6.2.2.CNN_Small_Image_v2.html

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
    </style>
<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }

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<h1>Convolutional Neural Network with Small Images</h1>
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<p><h2>Table of Contents</h2></p>
<p>In this lab, we will use a Convolutional Neural Network to classify handwritten digits from the MNIST database. We will reshape the images to make them faster to process </p><p><ul></p>
<p><li><a href="#Makeup_Data">Get Some Data</a></li></p>
<p><li><a href="#CNN">Convolutional Neural Network</a></li></p>
<p><li><a href="#Train">Define Softmax, Criterion function, Optimizer and Train the Model</a></li></p>
<p><li><a href="#Result">Analyze Results</a></li>
&lt;/ul&gt;</p>
<p>Estimated Time Needed: <strong>25 min</strong></p><hr>
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<h2>Preparation</h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Import the libraries we need to use in this lab</span>

<span class="c1"># Using the following line code to install the torchvision library</span>
<span class="c1"># !conda install -y torchvision</span>

<span class="kn">import</span> <span class="nn">torch</span> 
<span class="kn">import</span> <span class="nn">torch.nn</span> <span class="k">as</span> <span class="nn">nn</span>
<span class="kn">import</span> <span class="nn">torchvision.transforms</span> <span class="k">as</span> <span class="nn">transforms</span>
<span class="kn">import</span> <span class="nn">torchvision.datasets</span> <span class="k">as</span> <span class="nn">dsets</span>
<span class="kn">import</span> <span class="nn">matplotlib.pylab</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
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<p>Define the function <code>plot_channels</code> to plot out the kernel parameters of  each channel</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Define the function for plotting the channels</span>

<span class="k">def</span> <span class="nf">plot_channels</span><span class="p">(</span><span class="n">W</span><span class="p">):</span>
    <span class="n">n_out</span> <span class="o">=</span> <span class="n">W</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
    <span class="n">n_in</span> <span class="o">=</span> <span class="n">W</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
    <span class="n">w_min</span> <span class="o">=</span> <span class="n">W</span><span class="o">.</span><span class="n">min</span><span class="p">()</span><span class="o">.</span><span class="n">item</span><span class="p">()</span>
    <span class="n">w_max</span> <span class="o">=</span> <span class="n">W</span><span class="o">.</span><span class="n">max</span><span class="p">()</span><span class="o">.</span><span class="n">item</span><span class="p">()</span>
    <span class="n">fig</span><span class="p">,</span> <span class="n">axes</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">n_out</span><span class="p">,</span> <span class="n">n_in</span><span class="p">)</span>
    <span class="n">fig</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="n">hspace</span><span class="o">=</span><span class="mf">0.1</span><span class="p">)</span>
    <span class="n">out_index</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="n">in_index</span> <span class="o">=</span> <span class="mi">0</span>
    
    <span class="c1">#plot outputs as rows inputs as columns </span>
    <span class="k">for</span> <span class="n">ax</span> <span class="ow">in</span> <span class="n">axes</span><span class="o">.</span><span class="n">flat</span><span class="p">:</span>
        <span class="k">if</span> <span class="n">in_index</span> <span class="o">&gt;</span> <span class="n">n_in</span><span class="o">-</span><span class="mi">1</span><span class="p">:</span>
            <span class="n">out_index</span> <span class="o">=</span> <span class="n">out_index</span> <span class="o">+</span> <span class="mi">1</span>
            <span class="n">in_index</span> <span class="o">=</span> <span class="mi">0</span>
        <span class="n">ax</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">W</span><span class="p">[</span><span class="n">out_index</span><span class="p">,</span> <span class="n">in_index</span><span class="p">,</span> <span class="p">:,</span> <span class="p">:],</span> <span class="n">vmin</span><span class="o">=</span><span class="n">w_min</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="n">w_max</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;seismic&#39;</span><span class="p">)</span>
        <span class="n">ax</span><span class="o">.</span><span class="n">set_yticklabels</span><span class="p">([])</span>
        <span class="n">ax</span><span class="o">.</span><span class="n">set_xticklabels</span><span class="p">([])</span>
        <span class="n">in_index</span> <span class="o">=</span> <span class="n">in_index</span> <span class="o">+</span> <span class="mi">1</span>

    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<p>Define the function <code>plot_parameters</code> to plot out the kernel parameters of each channel with Multiple outputs .</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Define the function for plotting the parameters</span>

<span class="k">def</span> <span class="nf">plot_parameters</span><span class="p">(</span><span class="n">W</span><span class="p">,</span> <span class="n">number_rows</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="p">,</span> <span class="n">i</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
    <span class="n">W</span> <span class="o">=</span> <span class="n">W</span><span class="o">.</span><span class="n">data</span><span class="p">[:,</span> <span class="n">i</span><span class="p">,</span> <span class="p">:,</span> <span class="p">:]</span>
    <span class="n">n_filters</span> <span class="o">=</span> <span class="n">W</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
    <span class="n">w_min</span> <span class="o">=</span> <span class="n">W</span><span class="o">.</span><span class="n">min</span><span class="p">()</span><span class="o">.</span><span class="n">item</span><span class="p">()</span>
    <span class="n">w_max</span> <span class="o">=</span> <span class="n">W</span><span class="o">.</span><span class="n">max</span><span class="p">()</span><span class="o">.</span><span class="n">item</span><span class="p">()</span>
    <span class="n">fig</span><span class="p">,</span> <span class="n">axes</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">number_rows</span><span class="p">,</span> <span class="n">n_filters</span> <span class="o">//</span> <span class="n">number_rows</span><span class="p">)</span>
    <span class="n">fig</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="n">hspace</span><span class="o">=</span><span class="mf">0.4</span><span class="p">)</span>

    <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">ax</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">axes</span><span class="o">.</span><span class="n">flat</span><span class="p">):</span>
        <span class="k">if</span> <span class="n">i</span> <span class="o">&lt;</span> <span class="n">n_filters</span><span class="p">:</span>
            <span class="c1"># Set the label for the sub-plot.</span>
            <span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;kernel:</span><span class="si">{0}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">))</span>

