4.4.2mulitclassspiralrulu.html

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  content: "\e251";
}
.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 */
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<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; }
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<h1>Deeper Neural Networks with nn.ModuleList()</h1>
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<p><h2>Table of Contents</h2></p>
<p>In this lab, you will create a Deeper Neural Network with <code>nn.ModuleList()</code></p><p><ul>
    <li><a href="#Model">Neural Network Module and Function for Training</a></li>
    <li><a href="#Train">Train and Validate the Model</a></li>
</ul></p>
<p>Estimated Time Needed: <strong>25 min</strong></p><hr>
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<h2>Preparation</h2>
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<p>We'll need the following libraries</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Import the libraries we need for this lab</span>

<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span> 
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">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">torch.nn.functional</span> <span class="k">as</span> <span class="nn">F</span>
<span class="kn">from</span> <span class="nn">matplotlib.colors</span> <span class="k">import</span> <span class="n">ListedColormap</span>
<span class="kn">from</span> <span class="nn">torch.utils.data</span> <span class="k">import</span> <span class="n">Dataset</span><span class="p">,</span> <span class="n">DataLoader</span>

<span class="n">torch</span><span class="o">.</span><span class="n">manual_seed</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
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<pre>&lt;torch._C.Generator at 0x7f41cd6def50&gt;</pre>
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<p>Function used to plot:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Define the function to plot the diagram</span>

<span class="k">def</span> <span class="nf">plot_decision_regions_3class</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">data_set</span><span class="p">):</span>
    <span class="n">cmap_light</span> <span class="o">=</span> <span class="n">ListedColormap</span><span class="p">([</span><span class="s1">&#39;#FFAAAA&#39;</span><span class="p">,</span> <span class="s1">&#39;#AAFFAA&#39;</span><span class="p">,</span> <span class="s1">&#39;#00AAFF&#39;</span><span class="p">])</span>
    <span class="n">cmap_bold</span> <span class="o">=</span> <span class="n">ListedColormap</span><span class="p">([</span><span class="s1">&#39;#FF0000&#39;</span><span class="p">,</span> <span class="s1">&#39;#00FF00&#39;</span><span class="p">,</span> <span class="s1">&#39;#00AAFF&#39;</span><span class="p">])</span>
    <span class="n">X</span> <span class="o">=</span> <span class="n">data_set</span><span class="o">.</span><span class="n">x</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span>
    <span class="n">y</span> <span class="o">=</span> <span class="n">data_set</span><span class="o">.</span><span class="n">y</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span>
    <span class="n">h</span> <span class="o">=</span> <span class="o">.</span><span class="mi">02</span>
    <span class="n">x_min</span><span class="p">,</span> <span class="n">x_max</span> <span class="o">=</span> <span class="n">X</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">min</span><span class="p">()</span> <span class="o">-</span> <span class="mf">0.1</span><span class="p">,</span> <span class="n">X</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">+</span> <span class="mf">0.1</span> 
    <span class="n">y_min</span><span class="p">,</span> <span class="n">y_max</span> <span class="o">=</span> <span class="n">X</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">min</span><span class="p">()</span> <span class="o">-</span> <span class="mf">0.1</span><span class="p">,</span> <span class="n">X</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">+</span> <span class="mf">0.1</span> 
    <span class="n">xx</span><span class="p">,</span> <span class="n">yy</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">meshgrid</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">x_min</span><span class="p">,</span> <span class="n">x_max</span><span class="p">,</span> <span class="n">h</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">y_min</span><span class="p">,</span> <span class="n">y_max</span><span class="p">,</span> <span class="n">h</span><span class="p">))</span>
    <span class="n">XX</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">c_</span><span class="p">[</span><span class="n">xx</span><span class="o">.</span><span class="n">ravel</span><span class="p">(),</span> <span class="n">yy</span><span class="o">.</span><span class="n">ravel</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">model</span><span class="p">(</span><span class="n">XX</span><span class="p">),</span> <span class="mi">1</span><span class="p">)</span>
    <span class="n">yhat</span> <span class="o">=</span> <span class="n">yhat</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">xx</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">pcolormesh</span><span class="p">(</span><span class="n">xx</span><span class="p">,</span> <span class="n">yy</span><span class="p">,</span> <span class="n">yhat</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="n">cmap_light</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">[</span><span class="n">y</span><span class="p">[:]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</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="o">==</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</span> <span class="s1">&#39;ro&#39;</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;y=0&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">[</span><span class="n">y</span><span class="p">[:]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">0</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="o">==</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</span> <span class="s1">&#39;go&#39;</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;y=1&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">[</span><span class="n">y</span><span class="p">[:]</span> <span class="o">==</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">0</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="o">==</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</span> <span class="s1">&#39;o&#39;</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;y=2&#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="s2">&quot;decision region&quot;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
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<p>Create Dataset <code>Class</code></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create Data Class</span>

<span class="k">class</span> <span class="nc">Data</span><span class="p">(</span><span class="n">Dataset</span><span class="p">):</span>
    
    <span class="c1">#  modified from: http://cs231n.github.io/neural-networks-case-study/</span>
    <span class="c1"># Constructor</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">K</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span> <span class="n">N</span><span class="o">=</span><span class="mi">500</span><span class="p">):</span>
        <span class="n">D</span> <span class="o">=</span> <span class="mi">2</span>
        <span class="n">X</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="n">N</span> <span class="o">*</span> <span class="n">K</span><span class="p">,</span> <span class="n">D</span><span class="p">))</span> <span class="c1"># data matrix (each row = single example)</span>
        <span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">N</span> <span class="o">*</span> <span class="n">K</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s1">&#39;uint8&#39;</span><span class="p">)</span> <span class="c1"># class labels</span>
        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">K</span><span class="p">):</span>
          <span class="n">ix</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="n">N</span> <span class="o">*</span> <span class="n">j</span><span class="p">,</span> <span class="n">N</span> <span class="o">*</span> <span class="p">(</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">))</span>
          <span class="n">r</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mf">0.0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">N</span><span class="p">)</span> <span class="c1"># radius</span>
          <span class="n">t</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">j</span> <span class="o">*</span> <span class="mi">4</span><span class="p">,</span> <span class="p">(</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="o">*</span> <span class="mi">4</span><span class="p">,</span> <span class="n">N</span><span class="p">)</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randn</span><span class="p">(</span><span class="n">N</span><span class="p">)</span> <span class="o">*</span> <span class="mf">0.2</span> <span class="c1"># theta</span>
          <span class="n">X</span><span class="p">[</span><span class="n">ix</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">c_</span><span class="p">[</span><span class="n">r</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="n">t</span><span class="p">),</span> <span class="n">r</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">cos</span><span class="p">(</span><span class="n">t</span><span class="p">)]</span>
          <span class="n">y</span><span class="p">[</span><span class="n">ix</span><span class="p">]</span> <span class="o">=</span> <span class="n">j</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">y</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">from_numpy</span><span class="p">(</span><span class="n">y</span><span class="p">)</span><span class="o">.</span><span class="n">type</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">LongTensor</span><span class="p">)</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">x</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">from_numpy</span><span class="p">(</span><span class="n">X</span><span class="p">)</span><span class="o">.</span><span class="n">type</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">FloatTensor</span><span class="p">)</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">len</span> <span class="o">=</span> <span class="n">y</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="c1"># Getter</span>
    <span class="k">def</span> <span class="nf">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">index</span><span class="p">):</span>    
        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">[</span><span class="n">index</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">y</span><span class="p">[</span><span class="n">index</span><span class="p">]</span>
    
    <span class="c1"># Get Length</span>
    <span class="k">def</span> <span class="nf">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">len</span>
    
    <span class="c1"># Plot the diagram</span>
    <span class="k">def</span> <span class="nf">plot_stuff</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">y</span><span class="p">[:]</span> <span class="o">==</span> <span class="mi">0</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="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">y</span><span class="p">[:]</span> <span class="o">==</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">numpy</span><span class="p">(),</span> <span class="s1">&#39;o&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;y = 0&quot;</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">y</span><span class="p">[:]</span> <span class="o">==</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">numpy</span><span class="p">(),</span> <span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">y</span><span class="p">[:]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="s1">&#39;ro&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;y = 1&quot;</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">y</span><span class="p">[:]</span> <span class="o">==</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">y</span><span class="p">[:]</span> <span class="o">==</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="s1">&#39;go&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;y = 2&quot;</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
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<h2 id="Model">Neural Network Module and Function for Training</h2>
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<p>Neural Network Module using <code>ModuleList()</code></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create Net model class</span>

