="n">pitch_values</span><span class="o">==</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">pitch</span><span class="o">.</span><span class="n">xs</span><span class="p">(),</span> <span class="n">pitch_values</span><span class="p">,</span> <span class="s1">&#39;o&#39;</span><span class="p">,</span> <span class="n">markersize</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;w&#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">pitch</span><span class="o">.</span><span class="n">xs</span><span class="p">(),</span> <span class="n">pitch_values</span><span class="p">,</span> <span class="s1">&#39;o&#39;</span><span class="p">,</span> <span class="n">markersize</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">pitch</span><span class="o">.</span><span class="n">ceiling</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;fundamental frequency [Hz]&quot;</span><span class="p">)</span>

    
<span class="n">sns</span><span class="o">.</span><span class="n">set</span><span class="p">()</span>
<span class="n">snd</span> <span class="o">=</span> <span class="n">parselmouth</span><span class="o">.</span><span class="n">Sound</span><span class="p">(</span><span class="s2">&quot;speech_data.wav&quot;</span><span class="p">)</span>    
<span class="n">pitch</span> <span class="o">=</span> <span class="n">snd</span><span class="o">.</span><span class="n">to_pitch</span><span class="p">()</span>
<span class="n">pre_emphasized_snd</span> <span class="o">=</span> <span class="n">snd</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">pre_emphasized_snd</span><span class="o">.</span><span class="n">pre_emphasize</span><span class="p">()</span>
<span class="n">spectrogram</span> <span class="o">=</span> <span class="n">pre_emphasized_snd</span><span class="o">.</span><span class="n">to_spectrogram</span><span class="p">(</span><span class="n">window_length</span><span class="o">=</span><span class="mf">0.03</span><span class="p">,</span> <span class="n">maximum_frequency</span><span class="o">=</span><span class="mi">8000</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span>
<span class="n">draw_spectrogram</span><span class="p">(</span><span class="n">spectrogram</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">twinx</span><span class="p">()</span>
<span class="n">draw_pitch</span><span class="p">(</span><span class="n">pitch</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">([</span><span class="n">snd</span><span class="o">.</span><span class="n">xmin</span><span class="p">,</span> <span class="n">snd</span><span class="o">.</span><span class="n">xmax</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span> 
</pre></div>

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<h1 id="WORLD-analysis-to-compute-f0-contour,-smoothed-spectrogram,-aperiodicity-parameter">WORLD analysis to compute f0 contour, smoothed spectrogram, aperiodicity parameter<a class="anchor-link" href="#WORLD-analysis-to-compute-f0-contour,-smoothed-spectrogram,-aperiodicity-parameter">&#182;</a></h1>
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<h1 id="install-PYWORLD-(-WORLD-is-basically-a-vocoder)-using-!pip3-command">install PYWORLD ( WORLD is basically a vocoder) using !pip3 command<a class="anchor-link" href="#install-PYWORLD-(-WORLD-is-basically-a-vocoder)-using-!pip3-command">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Amplitude, sampling_rate</span>
<span class="c1">#wav = wav.astype(np.float64)</span>
<span class="kn">import</span> <span class="nn">pyworld</span> <span class="k">as</span> <span class="nn">pw</span>
<span class="n">wav</span><span class="o">=</span><span class="n">Amplitude</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">float64</span><span class="p">)</span>
<span class="n">fs</span><span class="o">=</span><span class="n">sampling_rate</span>
<span class="n">frame_period</span> <span class="o">=</span> <span class="mf">5.0</span>
<span class="n">f0</span><span class="p">,</span> <span class="n">timeaxis</span> <span class="o">=</span> <span class="n">pw</span><span class="o">.</span><span class="n">harvest</span><span class="p">(</span><span class="n">wav</span><span class="p">,</span> <span class="n">fs</span><span class="p">,</span> <span class="n">frame_period</span> <span class="o">=</span> <span class="n">frame_period</span><span class="p">,</span> <span class="n">f0_floor</span> <span class="o">=</span> <span class="mf">71.0</span><span class="p">,</span> <span class="n">f0_ceil</span> <span class="o">=</span> <span class="mf">800.0</span><span class="p">)</span> <span class="c1">#f0 contour</span>
<span class="n">sp</span> <span class="o">=</span> <span class="n">pw</span><span class="o">.</span><span class="n">cheaptrick</span><span class="p">(</span><span class="n">wav</span><span class="p">,</span> <span class="n">f0</span><span class="p">,</span> <span class="n">timeaxis</span><span class="p">,</span> <span class="n">fs</span><span class="p">)</span> <span class="c1">#smoothed spectrogram</span>
<span class="n">ap</span> <span class="o">=</span> <span class="n">pw</span><span class="o">.</span><span class="n">d4c</span><span class="p">(</span><span class="n">wav</span><span class="p">,</span> <span class="n">f0</span><span class="p">,</span> <span class="n">timeaxis</span><span class="p">,</span> <span class="n">fs</span><span class="p">)</span> <span class="c1">#aperiodicity</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">f0</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">f0</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
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<pre>640
(640,)
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<h1 id="Visualization-of-fundamental-frequency-(f0)">Visualization of fundamental frequency (f0)<a class="anchor-link" href="#Visualization-of-fundamental-frequency-(f0)">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">Time</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">Amplitude</span><span class="p">)</span><span class="o">/</span><span class="nb">float</span><span class="p">(</span><span class="n">sampling_rate</span><span class="p">),</span> <span class="nb">len</span><span class="p">(</span><span class="n">f0</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">Time</span><span class="p">,</span> <span class="n">f0</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Time (in seconds)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Fundamental Frequency (in Hz)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
<span class="n">Average_f0</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">true_divide</span><span class="p">(</span><span class="n">f0</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="n">f0</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="mi">0</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Average fundamental freq is </span><span class="si">{}</span><span class="s1"> Hz&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">Average_f0</span><span class="p">))</span>
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<pre>Average fundamental freq is 232.1347041273575 Hz
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