            <span class="c1"># Plot the image.</span>
            <span class="n">ax</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">W</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="p">:],</span> <span class="n">vmin</span><span class="o">=</span><span class="n">w_min</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="n">w_max</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;seismic&#39;</span><span class="p">)</span>
            <span class="n">ax</span><span class="o">.</span><span class="n">set_xticks</span><span class="p">([])</span>
            <span class="n">ax</span><span class="o">.</span><span class="n">set_yticks</span><span class="p">([])</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">suptitle</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span>    
    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<p>Define the function <code>plot_activation</code> to plot out the activations of the Convolutional layers</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Define the function for plotting the activations</span>

<span class="k">def</span> <span class="nf">plot_activations</span><span class="p">(</span><span class="n">A</span><span class="p">,</span> <span class="n">number_rows</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="p">,</span> <span class="n">i</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
    <span class="n">A</span> <span class="o">=</span> <span class="n">A</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="p">:,</span> <span class="p">:,</span> <span class="p">:]</span><span class="o">.</span><span class="n">detach</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span>
    <span class="n">n_activations</span> <span class="o">=</span> <span class="n">A</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
    <span class="n">A_min</span> <span class="o">=</span> <span class="n">A</span><span class="o">.</span><span class="n">min</span><span class="p">()</span><span class="o">.</span><span class="n">item</span><span class="p">()</span>
    <span class="n">A_max</span> <span class="o">=</span> <span class="n">A</span><span class="o">.</span><span class="n">max</span><span class="p">()</span><span class="o">.</span><span class="n">item</span><span class="p">()</span>
    <span class="n">fig</span><span class="p">,</span> <span class="n">axes</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">number_rows</span><span class="p">,</span> <span class="n">n_activations</span> <span class="o">//</span> <span class="n">number_rows</span><span class="p">)</span>
    <span class="n">fig</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="n">hspace</span> <span class="o">=</span> <span class="mf">0.4</span><span class="p">)</span>

    <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">ax</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">axes</span><span class="o">.</span><span class="n">flat</span><span class="p">):</span>
        <span class="k">if</span> <span class="n">i</span> <span class="o">&lt;</span> <span class="n">n_activations</span><span class="p">:</span>
            <span class="c1"># Set the label for the sub-plot.</span>
            <span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;activation:</span><span class="si">{0}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">))</span>

            <span class="c1"># Plot the image.</span>
            <span class="n">ax</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">A</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="p">:],</span> <span class="n">vmin</span><span class="o">=</span><span class="n">A_min</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="n">A_max</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;seismic&#39;</span><span class="p">)</span>
            <span class="n">ax</span><span class="o">.</span><span class="n">set_xticks</span><span class="p">([])</span>
            <span class="n">ax</span><span class="o">.</span><span class="n">set_yticks</span><span class="p">([])</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<p>Define the function <code>show_data</code> to plot out data samples as images.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">show_data</span><span class="p">(</span><span class="n">data_sample</span><span class="p">):</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">data_sample</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">IMAGE_SIZE</span><span class="p">,</span> <span class="n">IMAGE_SIZE</span><span class="p">),</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;gray&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;y = &#39;</span><span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">data_sample</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">()))</span>
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<h2 id="Makeup_Data">Get the Data</h2>
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<p>We create a transform to resize the image and convert it to a tensor .</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># The composer for resizeing the image</span>

<span class="n">IMAGE_SIZE</span> <span class="o">=</span> <span class="mi">8</span>
<span class="n">composed</span> <span class="o">=</span> <span class="n">transforms</span><span class="o">.</span><span class="n">Compose</span><span class="p">([</span><span class="n">transforms</span><span class="o">.</span><span class="n">Resize</span><span class="p">((</span><span class="n">IMAGE_SIZE</span><span class="p">,</span> <span class="n">IMAGE_SIZE</span><span class="p">)),</span> <span class="n">transforms</span><span class="o">.</span><span class="n">ToTensor</span><span class="p">()])</span>
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<p>Load the training dataset by setting the parameters <code>train </code> to <code>True</code>. We use the transform defined above.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Make the training </span>

<span class="n">train_dataset</span> <span class="o">=</span> <span class="n">dsets</span><span class="o">.</span><span class="n">MNIST</span><span class="p">(</span><span class="n">root</span><span class="o">=</span><span class="s1">&#39;./data&#39;</span><span class="p">,</span> <span class="n">train</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">download</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">transform</span><span class="o">=</span><span class="n">composed</span><span class="p">)</span>
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<p>Load the testing dataset by setting the parameters train  <code>False</code>.</p>

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<span class="n">validation_dataset</span> <span class="o">=</span> <span class="n">dsets</span><span class="o">.</span><span class="n">MNIST</span><span class="p">(</span><span class="n">root</span><span class="o">=</span><span class="s1">&#39;./data&#39;</span><span class="p">,</span> <span class="n">train</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">download</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">transform</span><span class="o">=</span><span class="n">composed</span><span class="p">)</span>
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<p>We can see the data type is long.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Show the data type for each element in dataset</span>

<span class="n">train_dataset</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">type</span><span class="p">()</span>
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<pre>&#39;torch.LongTensor&#39;</pre>
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<p>Each element in the rectangular tensor corresponds to a number representing a pixel intensity as demonstrated by the following image.</p>

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<p><img src="https://ibm.box.com/shared/static/7024mnculm8w2oh0080y71cpa48cib2k.png" width="550" alt="MNIST data image"></p>

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<p>Print out the fourth label</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># The label for the fourth data element</span>

<span class="n">train_dataset</span><span class="p">[</span><span class="mi">3</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span>
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<pre>tensor(1)</pre>
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<p>Plot the fourth sample</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># The image for the fourth data element</span>

<span class="n">show_data</span><span class="p">(</span><span class="n">train_dataset</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
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<img src="data:image/png;base64,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<p>The fourth sample is a "1".</p>

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<h2 id="CNN">Build a Convolutional Neural Network Class</h2>
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<p>Build a Convolutional Network class with two Convolutional layers and one fully connected layer. Pre-determine the size of the final output matrix. The parameters in the constructor are the number of output channels for the first and second layer.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Build the convolutional Neural Network Class</span>

<span class="k">class</span> <span class="nc">CNN</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
    