<span class="k">class</span> <span class="nc">Net</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"># Constructor</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">Layers</span><span class="p">):</span>
        <span class="nb">super</span><span class="p">(</span><span class="n">Net</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">hidden</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">ModuleList</span><span class="p">()</span>
        <span class="k">for</span> <span class="n">input_size</span><span class="p">,</span> <span class="n">output_size</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">Layers</span><span class="p">,</span> <span class="n">Layers</span><span class="p">[</span><span class="mi">1</span><span class="p">:]):</span>
            <span class="bp">self</span><span class="o">.</span><span class="n">hidden</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">input_size</span><span class="p">,</span> <span class="n">output_size</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">activation</span><span class="p">):</span>
        <span class="n">L</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">hidden</span><span class="p">)</span>
        <span class="k">for</span> <span class="p">(</span><span class="n">l</span><span class="p">,</span> <span class="n">linear_transform</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">L</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">hidden</span><span class="p">):</span>
            <span class="k">if</span> <span class="n">l</span> <span class="o">&lt;</span> <span class="n">L</span> <span class="o">-</span> <span class="mi">1</span><span class="p">:</span>
                <span class="n">activation</span> <span class="o">=</span> <span class="n">F</span><span class="o">.</span><span class="n">relu</span><span class="p">(</span><span class="n">linear_transform</span><span class="p">(</span><span class="n">activation</span><span class="p">))</span>
            <span class="k">else</span><span class="p">:</span>
                <span class="n">activation</span> <span class="o">=</span> <span class="n">linear_transform</span><span class="p">(</span><span class="n">activation</span><span class="p">)</span>
        <span class="k">return</span> <span class="n">activation</span>
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<p>A function used to train.</p>

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

<span class="k">def</span> <span class="nf">train</span><span class="p">(</span><span class="n">data_set</span><span class="p">,</span> <span class="n">model</span><span class="p">,</span> <span class="n">criterion</span><span class="p">,</span> <span class="n">train_loader</span><span class="p">,</span> <span class="n">optimizer</span><span class="p">,</span> <span class="n">epochs</span><span class="o">=</span><span class="mi">100</span><span class="p">):</span>
    <span class="n">LOSS</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">ACC</span> <span class="o">=</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">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">yhat</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">yhat</span><span class="p">,</span> <span class="n">y</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">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">LOSS</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">item</span><span class="p">())</span>
        <span class="n">ACC</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">model</span><span class="p">,</span> <span class="n">data_set</span><span class="p">))</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</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;Iteration&#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="c1"># we already handled the x-label with ax1</span>
    <span class="n">ax2</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">ACC</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>  <span class="c1"># otherwise the right y-label is slightly clipped</span>
    
    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
    <span class="k">return</span> <span class="n">LOSS</span>
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<p>A function used to calculate accuracy</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># The function to calculate the accuracy</span>

<span class="k">def</span> <span class="nf">accuracy</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">data_set</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">model</span><span class="p">(</span><span class="n">data_set</span><span class="o">.</span><span class="n">x</span><span class="p">),</span> <span class="mi">1</span><span class="p">)</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">yhat</span> <span class="o">==</span> <span class="n">data_set</span><span class="o">.</span><span class="n">y</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">mean</span><span class="p">()</span>
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<h2 id="Train">Train and Validate the Model</h2>
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<p>Crate a dataset object:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create a Dataset object</span>

<span class="n">data_set</span> <span class="o">=</span> <span class="n">Data</span><span class="p">()</span>
<span class="n">data_set</span><span class="o">.</span><span class="n">plot_stuff</span><span class="p">()</span>
<span class="n">data_set</span><span class="o">.</span><span class="n">y</span> <span class="o">=</span> <span class="n">data_set</span><span class="o">.</span><span class="n">y</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
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<p>Create a  network to classify three classes with 1 hidden layer with 50 neurons</p>

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<div class="prompt input_prompt">In&nbsp;[8]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Train the model with 1 hidden layer with 50 neurons</span>

<span class="n">Layers</span> <span class="o">=</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">50</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">Net</span><span class="p">(</span><span class="n">Layers</span><span class="p">)</span>
<span class="n">learning_rate</span> <span class="o">=</span> <span class="mf">0.10</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">DataLoader</span><span class="p">(</span><span class="n">dataset</span><span class="o">=</span><span class="n">data_set</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">20</span><span class="p">)</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">LOSS</span> <span class="o">=</span> <span class="n">train</span><span class="p">(</span><span class="n">data_set</span><span class="p">,</span> <span class="n">model</span><span class="p">,</span> <span class="n">criterion</span><span class="p">,</span> <span class="n">train_loader</span><span class="p">,</span> <span class="n">optimizer</span><span class="p">,</span> <span class="n">epochs</span><span class="o">=</span><span class="mi">100</span><span class="p">)</span>

<span class="n">plot_decision_regions_3class</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">data_set</span><span class="p">)</span>
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<p>Create a  network to classify three classes with 2 hidden layers with 20 neurons in total</p>

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<div class="prompt input_prompt">In&nbsp;[9]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Train the model with 2 hidden layers with 20 neurons</span>

<span class="n">Layers</span> <span class="o">=</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">Net</span><span class="p">(</span><span class="n">Layers</span><span class="p">)</span>
<span class="n">learning_rate</span> <span class="o">=</span> <span class="mf">0.01</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">DataLoader</span><span class="p">(</span><span class="n">dataset</span><span class="o">=</span><span class="n">data_set</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">20</span><span class="p">)</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">LOSS</span> <span class="o">=</span> <span class="n">train</span><span class="p">(</span><span class="n">data_set</span><span class="p">,</span> <span class="n">model</span><span class="p">,</span> <span class="n">criterion</span><span class="p">,</span> <span class="n">train_loader</span><span class="p">,</span> <span class="n">optimizer</span><span class="p">,</span> <span class="n">epochs</span><span class="o">=</span><span class="mi">1000</span><span class="p">)</span>