    <span class="c1"># Contructor</span>
    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">out_1</span><span class="o">=</span><span class="mi">16</span><span class="p">,</span> <span class="n">out_2</span><span class="o">=</span><span class="mi">32</span><span class="p">):</span>
        <span class="nb">super</span><span class="p">(</span><span class="n">CNN</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">cnn1</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Conv2d</span><span class="p">(</span><span class="n">in_channels</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">out_channels</span><span class="o">=</span><span class="n">out_1</span><span class="p">,</span> <span class="n">kernel_size</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span> <span class="n">stride</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">padding</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">relu1</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">ReLU</span><span class="p">()</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">maxpool1</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">MaxPool2d</span><span class="p">(</span><span class="n">kernel_size</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">cnn2</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Conv2d</span><span class="p">(</span><span class="n">in_channels</span><span class="o">=</span><span class="n">out_1</span><span class="p">,</span> <span class="n">out_channels</span><span class="o">=</span><span class="n">out_2</span><span class="p">,</span> <span class="n">kernel_size</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span> <span class="n">stride</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">padding</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">relu2</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">ReLU</span><span class="p">()</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">maxpool2</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">MaxPool2d</span><span class="p">(</span><span class="n">kernel_size</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">fc1</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">out_2</span> <span class="o">*</span> <span class="mi">2</span> <span class="o">*</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
    
    <span class="c1"># Prediction</span>
    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
        <span class="n">out</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">cnn1</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
        <span class="n">out</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">relu1</span><span class="p">(</span><span class="n">out</span><span class="p">)</span>
        <span class="n">out</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxpool1</span><span class="p">(</span><span class="n">out</span><span class="p">)</span>
        <span class="n">out</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">cnn2</span><span class="p">(</span><span class="n">out</span><span class="p">)</span>
        <span class="n">out</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">relu2</span><span class="p">(</span><span class="n">out</span><span class="p">)</span>
        <span class="n">out</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxpool2</span><span class="p">(</span><span class="n">out</span><span class="p">)</span>
        <span class="n">out</span> <span class="o">=</span> <span class="n">out</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="n">out</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">0</span><span class="p">),</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span>
        <span class="n">out</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">fc1</span><span class="p">(</span><span class="n">out</span><span class="p">)</span>
        <span class="k">return</span> <span class="n">out</span>
    
    <span class="c1"># Outputs in each steps</span>
    <span class="k">def</span> <span class="nf">activations</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
        <span class="c1">#outputs activation this is not necessary</span>
        <span class="n">z1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">cnn1</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
        <span class="n">a1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">relu1</span><span class="p">(</span><span class="n">z1</span><span class="p">)</span>
        <span class="n">out</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxpool1</span><span class="p">(</span><span class="n">a1</span><span class="p">)</span>
        
        <span class="n">z2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">cnn2</span><span class="p">(</span><span class="n">out</span><span class="p">)</span>
        <span class="n">a2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">relu2</span><span class="p">(</span><span class="n">z2</span><span class="p">)</span>
        <span class="n">out</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxpool2</span><span class="p">(</span><span class="n">a2</span><span class="p">)</span>
        <span class="n">out</span> <span class="o">=</span> <span class="n">out</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="n">out</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">0</span><span class="p">),</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
        <span class="k">return</span> <span class="n">z1</span><span class="p">,</span> <span class="n">a1</span><span class="p">,</span> <span class="n">z2</span><span class="p">,</span> <span class="n">a2</span><span class="p">,</span> <span class="n">out</span>
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<h2 id="Train">Define the Convolutional Neural Network Classifier, Criterion function, Optimizer and Train the Model</h2>
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<p>There are 16 output channels for the first layer, and 32 output channels for the second layer</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create the model object using CNN class</span>

<span class="n">model</span> <span class="o">=</span> <span class="n">CNN</span><span class="p">(</span><span class="n">out_1</span><span class="o">=</span><span class="mi">16</span><span class="p">,</span> <span class="n">out_2</span><span class="o">=</span><span class="mi">32</span><span class="p">)</span>
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<p>Plot the model parameters for the kernels before training the kernels. The kernels are initialized randomly.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot the parameters</span>

<span class="n">plot_parameters</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">state_dict</span><span class="p">()[</span><span class="s1">&#39;cnn1.weight&#39;</span><span class="p">],</span> <span class="n">number_rows</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;1st layer kernels before training &quot;</span><span class="p">)</span>
<span class="n">plot_parameters</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">state_dict</span><span class="p">()[</span><span class="s1">&#39;cnn2.weight&#39;</span><span class="p">],</span> <span class="n">number_rows</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s1">&#39;2nd layer kernels before training&#39;</span> <span class="p">)</span>
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<p>Define the loss function, the optimizer and the dataset loader</p>

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<div class="prompt input_prompt">In&nbsp;[15]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">criterion</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">CrossEntropyLoss</span><span class="p">()</span>
<span class="n">learning_rate</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">optimizer</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">optim</span><span class="o">.</span><span class="n">SGD</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">parameters</span><span class="p">(),</span> <span class="n">lr</span><span class="o">=</span><span class="n">learning_rate</span><span class="p">)</span>
<span class="n">train_loader</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">data</span><span class="o">.</span><span class="n">DataLoader</span><span class="p">(</span><span class="n">dataset</span><span class="o">=</span><span class="n">train_dataset</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">100</span><span class="p">)</span>
<span class="n">validation_loader</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">data</span><span class="o">.</span><span class="n">DataLoader</span><span class="p">(</span><span class="n">dataset</span><span class="o">=</span><span class="n">validation_dataset</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">5000</span><span class="p">)</span>
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<p>Train the model and determine validation accuracy technically test accuracy <strong>(This may take a long time)</strong></p>

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<div class="prompt input_prompt">In&nbsp;[16]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Train the model</span>

<span class="n">n_epochs</span> <span class="o">=</span> <span class="mi">3</span>
<span class="n">loss_list</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">accuracy_list</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">N_test</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">validation_dataset</span><span class="p">)</span>