<span class="n">plot_decision_regions_3class</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">data_set</span><span class="p">)</span>
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uMiciVwP1a46k2qukNEvgo8pqp32YeuAG5RVfcy9k3ARhEpYGkv17qjmaYLswb2k9/9JGI/mpaxkdgBqRmdKCl41YSgNia9fb1svHsjY0fGAOg/3M/Gu62EqCQm5FImer+xrLtjHTffdzOXnXuZERBNQCJ5DKp6L3CvZ9sXPX9/2ee8nwFLkhhDIzNv745JoeAg+CeoBaEiRddQEVQpMicZ38JRKl3xRp2f9Iq65+GeyYnYYezIGD0P90zur+R/iSN0nP+p/3C/73WGRoYSFVaG2mEyn6tIUP+DTEB+QlzhIMBEpgXNthRdGxojBLXakUiVrr6jzk9jdT9w2L9gmnPtuJO6V3j09vWy/s71FLRQdF1H6DjX8P5PQXjPMzQmRjBUCb/+B/ldT8CuJ0LPs4SDIyKChURm4gh77DIXbupRENSasNV3nAkt6Px1d6yj5+EeRsdGK7q+H51zOn1X6iISqUl4z3NMP5vu3sREYWKKUHBwCyO//zmIICFmaByMYKgSfslqcc1EoBSyrRGZz8LCx++pa82gXgiauOJOaGHHBZlZ4l4/aGW/9JSlPPDYA0XHZjIZCgX/Sd2Z/MMYPTIaul9RPnndJxGEwZHByLE7dM7pjH2soTQu//jl/OKxX9Da2srSdyzlHzf+I62trYnfxwiGKlFJQTqBQHMTOOamo45rv45thqMErb6jJjRn0tYya1VFXX/zPZuLJn/HLPTTX/yUp55/asrxQUIhSYZGhko+Z8VZK1IYSW259xcvsf7+Pfzm5TGOPzbHFe9byAfedlzVx3Hhxy/k2z/4NgBrPraG72/+Pp/89CcTv48pu10lKo0GCtIugiqompLZwaw4awW51lzRtlxrjqWnLGXt9Wu5+CsXs/b6tfT29U7ud2zsYRpBGLnWXOiE2dvXO0UjAMss5CcU6pX2tvam8y/c+4uX+Podz/HCy2Mo8MLLY3z9jue49xcvlX3Ncstun/OBcxARRISl71jKgX1BKWOVYTSGKjF8zHGBdYvKJcwxXQ8ls2tNkFnGmbjc+5aespRtT27zdeICvg7aMNrb2pmZmxk7UmjLfVvK+ydrRHtbO6+Nvcb4xHjR9j887Q9rNKL0WH//Hl47Uvzev3akwPr795StNVRadvvIkSPc9v3b+Oa3vlnW/aMwgqFKzHrlpUSFAoT7KOo9XyHtSKSoyCC3gABYe/1aXyfulvu2MDo+WpJQyLXmSo7nL8WGnzQzczMZHRulc04ng8ODkb6H/Jw8G67eMMX0BbDtyW2cuvDUptIafvOyv9M9aHscKi27/dm1n+Vd734X7+p+V9ljCMMIhipRzRW8yVcoPfIoyDFc6oSdn5OPnUfQ29fLzffdXJYdv1Scce3cs3PKZF7QAld+5EoANvx4Q+h1HJNYb18vDz3+0JT97uisZsmGPv7YHC/4CIHjj835HB2fcstuX/eV6+h/qZ9/2fgvFd0/DCMYqkRQj+W4eM1GQWYkBVMLidIjj4Ic0pXiTgrLSIaCFsjPybP0lKU8vP1hJgqllDMpj9u+dNvkayeM1Y07vDVsPI5wAbjxJzeGalFJ5G54BWdHWwcrz105mX9RrZIcV7xvIV+/47kic9LM1gxXvK+yKs/llN3+/ubvs/X+rdz58J1kMum5iI1gqBJ+zXBKwSsE1Ge7AoP5hdNeKEB43P/FX7l40q+w/ZntDBweYHbb7Cnhny3ZFrKZbKRpxY3XN3HjT26ctMM7E2n/4X5fR3O5ZCSDiARO6o4TPSxreeDwQGi0lWM+Alh13aopvgU/Ksnd6O3rZcOPNxT9T4Mjg9z4kxvZuWdnoD8oDeHg+BGSjkoqp+z2X37qL1mwaAHvf9f7AfjgRz7IZ7/42YrG4YeoNl4Fazl5mXLtY7UeRiBBGc7u7SCTIablUpCMXQbD0h8G8ws4tKh+K4xUM8M5bqZumogI1fp+idhlFX3ul81kEZHQyTw/J8/BVw6GagGOxhCVH1E0LoRbv3Rr7OOjym4Ak5qX33ZVjaVBnPTLk3jdm14Xe1xpUCgUeO/S93LTj25KpcLqc798juff9HzRtovkosdVdVnUuUZjSBi/DGd3XoGzmp81sJ/8ricqckiLFtjz9vMqHXJT4o08EpGSHMhJUM1Fl6oyo3UGR8aPTPk/o8xVLdmWWBN+/+H+SB+El/a29tjHxhXmQe+jWyOr95pN//X0f/GxD36M8/74vKYtu21w4ZfhnNEJ5u3dMUWLGMwvrCiEtd4jj2qNO/Lo4q9cXOPRlEZ+Tp7j5x1fUg5DKSYvN47gyM/JR/pZSvWJDI4Msuq6VQyODBb5WPxW9N/5P9+JpeEFaQxu6r1mU72X3TYJbgkTFH2UmThCy9gIwlEtYrR9Hv2LT2ci21qyUclEHoXT29dblKw2Izej1kMqwptg50YQNly9gS/+yRd580lvTn0sqjoZRRQ2rnJxIrvcK/p1d6xj1XWrJv0fm+/ZzGtjr0VeqyXbwtlvPzvWOIMCDXr7ehl4ZYDn9j/Hnt/uYWg4/aiwalOptmoEQ8IEreKDspOHO7vYd/py+hefzniubbIzW9jv8VybiTwKYfM9m1l3xzr6D/ejKP2H+2NNOtWio62Dyz90Ofk5ed/9bvPLe9/2XrKZeI7JShg4PED3ku7JcQlCRtKdHgZHBtl498bA0Fc/3rjwjfxsx89iaRZ+JUgcc9XOl3cy/uo44+PjvHT4paYSDqrK4MAgozPL0yDBmJIS59D8U4ua7kBwaGl2bKSo8N3+JWdWbZzNgjdssVTzSxQiwozWGZOCxZm0S8k9EBFQfJ2i7qglh+HRYXr7eule0k3Pwz2xzDfZTLai0FdnEnWb36rhwHdMPnH9P3Hf26ASJE5+y5e3f5kv82Vef8zryZBhIDPAvGPm+V5rdGyUV197lUKhQCaTYfbM2XWngXoZnTnKb078TdnnG8GQAqrxKqc6x5jCd1OJE6ful92cdC7C7Jmzuel/3lQ0Hr/Q1jDOefs5rD5v9ZTt3Uu6fRPcJgoTk/bxsIqs+Tn5oucTFc2TzWQpaGGKmcFxPvuNDygpCqkcBg4PxPIbxMWd7+B3L4BDY4f4s5//2eT2oOip3r5eNt5TLBxzrTku/9Dldeu/SIJEBIOIvB/4FlZrz82qeq1n/0rgf2H1hAa4QVU32/suBf7W3v51Vf1eEmOqFt7QVJkYL+qaBvGEhNu01EyUE6Iat9FNKT0CyuXVkVenjKfUTOXtzwQ7GV8dedV3uzOBBeVjuPMK3ASt8N3JaUFJY350L+kOFQxXfeSqSIEUhZNTklRux+DIIOvvXM+6O9ZNcXiXWlm30t4djUrFgkFEssB64BxgH/CoiNzl07v5VlW90nPuPOBLwDIsi8vj9rmHKh1XNfALTa3E5WMK31nEbWNZbvnrUuic01mxAApb9UdNVCvOWjFlsg8yk/gVB/TTtEqd0Nrb2n2FoVNJ1bneRV+5qKTrwtH/pXtJN0/vepp9/ftKvoYfjvbhDWE9461nFCXHucfgR6W9OxqVJLxL7wCeVdXnVHUMuAW4IOa57wMeVNWDtjB4EHh/AmOqCpU13/Ej6TJ7jUlUG0vHqVwNlp6ytOJJIKwPQ1AJcGei8jqE83PyoWaM7iXdbLh6A7d+6VY2XL0hkVXtZedeNsUBns1kuezcy4q2BTnTg8hIpuh/OTCQTglph7EjY2x/ZntJzzPovWv2ZkRJmJK6gL2uv/cB7/Q57r+LyLuBXwF/rqp7A871taWIyBpgDQD5ymqUJEXQCj9On2Z/rMkuKHO6kSmlts2M3AzfKCK/NpZpU6l5I6oPQ5xVvrcSbLWJq4n4aTdB+Nnpq5GA6ERfxX2epWhszUQSgiGolpubu4EeVR0VkU8B3wPOjHmutVF1E7AJ7JIYNcSZuIMoZFvRbAtZO28hLhO5tsjM6UYkrs/AOTYotLQRyre0t7UjCEMjQ7GLu9V64o9DnDHGzTb3agru7eUKh7jlR2a3zWbt9Wt9BVzY4qVaBfvqhSQEwz5ggevvE4EinVBV3br4d4C/d517hufcbQmMKTW8E7cXtWvWRPkLvFqFk7AWlDndyI7pUhx4ftU/6xlBphTk65zTGerQbWbiZJurqu+zOfvtZ5ekoWUkwxV/fAXdS7r55HWfjAwKyGayvDb22uRxTqLdujvWTWk85Ne/YzqRhI/hUeAUETlJRHLAJcBd7gNE5ATXn+cDv7Rf3w8sF5G5IjIXWG5vq0us+kZP+goFBSuDWSE7cQQhfjtOBYbsOkpBAqWRHNO3ffRHkz8Qz4HnZCqHRbeICC3Z+omwzs/Jc+uXbmXFWSvY9uS2ooQ6J3FrOlOqfX71eauZ0Ro/P8ARChAc3eWQkQytLa2BhQSHRoam7HMHPEw3KhYMqjoOXIk1of8SuE1Vd4jIV0XkfPuwz4jIDhF5EvgMsNI+9yDwNSzh8ijwVXtb3eFoClEVUb2hqn54BYZgdXiD4MzpRq6LFDVBxO2nrKqMT4wzMzcz8TGWijv2PyqKaroS5Vj3Y82H1sQqd7F82fIiE5BTXTaIghbKyn5v9uijIBJZfqnqvcC9nm1fdL3+PPD5gHNvAm5KYhxp4mficSNY9ZDKxdEI/Po2qL2/q29rQzqioxx4pYaD1kN5i5m5mZMT03QNaYyiHPt8UD9ut5nO6xfYePfGSN9Euf6LUqrDNhP1o5fXOXFMOZUEmxayrcBRB/PRvg2NnyEdNUEkka3sdEV7ZMcjVemf7DZdlJo0NZ0oxz5fyjlxFhUt2ZZYjYX8qFZYdL1hBEMMZg3sjz7IpvxQ1aM4fRu6+rZOaQfaqI7osC97peUQOto6AHjwsQfpnNPJouMXxa6pU24zHfekP11DGuuBOFrZzNxMZuZmlrUAifJdNCtGMMRg7oGdJU3247k2smMjFLKtZGxHdBR+ZqhmcETHodL49cGRwUktof9wPy8PvRz/ZD1a1iFuQx/vpD9dQxrrgTi9ul8deZXLzr1sSqvQOIgIF33loimlNaC5328jGGJQykRcyLYWVUld+Pg9sc7zcy5P5NqmaAxBx9aSSlt2xmkQUwqlmA0653RGVhTNZrLMmjErNDdhOoY01gNxOs857zEU14mamZuJqoY2OPIrrXHDnTeQzWQDQ1ubASMYYhA0QU/JRUA4uOC0WOd6rzN8zNTG4kGOaL9jG5lSMmaTxM/cY1b/jUVUkT+gqLxI3AVAmOboRMe5GTsyxpb7tjTN58QIhhj4TdAFyTLU2cWsV14KLV3h158BioWKAO0D+xltn1d0/nBnFzOGDha1/ww6tpHpXtLNzj07YyU3OZnF7laRpeIkpQVN+Gb13zy4w1rd+DmtJwoTzMjN4Lv/87tltYIdHBmc7KPR6BjBEANvpJBbCLjLwM7d3Ud+15O4q3pM5NoYmT2XtiErPcM9wbsJcirPeuWl2Mc2MmGlqd0MjQyRyVjpN+UIhaBy1YbGJaj664zWGUV9MNwlL4KijQYOD9Db11t2NFKzlOM2giEmTqRQEHN39xWt7B1axkZi10zy82U0qgO6lKJ5UFrMf9wGOV5MpFBz4udYzmayrPnQmsm/43ajm902mw0/Ln/h4M3mb1STpBEMCdHRvzdw8o8b0dTIDmg3cYvmub845YaNxsWJJmmUL6YhPnH8QnHyHXKtOQRJpEVqKYUj6xEjGBKjsknNKaLnJci/4XdsNQmLRIpTNG/zPZuLfAppC4U0zUeVBGX96KPJjWM6E+UXCtNI3T6nStuY9h/uZ+31axkaGWrozm9GMCSGUKpwcI4O67ngbJu3d8dkroNmkqh9mB5RJSJ6+3oTa+NYyXgM04e4LVLX37m+4ryasNDrRvksGsFQAt4GOsPHHDcZlaSZLBQmYpmNFCvf4eCC02I7kKVQmLx2duJIXZfGCPoSKsra69dWvdZRPde7iattGM2iMuJmp6fdLMj9WaxnH0R9Lz3rCKe6aovtSG4ZG6Gjf8/k35kS7JIqGfadvjz2pB7Wo6Ee8auq6dB/uD+ybn7STNd6N4ajxGmRWo0y6c5n0V1RuB5LtRuNISZx+jvHdTKLFlj4+D2x23Y2WmSS2xmYZEZzuTRDvZsKk8sT1TjijKUeNZwoP0SpZdI72joik+G8OJ/FUppX1QKjMcQkyUnYaeLjVEuNKtKNUfIlAAAgAElEQVTXiD0anKb0UnFJwcoxVU4NcSjV/j88OkyuNVeS+alzTie9fb2BC6Z68UEYwRCTcifhKCNGHJPQofmnUpBs0bZ6iEyKQ9Ck3NHWEdlcJQlM7oIhLqX6oiYKE6F1lrzkWnMsPWXpZNiqH/WyiDGmpJgE1S1KYmqL0kbCMq+rSTnF8oKcfivPXQnADXfekGqoql/T+elIpaaopO5XjyYmh7R9UbmWHI/seCQwn6KeFjGJCAYReT/wLSALbFbVaz37/wJYDYwDLwGfVNXd9r4JoM8+dI+qnk+dopkMOnFUMMQVClECJI42EpV5Xa9EJR+5q10mTX5OvjmFQm8v9PTAwAB0dsKKFdDdhP9nlQnzRSWRgBn1OXcWMfUQrVSxYBCRLLAeOAfYBzwqInep6tOuw34BLFPVYRH5NHAd4FSpGlHV0ysdR5o4EUlebSEOboGgPtsaxSRUCWFOv7SEQpqrr2qvvovo7YWNG2HMXnX291t/Q0MIh7BnV2ttor2t3bf734zWGaz50JrUKwD3PNzDzj072fbktppnTCfhY3gH8KyqPqeqY8AtwAXuA1T1p6o6bP/5c+DEBO5bNeJEJDmECQzByl8Yz7WhWA19BhYtaUhNIAmSCM1zQg+XL1seGorYNPT0HBUKDmNj1nZDRQSZklpbWqeEu4ZRru+s/3A/Dzz2QGC0UjVJwpTUBex1/b0PeGfI8auA+1x/zxSRx7DMTNeq6o/9ThKRNYBVFSu/sJLxlkySEUmZiSPsOX15YtdrZCr9sE/LSqkDAVErQdsbiFr7JYJMSc52bz8Hv45wy5ctn6zouvb6tYmFa1c7WikJweAnHn1Fr4h8AlgGvMe1eaGqHhCR1wFbRaRPVX895YKqm4BNAHLysqpmLMVptuMQtVYoZFsrH1AD4thN+w/3V9zjGerLUVdVOjst85HfdkNFBGXsuyOF3Pb/2W2zESSws1+SDaiqHa2UhGDYByxw/X0icMB7kIicDVwDvEdVJ2O8VPWA/fs5EdkGvA2YIhiqjbv8RSHbmlgEUmbiCF19W2sSVVQOlbbthKmVJpMoO3DGW89oTlNRFCtWFPsYAHI5a3uTUi1NIqpshvdzPDQyRK41x5UfuTKw4RNUnuhZi0VQEoLhUeAUETkJ2A9cAnzMfYCIvA3YCLxfVV90bZ8LDKvqqIjkgT/CckzXFK+zOTtxBEVQtGLh4E5sg/qsdZQ0cUoel8ojOx4pasLSEPhFE0FpEUbOPhOVlDhREXSlZCt7I4vefNKbeer5p6bcM5PJFPUXybXmOOOtZ7D9me2NHZWkquMiciVwP1a46k2qukNEvgo8pqp3Af8LaAd+ZDtmnLDUNwEbRaSA5Qi/1hPNVBP8nc3KRLYVzbbYPgdBKoh7bsYubEGkURbDr41iPYT5BeIXTbTOU+LZ2bZuHWQycPbZsHq1v0DZkIBvpcHDXt2aRFLaQ1gEXVTVYAe/XgxB34FZM2YxMzez7j6zieQxqOq9wL2ebV90vT474LyfAUuSGEOSBDmb3Y5jvxDWpO7TTKRZFMy9Uqv7xih+0URhFArwwAPw9NOwb9/R7f39llDYsgUGXaGVbkEShwYPe60FcXwQUJqG/OrIq9z0P29KZHxJYjKffYjbNc2d8FaOiameax0lRZphdu4vab0XJSs7asgtFBwmJoqFAhwVJA88APk8LF0KP/sZDNl5Ih0dsHJlsSkqKOzVCAZf4pbuLiWCqF5KYHgxgsGHqK5pQQlvpQiH6ZDYBumH2TnmpLhqftVxzDUplv2YQn+/JSDcDA7CjTfCzp2wfbt/ZBNMFWANbm5KkjgtRHv7emNnSXsd2/VkBjWCwYeo2kRBCW9+mc1+KBIrsc3bGKhRIpncBKnfSeGYi+Kq+VVh82Z46CFrFV9PjI9PFRhe3GGvfuYmx4w1NDQtBUWYD8IxZ/pF3WUzWVqyLUVF98aOjLHlvi11k+3sxgiGAMJqE4X5BgrZVrJ2C07f/ZKNLRTcWkmjRjIl0Uc3DOfLtfLclbHU/FRwr6pzORiNX3Gz7njtNUuwBWkVbjOW8UsUEeZbEBHfSqyDI4O+bW5rbQY1gqEMgnwQjqZQkKxvXSX3qj9KGwjr2tZIgqF7SXeqhfLA+nKtu2Md7W3tzGiZEZhwlAreVXUjCwWwNIEorcKN8UtMEma2HJ8Yr/h61TQ3GcFQBofmn0p+1xO+JqPMxBH6F5/uO+k7wiC/6wngqCDx0wYarWtbGJede1nqBcggOuEoFbZsKS3aqBlpgnIcYcSdkJM2m3ozrqsZdWcEQxkMd3ZR2LvD12Q0kWubNEO5BUFh7w5kYpxMQO6DVxuIGxnVCDgf3PV3rk+92XpVVfDe3qnRQdORJi7HUcqEnGQJDKepz9rr1zJweMC3fWian3XTwa1MDi44bUpXNcVa0Xf1bWXu7j46d/fRMjaCYGVPBwkFB7c20Mhd2/zoXtKdakMeN1WLRDIVTS2WLq31CFIjLAzaSykVWL14qwOf8dYz2PbkNvoP96No4IIqrc+60RjKwNEERCfsIhnWhOc2DXX07yk5t8GtDdRL17YkCap3nzRpRiIt+GEvXN0THO7Z7MyYMdWPsm0bnHrqUT9DE4W4lhoG7Y5aKqW6qre8y9rr18bSPNL6rBvBUCJTcxjUN4ehVKHgpw00ate2INJuneiw9JR0VrALftjLsjUbYXga+xT8/CluB3STZVRXEgYd17SUn5Ofsi2OJpBm1J0xJZVIKU17olD7Z7o07AlrnZgk257clkopjiXX9NAynYUCBCfqORpUkzUSWnHWCnKtuaJtcSdkx7SUkeBpNuhaUYIn7WZURjCUSClRQWHrY0XoX3w6e95+HvuXnNn0QgGiP+zldr7y4uQ2JM2sPc0dfVMxvb1N10jI6zcodUKO8q0FXStM8AjChqs3pBpgYUxJJRIULVS6OUmnhTBwE6VaJ+mcHhwZZPM9mxMtzT02r50ZA1WIQmpvt1bZjRYG29PTlI2EwrKd4xBkjnJMSE7kkTsUtntJN1vu2+Lrk6tGNr/RGErEL1pIPb/j0Ihhp5XiXX2FqdhJ8MBjD7D5ns2JXGvBD3tpfTmBJL0orSiXg8sug8svt4rhgVU5Fay/ly+3jvHS0VH52Cqlv99fKDR5I6Eognxex887no13b5yMPOo/3M+6O9ax6rpV9Pb1svLclWWbsSpFqhVCmCRy8jLl2sdqdn931jLEqY1UfEzcshj1RhLd3Nxc/JWLq+KQvuojV1Wsdn9g8Vpm764gEimTgSuusF57O7A55PPxIniCon7Wrq2/aKm4/1OFVKsvdDkERSeFtbjNtea4/EOXA+FF+0rlIrnocVVdFnWcMSWVgRMt1NW3NVYvaEcoKFYtpYMLTms4oZAGaRfYc1h3xzp6Hu6ZXGmV80WryL/Q0gKf/nTx5FhJOGd3t//xfm0/a0k+f7ShUBOFsJZKUIRRWLKnkyvh+BKc7Osb7rhh8rNsfAx1hFdbKAXBKpkx98BOoLGK4aVBkpmiUThqut+2m++7mcvOvSz0iza8sLNkjUGBwZntfOpPv01P98eP7uj+KHT/c0nXKr5ugObmbfs5e7Zluhoasn5Xu9prf7+lxSxdauU6+IWwusfbpAKj3AWQI1Bq0YQqEVOSiLwf+BZWa8/NqnqtZ/8M4F+AtwMDwMWqusve93lgFTABfEZV74+8X41MSXG7tsXpzdCI5qSkTUlgfejTrL5aKvk5eV/N4soZS/ni2gf41yWw+nxom7icDj0P552WgK+R2j6FJBMUAwVDGN78gnrAz8mey1n+lRKFQz2bkrwTe1wykkFVfcthgPVZ3XB1aS1eq2ZKEpEssB44B9gHPCoid3l6N68CDqnq60XkEuDvgYtF5PeAS4DTgPnAQyLyBtUK+mWmiF8Ogx9xgi4zOsG8vTtCi+01S8ZzGN1LuqtSQykuQZrF17Nb+cqXLKE/d+xyOvSDxWUPAt50dzZ8ftcTDA4d5NCiGnSzdSba9evrp0/EkI8zvwmrtfo1+ImjQTjfiaDFe5qlX5IwJb0DeFZVnwMQkVuACwC3YLgA+LL9+nbgBrGC1i8AblHVUeB5EXnWvt4jCYwrcYLMR6V2b3PITBxB7EJ8ToXVGUMHaR/YX5d9GC5yLcuS1B7OfvvZvjXp64nxifHJN7mj8IGSa+GAdXpH/x5G2+dV9F4KR9+HkrQHZ7L1ag7ZrNVnoV5o0JyHMLwhr6WUywgizbDVJARDF7DX9fc+4J1Bx6jquIgcBjrt7T/3nOv7jRGRNcAaAPILExh26QTlMJSLd2rJ6AQd/XsRT6ROI/ZhKAUn16DehcNRyg+zFbDKrtul191URTv0+iE6O63aR9WuEpvLWXWX/O7bwDkPcam0gVXaYatJCAa/pZNX9wk6Js651kbVTcAmsH0MVWbWwH5kYtw39FTKsHwFaxn+/1oj9mEohdXnrebUhadWzRldGQUsd1p5BOkaVdMOvVFNF18cfGxHRzJCY8YM61puJzNM1V6aNOfBr6dDR1tH2UUl0yyHAckkuO0DFrj+PhE4EHSMiLQAc4CDMc+tOY7TOTtxpCj0dCLbysCiJWhAopZTC8mPSiqvNiuVlC2uJoOZe1PLv3C0w6oStEJvb4d3vSuZe4yOTo086u4+msgnYv0uw/Fc7zjOZ3ci28a7N/Ku08p/tmn3G0lCY3gUOEVETgL2YzmTP+Y55i7gUizfwYXAVlVVEbkL+FcR+Ucs5/MpwH8kMKZECSqcp9kW+/XUSaIADNid3EoxP/lNh/XYhyEtf4PbFrvqulVVKdNdKodmbIRR6ChYUUlJC7Gqa4dB+Q9HjsDWrcndR3VqtdWgnIwmIqinw/ZntpelNXS0pZ/lXrHGoKrjwJXA/cAvgdtUdYeIfFVEzrcP+y7QaTuX/wL4nH3uDuA2LEf1/wdcUY8RSWFtNq2+DFMFg2ZbGe7sCi2hEUXcyquzBvbT1beVhY/fQ1ffVmYN7I95h/pm5bkracnWZ6rNoRkb2dN2Pv0ze1LRHdzvZervr7Nyb28v3j46CuOl9yqOpIGrrZZDWE8Hv7IXUVSiacQlkW+dqt4L3OvZ9kXX69cA30hjVf0G8I0kxpEWYW02g4RGZuIIXX1bOTT/VAYWLSmphIYbR1Po6tvqG77qza2oRRTTRZ4g8qQ0CL8wvxVnraDn4Z6qZEyHIzD/+wwf+3F4/J6krwzY7+WuJxCRycWH9/0tO0LJS3e3NVn7hZBOGaAEl9+OSxNGHgUR1tPB/RmP+5l2gjSSLBDpxRTRi0FYm80g279