<span class="k">def</span> <span class="nf">train_model</span><span class="p">(</span><span class="n">n_epochs</span><span class="p">):</span>
    <span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n_epochs</span><span class="p">):</span>
        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">train_loader</span><span class="p">:</span>
            <span class="n">optimizer</span><span class="o">.</span><span class="n">zero_grad</span><span class="p">()</span>
            <span class="n">z</span> <span class="o">=</span> <span class="n">model</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
            <span class="n">loss</span> <span class="o">=</span> <span class="n">criterion</span><span class="p">(</span><span class="n">z</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
            <span class="n">loss</span><span class="o">.</span><span class="n">backward</span><span class="p">()</span>
            <span class="n">optimizer</span><span class="o">.</span><span class="n">step</span><span class="p">()</span>
            
        <span class="n">correct</span><span class="o">=</span><span class="mi">0</span>
        <span class="c1">#perform a prediction on the validation  data  </span>
        <span class="k">for</span> <span class="n">x_test</span><span class="p">,</span> <span class="n">y_test</span> <span class="ow">in</span> <span class="n">validation_loader</span><span class="p">:</span>
            <span class="n">z</span> <span class="o">=</span> <span class="n">model</span><span class="p">(</span><span class="n">x_test</span><span class="p">)</span>
            <span class="n">_</span><span class="p">,</span> <span class="n">yhat</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">z</span><span class="o">.</span><span class="n">data</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
            <span class="n">correct</span> <span class="o">+=</span> <span class="p">(</span><span class="n">yhat</span> <span class="o">==</span> <span class="n">y_test</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">.</span><span class="n">item</span><span class="p">()</span>
        <span class="n">accuracy</span> <span class="o">=</span> <span class="n">correct</span> <span class="o">/</span> <span class="n">N_test</span>
        <span class="n">accuracy_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">accuracy</span><span class="p">)</span>
        <span class="n">loss_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">loss</span><span class="o">.</span><span class="n">data</span><span class="p">)</span>
        
<span class="n">train_model</span><span class="p">(</span><span class="n">n_epochs</span><span class="p">)</span>
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<h2 id="Result">Analyze Results</h2>
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<p>Plot the loss and accuracy on the validation data:</p>

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<div class="prompt input_prompt">In&nbsp;[17]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot the loss and accuracy</span>

<span class="n">fig</span><span class="p">,</span> <span class="n">ax1</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
<span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;tab:red&#39;</span>
<span class="n">ax1</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">loss_list</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color</span><span class="p">)</span>
<span class="n">ax1</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;epoch&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color</span><span class="p">)</span>
<span class="n">ax1</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;total loss&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color</span><span class="p">)</span>
<span class="n">ax1</span><span class="o">.</span><span class="n">tick_params</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="s1">&#39;y&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color</span><span class="p">)</span>
    
<span class="n">ax2</span> <span class="o">=</span> <span class="n">ax1</span><span class="o">.</span><span class="n">twinx</span><span class="p">()</span>  
<span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;tab:blue&#39;</span>
<span class="n">ax2</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;accuracy&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color</span><span class="p">)</span>  
<span class="n">ax2</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span> <span class="n">accuracy_list</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color</span><span class="p">)</span>
<span class="n">ax2</span><span class="o">.</span><span class="n">tick_params</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="s1">&#39;y&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color</span><span class="p">)</span>
<span class="n">fig</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
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<p>View the results of the parameters for the Convolutional layers</p>

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<div class="prompt input_prompt">In&nbsp;[18]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot the channels</span>

<span class="n">plot_channels</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">state_dict</span><span class="p">()[</span><span class="s1">&#39;cnn1.weight&#39;</span><span class="p">])</span>
<span class="n">plot_channels</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">state_dict</span><span class="p">()[</span><span class="s1">&#39;cnn2.weight&#39;</span><span class="p">])</span>
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>
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<p>Consider the following sample</p>

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<div class="prompt input_prompt">In&nbsp;[19]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Show the second image</span>

<span class="n">show_data</span><span class="p">(</span><span class="n">train_dataset</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
</pre></div>

    </div>
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<p>Determine the activations</p>

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<div class="prompt input_prompt">In&nbsp;[20]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Use the CNN activations class to see the steps</span>

<span class="n">out</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">activations</span><span class="p">(</span><span class="n">train_dataset</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">IMAGE_SIZE</span><span class="p">,</span> <span class="n">IMAGE_SIZE</span><span class="p">))</span>
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<p>Plot out the first set of activations</p>

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<div class="prompt input_prompt">In&nbsp;[21]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot the outputs after the first CNN</span>

<span class="n">plot_activations</span><span class="p">(</span><span class="n">out</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">number_rows</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;Output after the 1st CNN&quot;</span><span class="p">)</span>
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<p>The image below is the result after applying the relu activation function</p>

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<div class="prompt input_prompt">In&nbsp;[22]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot the outputs after the first Relu</span>

<span class="n">plot_activations</span><span class="p">(</span><span class="n">out</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">number_rows</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;Output after the 1st Relu&quot;</span><span class="p">)</span>
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<p>The image below is the result of the activation map after the second output layer.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot the outputs after the second CNN</span>

<span class="n">plot_activations</span><span class="p">(</span><span class="n">out</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">number_rows</span><span class="o">=</span><span class="mi">32</span> <span class="o">//</span> <span class="mi">4</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;Output after the 2nd CNN&quot;</span><span class="p">)</span>
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<p>The image below is the result of the activation map after applying the second relu</p>

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<div class="prompt input_prompt">In&nbsp;[24]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot the outputs after the second Relu</span>

<span class="n">plot_activations</span><span class="p">(</span><span class="n">out</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">number_rows</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;Output after the 2nd Relu&quot;</span><span class="p">)</span>
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EPicm/gz3li2o1x3Tz+NeD3wPEl0NpqX43lxwC/BWaWQGdbMe1QnV2gdUwr+//5wIVxuQcwIOmvAwLuiEnxGWB0/O4I4K/ANOCPwBDgb8B8YCrhmbvjgbHAR4En6/wNAabH5XHAU8BM4NrYkUcCK4BZ0Vff+uACo4AZcZuL6/StBe6Nmp4DpreibwXhKnxN32zg2CL11fldAywgPOf5JWBgRhyXAovqdJ4ft3myro4bC9JZ26Y5fs7KaPNl0b61Nl/bBTFtlNYngZ8C/7YBaH0KuBs4rkCtnemrY4F9geXA7tF3WWM6J9bdFfv/CuAHUdPjwMCMnHsSH0z2rwL92pW7O5Dst4p/+8Z/YGCseGiL8vHUjezr12NQdorLZwPn1W8bl28Ahsfl94NXvw4MAl4BmgjP5v8T8C/RxgmJfCDwFnBp/P4rwAVRzy3x0wu4AlgJfLlgfUfX6Rse47gIuCjG8ZSorz6ON9UaO65fATxQ00norM8VqHNUXL6M8PD3gVHzlS3a/A7WHy3Xt/naLoppI7TOiHXsVGatwB8IifhOwssUythXxxIeaj+X0E9nljimcwhtvzJub0XHNC5fUlfHkcAFWcke2DLG/zLCQewWMg4WtU9H5uxPN7Pa0WhHYDTwsLvPBXD3JTl8/I4wgoYwIrk5Lh9iZk+Y2QzgUOBjCT+fBB5090XuvoYwuv1G1OeEoIwmHD23iPp+6+7j4vZPAa8BTxOO/vMIO0+R+g6KZWuBCwlx7AccTojjde4+rgNx3K4gnauBXWNMjwH6E2J6v7ufDrnbfA3Fx7TTWs2sF2EaZ5q7v1Rmre7+D4Rku1PUU8a+OgjYGZgA778BpqwxvdHd9yTMEHwJ+FrBWifG5cmEMwjc/a66/NQWvYAdgL+4+yeAx4CfJLZpX7I3s4OBzwMHuPtewBRCIvX2+CEE71gz2wVwd59tZhsTXvUzMgZ8AulXXbW8KLkr8BHCXHZzC32tvZXrPXc/0933JoxI+hKmcorSF74McTTWxXEu4bQybxyXERr7ZkIC3Q94t9E6I+8R25wwSltCx9p8DQXGtIFaryUkte03AK0QEshmwIlFaG1AXx1MmMb5OnAmsAswrKQxfSv+vYFwwP8CxbX/ux6H6YSDaXveGvgGIb/dHtdvAT6R2qi9I/stgKXu3mxmuxEuvvUBPmdmQwHMbKtou5zQCT+Au88h/IPfZd1Rsxa4xWa2KWEurEZbvp6IdQ+Iv0b4AjDf3ZsJga7p2x3YtBV9/c2sX1zfiZD8ny1Q3yjgIUIcvS6Owwht0VYcW3aq5fHTFHWOBe4qQGeNpTGmg2KdbbX5SsJO0hpOsTFthNYjCG3zryXX2ruuvpfj8i4Fae1sX33M3Qe5+w6EqcZm4PsF6KzR0Zj2IFykhzD1sjnhjKTI9u8Q8SBxN3Bw/Oow4NnUdu19B+19wBgzm064IPE4YT5sNHCbmfUAFhJO8+4GbjWzo4BvtuLrZuDHwND4D7xpZhMIc2bzCFMsNX4NXGNmKwlHbeI2C8zsXGASIbn/Adg96usDPBL1/Tzqnga4md0F/DdhrvMsM/sbYVTw24L13evud5pZH4C6OM4G3olxfCAegGbEOJ4JbBvM7VjCUXwF8O+x3m2BrYk7UCN1xuK1QK+odUWM5yLgF8CjZrYQWGhmwwjTZpuZ2Wrg5Lj9F83sDMKONIxwFtLwmDZA6+aEneZ5wjxoU4m1bgR8zcxGEObqnwM+Q5wmK2FfrTER+A5h+rFsMe0JnGxmI+PyM4RfwhxfkNZWMbMjCfP/4+L6PELf7G1mRwNfcPdnCdcSbjCzK+L/+K9ZfkGPSxBCiEqgO2iFEKICKNkLIUQFULIXQogKoGQvhBAVQMleCCEqgJK9EEJUACV7IYSoAEr2QghRAZTshRCiAijZCyFEBWjvs3FyY9bb1z1XqAwsW+zuTa2V5NHat+/OyRqaWvW+Pq+88mLCohn31W0+La9ccW1ba6N0DhmSjvu8ee/m8DQ9o/038/AonCzyPMW5UXSur+ahX790XHfr8UJm+bxVq1i8Oquv9nfYPtPHvjssS+qY/FqetwPOT5S/hXtzoX21cbTd/p2hsGQfgndgce7bzcSX2y5La91tt7uTNZxySlrFN74xPGHx50R5meKapbUxOs8/Px33E09ckMPToIz2byI8Fj6LmxPljaRzfTUPH/94Oq6PbvqFzPL9Hn884WF7whsT2+bpM+9J6rCzvp60ge8lyq/PKCvTPgXZ7d9xNI0jhBAVQMleCCEqgJK9EEJUACV7IYSoAEr2QghRAZTshRCiAhT408sPF1OmpH4yCd/4RtqP7/1aZvl+s1YnPGxGeFVqRh0Xp3yAnb1F0ia8MrSjbEx4z3sWyXckc+KJ6biHd8V3hiV07U8riyXPz1VfTN3uAbw0/v7M8neO2i/h4XXg0kwLO2uHtBBOymHzdqJ8VQ4fWVyctPDXByRtbOBGOeraKm3SATSyF0KICqBkL4QQFUDJXgghKoCSvRBCVAAleyGEqABK9kIIUQGU7IUQogIo2QshRAXQTVU58Xeyn8sNYH2+nLaZOjhhMTeztG/fgey22xnZdZz9P0kdfvGMpI2dnTTJYDPgoITNOUkvP/pR/6TNOeek414eNu/k9hsDu2ZajNs3/Yx4jt4xaTLu1x/PLH/jjZSHzYHsZ+JD6pn4AF/JYTMhh01nSO8MNjC7XQL7d15KB9HIXgghKoCSvRBCVAAleyGEqABK9kIIUQGU7IUQogIo2QshRAVQshdCiAqgZC+EEBVAN1XlJM8NU6mbXQILEuU9M0t33hnuuCPbw+DB2W8YArCzc7yqqFMsAq5J2KTK4Zz