Q/CXev+RMCtnW+N52+xr53U/SuevJyRahzjWdVaOfmasmduqU6F7SzYarN3Drl26dLA/gVyO/qrQsgvnfh2OtbOY0/T8ZmKKRpvb+xp2sZ88+WuCvXGbPruz8BiKqp4PzGS+lqOQDjz2QSs8Rh/rU0+uMqDabYdnQ7i9xxs5Z8BKmQYiqb1irE74aZuaqFV4NwiFtTcKpKZNKZJN0wgnfmhQGbg7NPzVWRnySpPL+BpXM9jI0BIsXwyuvlJ9JPTQEmzfD6vRWvfVC2OfVTalJnjffd3NqTmgjGGIS1GbTKzT8JvmsnfWapIvSmRjCzFzNTFCN/HJU8zCcEhnr/iu4tpH3M6CSQbSQalxVKu9vKUX4nnqq8vs98EBxr+gmJk5Ph/ycfEmf2aGRIXr7elMRDqbsdoLErbaaBOO5NvYvOdO3flMj1GFKo+6SH078eNQXTkRAKVrNBWk+UaT9OSggDCx+65T3tyIfg4O3CmraZbzdFVgroJ5rJcXFT9vNZrJMFII10VLrJZmy2zUgDZOCiqAKGZcnwh2+GmXmmu54V2qb79k8JcPaqX2f1Mor6dIpU66TbUnv/fWGj6bd46He+kfUED+T09JTlvLg4w9WvV6SEQwJ4p2kobyJwPkIOJO8+5p+E3+QmaueSdsPEYSTYZ1k8xMvSZdO8RLkq0qFFStgXcrVb1etgpUrp4VJKQq/mkphVp206iUZwZAwcRzSUQhHtQKn2qohOSrt4RvFofmn0rnrySItD5LRFqDK/qPubti50/IHpMXgYHHS2zTDr1yG8/kM0wjSrJdkBEMKxC3PHUZGJ8jvepLBMqqtNnLZ7nLt+vXEcGcX8/bugBRW9mFZ8InlNHhZvdpyEvf0pGf6acJy23EIa8IDBJZeEZFU6yUZwZACSYUSCkpH/x7fcNWwXg5BCW9gfBHVImlzj1Kl6qtBOL6Hiy+uPLktiGmU9OYQVC7j5vtuZmw8ODqsfWa7ae3ZaCRpYw4yP/j1coDghLd5e3cghUJd9nloRtLwM+xfcmai1wskrD9zmpFKJZbbbgLlMtBUNDQSnoEetb9STOZzCvhlSidNUNJbWImOZs6QrjfS+AxUpRaW0wK0v7+46F2vnWW7YoXV2CdpmrTcdhTlOo/TbNIDRjCkwnBnFwOLljCeawssd1GKMu49Nuhcx0RUCs3e56FWeD8DatfgLdcII+BbEiVxenqmJri5i951d0NLwoaGJi23HQe/chnZTNbKqwkg7SY9YExJqeGEkC4sscCaX6y7uwdEIdsKQDbAhj18zHFFzmqwHJaayQScIyx8/B7jc0iZidxMDs0/1ereViGpdvQLsvO7t4+OJnOvlhb49KenpUBw8MvUD0to62jrYOW5K1Pvx2A0hpQJWsEXsq2+hfkG8wuZWh3JQoDMxDiZiSO+K08BZr3yEkOdXa4VqjDU2cXBBaf5lv8W+26pr0SnGU4QgLv4YRJCwSFK0xM+WvQTmyA7f9LtNjs6pr1QgPiZ+VA9oQBGMKROUGXWgwtOKzI1OH0XDi1aQpjBwZnIgxTN7NgI7QP7Xccp7fZk7zVt+Pkp8rueNMIhAYKaO9V9LsOKFZa9343X/t9RZqOYbBauugpuuw2++10jFFyd3eIwODLIxrs3plpV1cGYklImqmSFnzmg0oiWICezE9US5qQW1EQrJUCavhvFMhmmgjNZB0UlgZWlfOONpTfxmZiA73yn+D7TGL9Q1SjGjozR83BPQ7T2NCSEOzGt3Lo6YZqEX8E9P1K1YTcJ7vfK8ftkJo5MCv5CtjXQDxSGoyuGlmIH2gf2M9o+L533yCsc3I5n7/5SQ1dfe80qsbFly7Qvg1FunaO06iO5qciUJCLzRORBEXnG/j3X55jTReQREdkhIv8pIhe79m0RkedF5An75/RKxlOP+Nma/Wz53uOE8iNY/JjItZWUkT2do5WiWml636vsxBGyE0eKfAmlJri5I5biLAhSDTWOClkFa0LfsKH8hj2Dg5aAuOgiq1Bfb/rmkXqjXkNVoXIfw+eAh1X1FOBh+28vw8CfqOppwPuB60XkWNf+z6rq6fZPct65OiFuh7Ugm3QSFBAOzT+1pMm+2fs5BBFHkEcJ2HJ9CUHnhYUnJ0pvrzVJr1sXHrLqPjaJZDc/wTMNWHHWCrIZ/5yQ9rZ2li9bHtr5LU0qFQwXAN+zX38P+LD3AFX9lao+Y78+ALwIpGQgrT/idlhLc4UuqB0R4z9deSeesHo8zU4cQZ7Ge1WOIElUeLu1hCCckNU4x5aKV/BME4K6ts3MzWT1eau5/EOXk5+TRxDyc/Kp1kdyU6mP4XdV9QUAVX1BRH4n7GAReQeQA37t2vwNEfkitsahqr5B0iKyBlgDQH5hhcOuHnE7rJVrk47D0UlHA/MkdNJ4JYgdncSuJ6ZdfkOUILc0h2QNfVH+JJUMikzJTUlUePsltnnp7LSEwvr1UCitDWUsplGtJCciKaikthOplHYl4CAiNQYReUhEnvL5uaCUG4nICcD3gctUJ8Xk54E3Ar8PzAP+Ouh8Vd2kqstUdRllRmSs6P0hz69dzMTFGZ5fu5gVvT8s6zqlEBSu6v5SzxrYT6YQHuHh2KALmWxFU1LwBKR2COvRMNfpmN8QtAqfyLVNmpkkUe9PNJrJ+oY2JyqsoyblXA6WLrU0hTSEAiSfK1HHREUkZaS2mQSRGoOqnh20T0R+KyIn2NrCCVhmIr/jjgHuAf5WVX/uuvYL9stREbkZ+KuSRl8CK3p/yHc2rmH22DAAi/t3852NlgLS0z21wXtSxOmwNvfATiSiYuWE3cozzbaR3v4Bk9unkQbh14XPEeRJlFP346iu5k9m4ghzD+ys6LlHluQOK46Xz1shq1FaRXs7DA+XJzimWa2kqMiiIBNTtahULN0FXGq/vhT4ifcAEckBdwL/oqo/8uw7wf4tWP6JBDqM+/PNnmsmhYLD7LFhvtlzTVq3nGS4s4v9S85kz9vPY/+SM6d8uaNs1m4NIy1fRJSNe7poEN4aR+7VedqRWkFLg6o896DEtquusqKPurujtYpyhUImM+1qJUVFFuXnlBntlRCVCoZrgXNE5BngHPtvRGSZiGy2j7kIeDew0ics9Yci0gf0AXng63Fu+nYOldyIZOHAnpK2V5Mg84Wf2aAeooWqXZU1Knw0aYY7uzg0/1Qmcm1kx0aYe2Answb2p/rs40Qypfrcu7utyTmfBxH/wnZRpp5yNYUrrphWQgH8i+c5VCvyKIyKnM+qOgCc5bP9MWC1/foHwA8Czq9SgXnY07mQxf27fbfXmiDzhZ8d2e/YpJrMl4KTMJd245+wxkNpmbP87pnf9QSayVKgOnVkgt7TVLUWpxlPECtWWD6GKCd1KZxxxrQTCjC1eF5GMhS0QH5OPvEe5OXQ0JnPYVqDt3DY36z4RpGPAeDV3Cz+ZsU3UhtfXOL4IdzHzhg6WNTZzR0jk7SACJqgVDKxOsW5s4L9MoSjJvew8FG/c5MQVoF1jgoTVXY7T6WmGuPOnXAk4ci57duTvV4NCevd7EetIo7i0NCCoRQcB/M3e65h4cAe9nQu5G9WfCNVx3MpOGW64zDrlZcCS3MHUa7gCDpetBDYctTdKc4dgut+Hbbyd0/uQfjtK1e78Ja3CMtarpZm5ueQrml+yebN8MADwftFymv5mVY3uCoT1ru5Xif/MJpWMPhqE905pHtX1ceSNOWYEwSYsCe9JCa30JajMa/ht/KfNbCfzl1PBkZIOfitnMPamgZpEV5hUmkuSTlmvaBz3PklSZrqIiOU/HjooeB9+bzVo2FwsLwB9fY2vDkpqHdzNQrepUHTCobmprwEq6Qb1CeBV8jN27sjUigoIBPjzBrYXzRRhrU19euPPdzZZd0vwRDUcoSuSgZ8NDB7L3vefl5lgyoVv57PYY7lFSvghhvKv19PT8MLhqDw02oUvEuDaScY3CukkhqY1BXlWbqjzCTljMJr6gBFSojB9q78w8bn3M8pXOc1EwVlmQf1x466X7UQNDDzveo+BafcheNgduoYhXHzzeWbkqApMp4753T69lWoRsG7NDCNehqQqMki7OuZ1ETjdJtzx/sPdXaVlBVckCzDxxxXFIoaRtAE74SzOuXK3YQVoJt7YGfVo7l8O++p+nblq4lPIajncxhDQ5VlQzdBxrNf+Gk9hJ2Wy7TTGNyUEtVUTwwfc1xRVFJcMhNH6F9wWiwbfhBO3+mDC04DLEe4w+xDL0RmcLuvg07Q3r93ciwtPhN7FFnbNOQN343CyVGoBnHG434v3c+46hnm1V69N0nGszv8NG5UUj0zrQVDo+IXlVSMvw9iItc2aVenBBOKcyW3A9QvAqiUSf1oQpdO2V4qpZYrd8qQzz2wM7XyIqWMx+94zbbUpuxIWGmMpGlvh8sua3j/gkM9h5+WihEMAdSzLyJspVuQLEOdXbQP7A+sxlmqXd2p0+SEdTolvL1mo2qbZcq9p2atj71MjCeeHJjU9WrWKCmNJLYwmkQoNBvGx9CABJfQEAYWLeHQoiWh1ThL8TM4AmVqh7lap3qVT2biCPldT0x2XasFOvnjP4KaJbL5lcZYvhyy/g1lKmJoKPlrGhLBaAwxqDftIU4JjbCEOb/zvSjFpqOuvq2pVBatBUkJA692UIq2IMTT7pKi1NpiRZxqjyUswc3QVBjB0ICUUkIjzvl+k5ljPnKolWmjFnWg4uKMy3EWl2qiy+gEs155iYFFS1KvORWboHDVGTOSv1dHR/LXNCSCEQxu/BJ7PDbQoJVXtTWJUkpohJ3vdSKD/4o1KEfAycxNa/KuV6HgxnEWT2RbSnZmZ8dGKn4v/ShLQwjqzjY2lrzPIZOBlSuTvaYhMYyPwcHdx1Z12jQoD+s/4MavE521Uk5ubVGO1yIpT0el18mOjfjmUURRD2XUgaOf/7S6s7kRmZalthsJozE4BCX2xEzXrzc/RCnEWbE6++ft3TFZD8nJQE7ODV16qY+4GkWUSSpon9p7o5ztXl8DMKWybKYwXpTnkbQvoWw/Qpp9nIMwQqGuMYLBISixpwnS9ZNiuLPLyhb22NKjWlPGoQAM5RdMccRWel3HiW4lBe4tKZrq6ATfgkyMx04KFCzNy+2jgWRKgidONTUFhybIdG52KhIMIjIPuBVYDOwCLlLVQz7HTWB1aQPYo6rn29tPAm4B5gHbgf+hqlUKoPYQlNhTxoe4UTOq4xDmhB53ZRP7raCDtqtkGFj0FoY7uxhtn1c0eZab5e3GmaBH2+eR3/VEySXKsxNHUBEKZKaUGy+loU7d+BLcRPVxTpomyXRudirVGD4HPKyq14rI5+y//9rnuBFVPd1n+98D/6Sqt4jIt4FVwI0Vjqk8/BJ7zId4CkFOaHcUk9/KGCC/+8niQmsi9C96a9Fk6Td5znrlpbIzlN02/OHOLgp7d8Qore2TvKeOUcl7ZPR965pqasRN2Nu51OY8jUKlguEC4Az79feAbfgLhimIiABnAh9znf9laiUYnA9rRFRSpTSyLwKCcyjctnK/yb2rb+uUOkqiGtiJLeqecfCz4R9ccFrotQqSRQLv429KqkZDnUDNIEYkXSjVLIHRZA7nZmvO46ZSwfC7qvoCgKq+ICK/E3DcTBF5DBgHrrkF6HIAABSbSURBVFXVHwOdwMuqOm4fsw+orcE1quetoewciiATVJz8CO89w5zBfnWdwq7l1240uIaSv3O8kG1Fsy3V9x2ElciO+zmuVgmMjo6m+241W3MeN5GCQUQeAo732XVNCfdZqKoHROR1wFYR6QNe8Tku0LsnImuANQAL8/kSbl2/NKr2UI6tPMwEVeo9/XIvSqlIGmf8flpRUJZyWlVQI/0HUZF0vb2waZPVXQ2sMNFzzoHVq48e79WUy+2pEEYu15Q5C83WnMdNpGBQ1bOD9onIb0XkBFtbOAF4MeAaB+zfz4nINuBtwP8GjhWRFltrOBE4EDKOTcAmgGUnn1z9Qj2VquzTnDgmqLhUmvldyfW9zvGaRhaFRdL19lpd1dwTverRshZe4eB8li++OHnh0GR+BYdma87jplJT0l3ApcC19u+feA8QkbnAsKqOikge+CPgOlVVEfkpcCFWZJLv+XWBn8q+bh3s3Fn8BauAesmoToukJ3Pv9ZyObEkKB79rpRFZ5KakKKMg/4CqlZcQNME/9FDw5zZpoZDPN6VQAKs5j9vHAI3dnMdNpYLhWuA2EVkF7AFrFhORZcCnVHU18CZgo4gUsDKtr1XVp+3z/xq4RUS+DvwC+G6F40mHoJC+Bx6wCow16Qc/aZKcVP36QXhbfTY9Yf6BsLyEsH35fHLO6CaP6mu25jxuKhIMqjoAnOWz/TFgtf36Z8CSgPOfA95RyRiqQlhIXxM0Mm9E5h7YOSWyyGn1OW0Eg9s/kNRknqQzuklNSG6aqTmPG5P5HIewkL6oOPAKfRON6qBOm0qinOqJihPUHP9AKb6BTMb6XPp9DpMSNk1sQpoOGMEQhxUrLJ+CH52dsHmzZbctFKwv3dlnWzbcJMIJDb5UGuXUdJSSj1AowM03By9Y3M7otWtLFxBNbkKaDoimEZ6WMstOPlkfu/ba6t508+apjUpyOXjDG+Cpp6YeP2MGtLYGd6nK56dqD3UY+VSvWkpQuXC/yrD1RsVagh+9vcGLlzjkcnDGGbB9e/HnD0ozLfl9rlPiRxV8NJs1YzmKi+Six1V1WdRxpux2XFavhquuKm55ePnl8PTT/sePjoa3LvSW9Z6mZb/LJW658Iait9daoV98sfW7lPd+587K7j02Zi18vJ8/sARGxp4qMhl485untvrMZq3vx4YNNV/MROFkLPcf7kfRyYzl3j7zXXMwpqRS8MuMrmSV5k5GqrDsd1pUurpNU+NIO3S0Ukp6dpWaHR96qPQBRjE2VpwgB5YZ6pe/nOrPkEZoqWTRzBnLSWE0hkrJVPgIHfttkBO7v99oDdOBsIVBGI6WkVbZbLdQcJiYmHq/8fHosdYJzZyxnBRGY6iUs8+uvEl6b2+487CBHdZxVs316scoh7I1rHL6gXi1jFrTIL1LmjljOSmMxlApq1fD8uWVXaOnx3LY5XL+++OsHA2NTVDfj7B+IDffXD9CARqmAc+Ks1aQay3+rjVLxnJSGI0hCVavtqI5yo37Hhg4qg0E+SwaZDVWDo3e2CiRKKOgxLLRUf+cg97e8OCGtGlpscxHDjUIUf2o67GXEqHUzBnLSWEEQ1KEZYzm8/Daa8FfZBErEqWz0wpz9bPrNshqbFpTSbixc9zNNxd/TgYH/U2JtdQgly+3SsHUWWh1KTRrxnJSGMGQFFGNfnp74cYbi1dZDo4jL0zj6O+HVausaJBXX23IL2M51KOPYnJMbkHQ3g7Dw5ZjFspLZnSi07wLCL/otGo11wFrYROUCGdoSoxgSJKwRj/O9i1brFUgWJpCKQmGznlgsqhrjdfx635vHMoJN47rhM5kkotEammBtjb//yGTmRYLEEMxRjBUE6/guPjiyq5XB3kO9UBaWkXodYMq7npxwo3jvkdB0WleU2JSQmHmTPjTP7Ve+5lCC4WGWIB81PNWVZIVbTCCobbMnl25A7EWTuk6LN1RdUp57mETa29vsRY5Y4aVReyYpMD6e3T0qB9qxQrLdFXJZ6e9HS67bOqY1q+fKnTMAmTaYQRDLUkiW3T27PD9YZN4ORN8gxYGTLw+USlF68bGrGgzJyw5zO/kBB60t1u+pNmzrcAFR3A4TaIqZebMqe9Xd3