0fVcNYBNg74TNHjn8DMth88scNlmsBrLfdmZfSscVsm/MC3w3Uf7/EuVvANfnqCfFrAb4yGJH4MpMi7U53oa289D0G8Lmzv1LXlENRyN7IYSoAEr2QghRAZTshRCiAijZCyFEBVCyF0KICqBkL4QQFUDJXgghKoCSvRBCVABz92Icmy0CXi7EeccY7O5NrRWUTGubOmHD0VoynSCtRaC+WgyZce0ohSV7IYQQ5UHTOEIIUQGU7IUQogI0NNmb2cFm9um69TFmdkIHfZ1kZoPq1q8zs90boHFrM5tkZivN7Na6779lZi+b2dT4WWxmV5RA6xQzazazq+J3Y8zsBDMbZWYzzGy6md1nZgO6WWdrMR1jZj+LGp8xs0va4bMorYeb2WQze8nMnjezQ+u0josxfdHMrjQzK7HWu8zsVTNb0U6fRWqdZWZzouZDo85TzOyeqP8ZM/tRCXS2FdPpZjYt6rzGzLKfSth1WmfUYtqKzV1mNjOXQ3dv2AcYD4xtkK8Hgf0aqS/67Qd8FpgIPJJhNxk4qARafwncClxV930vYCEwIK5fAowvW0yBrYFXgKa4fj1wWDfHdB9gUOyrPwHm15U9CRwAGPA/wD+WWOv+wHbAinb6LFLrpcBYwiNC58fvNwEOicu9gT/niWs3xXTz+NeA3wPHlyCmg+LyHvVa43fHAL8FZubyl7PSO2LyewYYHb87AvgrMA34IzAE+BswH5gKHBgDOhb4KPBknb8hwPS4PA54CpgJXBsDPRJYQXi26VSgb31AgVHAjLjNxXV+a9s0x89ZGVqXRfvWtE4DXo1aitK6hvC841XAS8DAjJguJTwzuKbz28CSWJ8RnhV8bgljei3wQozpk8DXgKsLjGl7tNb66hrgUMKOv7BO6yjg5yXVOp51fXVtF+xX7emrtf1/GfB9Wuz/wE+Bc0oe06eAu4HjCozpCuAHUdPjwMBEDjbCM6P7xPVNgUeA3Wlwst8q/u0bRQ8kJMOhLcrHUzeyr1+PgdgpLp8NnFe/bVy+ARje2tGytk44Kr8CNBFGuH8Cjo42DoyKy5cBr0eti4ArW2i9g/VHofVaFwATukDr8BjTRcBFMaanABe0iOlNxJE96zrlSGAtIUE9TNiByhbTHwFvEnaYqcB9hJ2oDO0/nnCm8UBcvxZ4oa6vHks4Uymj1vGs66tr6Zr9Km9frfXNB/jg/r8X4WBxcVljCvyBcAC4k/ByiUJjGpcvqavjSOCCVnLwyJrWuH45MIKwb+VK9nnn7E83s9oRaEdgNPCwu88FcPclOXz8jrADQThi3hyXDzGzJ8xsBuEI+7GEn08CD7r7IndfA9wIHBTLVgO7Rq3HAP2j1vvd/fR2aO1JGMUUqXUtcCEhpv2Awwkxvc7dxyV09gD+ndDglwHTgdML0tmZmK4Cbou6tiKc0q+hHO3fBHwROLWVOn4XtfgGoHUNxe9X7emrAwnJvKXWWwlxvTJuX8qYuvs/EA5gO0U9Rbb/xLg8mZC0cfe73H1cvRMz+xh1MTWzvYGd3f32RP3rkUz2ZnYw8HngAHffC5hCOPXw9lRECNixZrYL4O4+28w2JpzWj3T3PYEJwMYpSRll79W0Eo7SS9qr1cz2At4GPlOU1hhTY11M5xJOe/PqrF0M+i/Cjv4o0K+kMX3W3T8FHAIMBhbTze1vZjsAxwM3ufuc+PVbwJZx+WbgHwj9oIxa61lDgftVO/vq5sBJwAmtaN2LkHzvLUJnpFExvRHYDDixQK3vehyiEw6mrb41MGq9nfVjegCwr5nNI0zl7GJmDya05BrZbwEsdfdmM9uNcGGoD/A5MxsaBW0VbZcTgvQBotC1hHed1Y6UtWAtNrNNCacqNdry9USse0C8Wj4KeKiufKm7NxMSYlOG1pWEC0YtGQX8pmCtWxA6US2mwwht0VZMW3aqtwhzdW9FnecQOnWjddboTEw3jX+XxG2b6N72HwLcQ5hOeqNuuxXAO2a2P2GqoX+JtdbjlKCvmtmWhAQ6yd3Xe/eemV0Yt3m5QJ01OhrT3nX1vRyXdylYayYxpvcA59bH1N3/y90HufsQwg8jXnD3g1P+8ryD9j5gjJlNJ1yEeJwwBzYauM3MehDmjQ8nBPBWMzsK+GYrvm4GfgwMjaLfNLMJhAsY8wgXP2r8GrjGzFYSjmS1f3SBmZ0LTCIcOe919ztj8VqgV9S6IupcBPwCeNTMFgILzWwYYRS3mZmtBk6uq/dY4J8IDViIVjPrA1AX09nAOzGmD5hZv1jP4cCZwLbB3I4FbiGMrs4nzNVvQfhVxj4ljelRUTeEKZ2vEl+A2k1a+8V49QaOM7Nvs24a5PfAday7NnUo8L9KqvWLZnYGYWpsGGGOuDv76kOE9h8efb9GuIbTE/g/wPOEkf9+hMFJ2WK6EfA1MxsRNT8HfKYW7wK0toqZHUmY/x8HnAbsDHzXzGovBP6Cuy/M8tGm73VnEkIIIT6s6A5aIYSoAEr2QghRAZTshRCiAijZCyFEBVCyF0KICqBkL4QQFUDJXgghKoCSvRBCVAAleyGEqABK9kIIUQHyPBunQ5j18fCIkc6yUdJim20GJ20WLpy82N2bWisz6+3hESNZ9EnWAe/msHkvUd6M++o2n5ZntoWHR+W0zb779EuqmDzlnaRNeLhhFktxf7uNpyXmiWmjyFPPgk62f1eyrJNaW920BYty2GyZKH8D9+UZfbVMcW17v9pyywG+7bZDMrd+/fV0DW+++VIOHXnyyN/abP/OUFiyD4n+4ITN2hx+tktafPWr1yZtLr/cXm67dBPCi5Wy2DlZR3j2U4pVifI/J8q3JTxptW2efuSAzHIA6zc7aQP3J8p/mlGWJ6aN4hM5bC7oZPt3JRM7qfXrOerI7kOBEYnyCxLlZYpr2/vVttsO4Ze/fDpz65/8JF3D7bf/cw4dw3LYXJTR/h1H0zhCCFEBlOyFEKICKNkLIUQFULIXQogKoGQvhBAVQMleCCEqgJK9EEJUgAJ/Zw/5fkefYkHS4vLLxzagnhQv5rDJ8WPc919W3xZ/TZS/DlyRaWH98vxMNx1XeDtRntW+fYCdMrceNSrrd/qBPL9v3n774WmjLsDf+X3S5uP79U7azJjR5n1KOUm1G/hu6f5sz6f6SJ6bCFP0TFpcf/0dSZsTT+x4H1i6FG69Ndvm9tsb08f69/9hDj0XNaSulmhkL4QQFUDJXgghKoCSvRBCVAAleyGEqABK9kIIUQGU7IUQogIo2QshRAVQshdCiApQ8E1VjSB90wXMKlzF0KF3J23mzk3feDFrVrYd4H9RAAAIgklEQVSfY465K7emtknfVJPvhR+PJsqzbv4ZAJySufUp2cUAbL/9H9NGJcH6LM9hdVIna9kUOChhs3/Sy6Blz+Wo6/hE+cpEefrGOki/3akzN0zlYeHCl7n88tEJq5E5PCXuzAKWLm3E/t0xNLIXQogKoGQvhBAVQMleCCEqgJK9EEJUACV7IYSoAEr2QghRAZTshRCiAijZCyFEBSjwpqqNgO0SNnneljQ0h02et0h1jrlzv9UQP7vu+p2ExfwG1HJ/g2xSN7Q1Z5RZcvvDDjs6h4aNcth0BQfnsMl+g1hjWAE8nLCZkfSyYMHSBmh5rwE+rsxhc0EOm8Wd0PAu6VyUvmEqXx+ZncOmGDSyF0KICqBkL4QQFUDJXgghKoCSvRBCVAAleyGEqABK9kIIUQGU7IUQogIo2QshRAUwdy/Gsdki4OVCnHeMwe7e1FpBybS2qRM2HK0l0wnSWgTqq8WQGdeOUliyF0IIUR40jSOEEBVAyV4IISpAQ5O9mR1sZp+uWx9jZid00NdJZjaobv06M9u9ARoPN7PJZvaSmT1vZofWaX3OzGaZ2dT42aYEWmeZ2Zyo+dBaTM2st5lda2YvxP/jy92ss7WYfsvMXq6L52Izy/W0sG5q/6vNbIaZTTez+8xsQIm1/izqfMbMLmmHz6K0/r2ZvRj74zQzG1HXV4+I/fhFMzunBDqnRi2zzWxE/H6MmT1kZgvNbGY7fRatdWotpvH7Hc1sUsxXz5hZvqc0unvDPsB4YGyDfD0I7NdIfdHvPsCgqPUnwPzO1lmw1kuBscAeLbSeD1wYl3sAA8oY0xZ2k4GDShDTD2glPAF2YS2OwCXA+JJq3Rp4BWiK69cDh3Wz1k0Ij6ccS3jc7cIY057AHGAnoDcwDdi9m3X2ijE9v6Yzlh0EfAKY2U6fhWqNy/Ux3Q74RPx+M+CFXDHNWekdcUd9BhgdvzsC+GtsvD8CQ4C/EZ7ROxU4MAZ0LPBR4Mk6f0OA6XF5HPAUMBO4lvBs3JGEZ7nOir761gcUGEV4jutM4OI6v7VtmuPnrBxa1wCHRq1zYt1doXUN4bmqq4CXgIE5YroM+H6M6QLg6Q0gprX2nwa8GrWUUesFcfvDgCeBa4DRJdV6LWEH/2jU+jXg6gK1trevPgssiTH9T+AR4j4FnAtcXJKY/o3wfOODWddXDwOau2i/+kHU9DgwMJGDhwKvE5N/i7I7gcMbley3in/7RtEDCTvu0Bbl46kb2devx0DsFJfPBs6r3zYu3wAMb+1oWVsnjHReAZoIR7k/AUdHGwdGxeXLYnAGAouAK1vRej3wQN36nNgwK+P2VrDW4TGmi4CLYkxPIewk68U0dqoH4vp50XZhbI9bCAeBMsa01v4LgAklb//rgbcICeBJwqi0jFp/BLxJSERTgfuAuwvWmqevTiAk0BXAiDrd10WdOxEOTI92Z0yBTxH2nXeAES32syGE/b8rclVt+0vq6jgSuKDO16cIg+wVNa0tcvOQWMfmqTyed87+dDOrHYF2JIx4Hnb3uQDuviSHj98Bx8bl44Cb4/IhZvaEmc0gjFo+lvDzSeBBd1/k7muAGwmnXwCrgV2j1mOA/lHr/e5+egutTcAXgVPrfN/o7nsSRh5fInTMorSuBS4kxLQfcDghpte5+7gWMR0YNdW09gB2AP4v8N/AY8DXC9LZ2ZjW6EkYGUI5278H8GnC1Mn3CKPZc0uqdRVwW9S1FeF0f02BWvP21fmE6aZPEmLXizBggvX3/50L0pkrpu7+BOFM6KfAuWa2cYs6ltE1uWpiXJ5MSNq4+13uPq7mwN2fcPePRV/raTWzTYHfA2e4+1sJLelkb2YHA58HDnD3vYAphFMPT23bgpuBY81sl/A/+Owo/GpgZEyyE4CWgf+ApIyy92paCUfpJa1pNbMdgOOBm9x9Tl1RLWA3EOYXv1CE1hhTY11M5xI6WGsx3Rw4CTihTmvtNPV7hE75NLBJSWOKme0FvA18psTtvy1B2BxCXx0QfZVRK8Cz7v4p4BBgMOFVTd3dVyGIeI7Q3ttE2x2J+z+wN/Bud8a0joVR5x4tvn+L4nPVux6H5oSDaeZbA+tiugeAmW1ESPQ3uvttCR1Avl/jbAEsdfdmM9sN2B/oA3zOzIbGireKtssJFwxaEzuH8E99l3VHylqwFsej1Mi6Tdry9USse4CZ9STMiT1UV77U3ZsJp1BNrWgdAtxDOO19o267HoQREsTTItYfgTRS6xYhJO/HdFisf72YmtmWhB19krv/pYXvu4GPEGJ6Eeved1ammNYYBfyGcrf/cmCgmTXFvropIVmVUStRH4SE1hQ/3dlXhxKS0WZmNhjYlTDV9Grc5r34+VfgpgJ01kjFdG8z6xX97xB1zmtRx2q6pq9mYmZDo1bqYjrPzAz4BfCcu1+W11+ed9DeB4wxs+mEixCPE+bARgO3mVkPwhHycEKnvNXMjgK+2Yqvm4EfE18s6+5vmtkEwjz5PMLFjxq/Bq4xs5WEIzVxmwVmdi4wiXDkvNfd74zFa4FeUeuKqHMRITCPmtlCwmnodoSR+3Fm9m3CiKMncLKZjYzLzwCfJSTbhmo1sz4AdTGdTZg/HA08YGb9Yj0PAVsCw6Pv1wgXy1cQ5hJvALaP/89nShjTGscC/0TYKcra/ssJL+Z92MzeBZYCuxOmH8qmFeAoM6st3wZ8FTij0Vrb0Vd/E7/bAfgPwjWkPoQEfxrwB8KUU3/CRdvuimnPuF0P1l2o/Wjc/qvAWYSzurcJ8+5F9dVWMbMjCfP/4wj555zYH98Dvu7ui83ss4Qp5hlmNjVu+h13vzfT97ozCSGEEB9WdAetEEJUACV7IYSoAEr2QghRAZTshRCiAijZCyFEBVCyF0KICqBkL4QQFUDJXgghKsD/B+1+BcPmAh6hAAAAAElFTkSuQmCC
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<p>We can  see the result for the third sample</p>

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<div class="prompt input_prompt">In&nbsp;[25]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Show the third image</span>

<span class="n">show_data</span><span class="p">(</span><span class="n">train_dataset</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Use the CNN activations class to see the steps</span>

<span class="n">out</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">activations</span><span class="p">(</span><span class="n">train_dataset</span><span class="p">[</span><span class="mi">2</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">IMAGE_SIZE</span><span class="p">,</span> <span class="n">IMAGE_SIZE</span><span class="p">))</span>
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<div class="prompt input_prompt">In&nbsp;[27]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot the outputs after the first CNN</span>

<span class="n">plot_activations</span><span class="p">(</span><span class="n">out</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">number_rows</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;Output after the 1st CNN&quot;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot the outputs after the first Relu</span>

<span class="n">plot_activations</span><span class="p">(</span><span class="n">out</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">number_rows</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;Output after the 1st Relu&quot;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot the outputs after the second CNN</span>

<span class="n">plot_activations</span><span class="p">(</span><span class="n">out</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">number_rows</span><span class="o">=</span><span class="mi">32</span> <span class="o">//</span> <span class="mi">4</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;Output after the 2nd CNN&quot;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot the outputs after the second Relu</span>

<span class="n">plot_activations</span><span class="p">(</span><span class="n">out</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">number_rows</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;Output after the 2nd Relu&quot;</span><span class="p">)</span>
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<p>Plot the first five mis-classified samples:</p>

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<div class="prompt input_prompt">In&nbsp;[31]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot the mis-classified samples</span>

<span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
<span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">torch</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">data</span><span class="o">.</span><span class="n">DataLoader</span><span class="p">(</span><span class="n">dataset</span><span class="o">=</span><span class="n">validation_dataset</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
    <span class="n">z</span> <span class="o">=</span> <span class="n">model</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
    <span class="n">_</span><span class="p">,</span> <span class="n">yhat</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">z</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
    <span class="k">if</span> <span class="n">yhat</span> <span class="o">!=</span> <span class="n">y</span><span class="p">:</span>
        <span class="n">show_data</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">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;yhat: &quot;</span><span class="p">,</span><span class="n">yhat</span><span class="p">)</span>
        <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
    <span class="k">if</span> <span class="n">count</span> <span class="o">&gt;=</span> <span class="mi">5</span><span class="p">:</span>
        <span class="k">break</span>  
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"
>
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<pre>yhat:  tensor([2])
</pre>
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<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
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<pre>yhat:  tensor([6])
</pre>
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<img src="data:image/png;base64,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
"
>
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<pre>yhat:  tensor([4])
</pre>
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<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
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<div class="output_subarea output_stream output_stdout output_text">
<pre>yhat:  tensor([4])
</pre>
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<pre>yhat:  tensor([9])
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<p><a href="http://cocl.us/NotebooksPython101bottom">
    <img src="https://ibm.box.com/shared/static/irypdxea2q4th88zu1o1tsd06dya10go.png" width="750" alt="course Python 101"/>
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<h2>About the Authors:</h2><p><a href="https://www.linkedin.com/in/joseph-s-50398b136/">Joseph Santarcangelo</a> has a PhD in Electrical Engineering, his research focused on using machine learning, signal processing, and computer vision to determine how videos impact human cognition. Joseph has been working for IBM since he completed his PhD.</p>

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<p>Other contributors: <a href="https://www.linkedin.com/in/michelleccarey/">Michelle Carey</a>, <a href="www.linkedin.com/in/jiahui-mavis-zhou-a4537814a">Mavis Zhou</a></p>

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<p>Thanks to Magnus <a href="http://www.hvass-labs.org/">Erik Hvass Pedersen</a> whose tutorials helped me understand convolutional Neural Network</p>

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<p>Copyright &copy; 2018 <a href="cognitiveclass.ai?utm_source=bducopyrightlink&utm_medium=dswb&utm_campaign=bdu">cognitiveclass.ai</a>. This notebook and its source code are released under the terms of the <a href="https://bigdatauniversity.com/mit-license/">MIT License</a>.</p>

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