fwtavp00iAciOWDBZGMNSSOCs+7+rRy2uvBYczuleiUDyJQ3kTfCWlOxpV0/Abt18UmjeE04v3Gff0hB9/5ZX+K/gkCNJ4gnwXlWb4GxoKU121lsQpabx8+dGKl+DvrM7nreJlzgQWdc183vrtd1wmY90jaOIOqvsvArfeGnxPvyzdXK6yZi7VEDRh44bi+y9derT8ehjt7daKvZarcOcz4+Wii4LPue229MZTJaa79lCV6qoiMk9EHhSRZ+zfc32Oea+IPOH6eU1EPmzv2yIiz7v2nV7JeBqOsGxnh+3brS9w2KTrNH93qrNGMTAQvGIsFMKruwaZrqLyLMqtBRREtarRBo3b289g6VLYti3e6n5oqLZCISwZzVk0xN1uaEoq1Q8/BzysqqcAD9t/F6GqP1XV01X1dOBMYBhwFxf6rLNfVZ+ocDyNRXe3tfIM+9K5J/Cwsglxo2Sc4+MkzHkn7t5ey3TlJZuNznoNKxLoJm7p6aQFTRBB43Ymd0coPfBAfZWncJPNQkdHcbn4IM3Kb7HSRI13Pvqjoz+GYCr1MVwAnGG//h6wDfjrkOMvBO5T1eEK79s8OCGsQWYl9wTuZ9d2Ilb8YtCD6O+3Jooo/4VzrOPDCLKJz5rl7+Nwr6jDIrCc6/s5ttets368DWDCBM3ateWblUoZdyNQauOcqERNw7SgUsHwu6r6AoCqviAivxNx/CXAP3q2fUNEvoitcaiqTz0IEJE1wBqAhc2o1vpN+t6VmvdL641YKYXBQctZ6kS/hPmaHIdp2OrZjd8EH+a8XL8ebrjBWtEGmWK8jtuwqCA/R3qUPyLIWV8pHR1WCKpz34GB8Gedz5cu6IMSJTs6/P0IUYQlajYRJnIpmEhTkog8JCJP+fxcUMqNROQEYAlwv2vz54E3Ar8PzCNE21DVTaq6TFWXHXfMMaXcujFwm5XCVP7u7qM+h5kzw6Naohgft8o4ROGEWwZNaF6zlJ+ZJ8z27vg1ouzzblNRlH/GfWyUP8LZX46AjWLlyqPv14YN0UJhwwbrnDi0t4c7hBtZ0zHUlEiNQVXPDtonIr8VkRNsbeEE4MWQS10E3KmqR1zXfsF+OSoiNwN/FXPczUmpK7UkktsqDYX0S75KM+nOMRX190fngThO+aCkrZtvtl6nFRIKlibkzl/I54M1EUc77O62WnVG9flwQpXjZksbDDGp1Pl8F3Cp/fpS4Cchx64AijyDtjBBRAT4MPBUheOZXtT6iy9i/QwOFq/Eo5LuKsWZBKNCrWfPtsYTNOkPDVmaULlCwdHuwvBqKEGazvLlxYsCb49xv/uMj1vjHx2d2oO5iRzGhupTqY/hWuA2EVkF7AGrII2ILAM+paqr7b8XAwuA/+s5/4cichwgwBPApyocz/RixYpksmDLRXWqKWtszL+sQy0QSS9SyJ0HEBb77+CYtpxz4jh33RpkWF0tr7/IOIxLxvgbiqlIMKjqAHCWz/bHgNWuv3cBU7q2q+qZldx/2tPdPdVhWg84E1Ul5HLwhjfAU2UqkcuXw4MPVjaGILyr8aAeGl4cE1s5zt2oEhzj45bP6aabSruuweCDKYnR6Kxc6V8V881vhl/9qjax9ZlMfKd4UAmGsbHyhIK7OFwlXfXiXB8s81Bczcgx/ZWTsR3WCMqhibv8VRNTqdUIhsYnLO7cPQGFhYImSS5XmjBKekxDQ8WRS1GTaal4rxVV78jB0TLKLULofp+DhF2tfU6GpsEIhmYgyDTh3u5X8ycNzjgjnZV6KTiT7RlnWGaepAWDu2Bg3FX6GWccTWQstwih834G1W8yzmZDQpiSidMFb/kNJ+Esn7fMI0mxfXvpE1RHR3TNqFIZG7PCPUvxv8StIBqnTImX7dunnht0zSji5rwYEmE6ltEwGsN0IkizKEWbcPr/BoWKDgyE1/X3413vKm4uXy2zl5e494wqU+KHM/EnlXMwTbKTDbXBCAZDPPs1FIdoRtV2Ckvk8rJ9uxW3X22zVxRB0UZLlx597fXxBAk157nEKX1iqFumS1irMSUZLJxSG2F1qNyTV1QVzjglxR28ZhQ/U8ny5cmbmyD8/w0KQXXMQg7uMiVXXBH+XIwZyNAAGI3BUEyYrds9eUVV4fTud3oU+5mg/MwofqYSt7mpvT3cf7B8udUfIUjrcDcJitMwyU2cZxQWjmrMQE1BM2sPRjAYigmygfutrKMmOO/+SqNpvNdbtcpfOHR0WKYpryBR9c8MDjLvzJjhf/0of4CZ+A0NjhEMhmLStIEnXes/qHqosz3uBB00LjD+AMO0xAgGQzFpN2pJcjUd1ESnnCJ+YeMyTWsM0wwjGAxTqXdTiJPRHaQxRFU8LYV6fxaGuqDZ/A1GMBgaizihrKZBjcFQEUYwGBoLv+5wXkzNIEMNaQbtweQxGBqLqNIRxjlsMFSM0RgMjUVYX4J83jiHDXVFo5bwNoLB0FgEhdOa7GGDITEqMiWJyEdFZIeIFOx2nkHHvV9EdorIsyLyOdf2k0Tk30XkGRG5VURSqHlgaCpMSQlDA9MolVor1RieAj4CbAw6QESywHrgHGAf8KiI3KWqTwN/D/yTqt4iIt8GVgE3VjgmQ7NjQkgNhlSpSGNQ1V+q6s6Iw94BPKuqz6nqGHALcIGICHAmcLt93PeAD1cyHoPBYDBUTjWikrqAva6/99nbOoGXVXXcs90XEVkjIo+JyGMvvfJKaoM1GAyG6U6kKUlEHgKO99l1jar+JMY9/NJQNWS7L6q6CdgEsOzkkwOPMxgMhkagnvMdIgWDqp5d4T32AQtcf58IHAD6gWNFpMXWGpztBoPBYKgh1QhXfRQ4RUROAvYDlwAfU1UVkZ8CF2L5HS4F4mggBoPB0FTUm/ZQabjqH4vIPuBdwD0icr+9fb6I3AtgawNXAvcDvwRuU9Ud9iX+GvgLEXkWy+fw3UrGYzAYDIbKEQ1q6l7HiMhLwG7P5jyWeapeqefx1fPYoL7HZ8ZWPvU8vnoeG5Q/vkWqelzUQQ0pGPwQkcdUNTDJrtbU8/jqeWxQ3+MzYyufeh5fPY8N0h+fKaJnMBgMhiKMYDAYDAZDEc0kGDbVegAR1PP46nlsUN/jM2Mrn3oeXz2PDVIeX9P4GAwGg8GQDM2kMRgMBoMhAYxgMBgMBkMRDSUY6rn/g4jME5EH7Ws/KCJzfY55r4g84fp5TUQ+bO/bIiLPu/adntTY4o7PPm7CNYa7XNtr/exOF5FH7Pf/P0XkYte+VJ5d0OfItX+G/SyetZ/NYte+z9vbd4rI+5IYT4lj+wsRedp+Vg+LyCLXPt/3uMrjWykiL7nGsdq171L7s/CMiFxag7H9k2tcvxKRl137Un12InKTiLwoIk8F7BcR+Wd77P8pIktd+5J7bqraMD/Am4BTgW3AsoBjssCvgdcBOeBJ4PfsfbcBl9ivvw18OsGxXQd8zn79OeDvI46fBxwEZtl/bwEuTPHZxRofMBSwvabPDngDcIr9ej7wAnBsWs8u7HPkOmYt8G379SXArfbr37OPnwGcZF8nW+Wxvdf12fq0M7aw97jK41sJ3OBz7jzgOfv3XPv13GqOzXP8VcBNVXx27waWAk8F7P8AcB9WEdI/AP49jefWUBqD1nf/hwvsa8a99oXAfao6nOAYwih1fJPUw7NT1V+p6jP26wPAi0BkBmcF+H6OPMe4x307cJb9rC4AblHVUVV9HnjWvl7VxqaqP3V9tn6OVaSyWsR5dkG8D3hQVQ+q6iHgQeD9NRzbCqAnwfuHoqr/D2vBGMQFwL+oxc+xCpGeQMLPraEEQ0wS6f9QBr+rqi8A2L9/J+L4S5j6gfuGrR7+k4jMSHBspYxvplh9L37umLmos2cnIu/AWu392rU56WcX9DnyPcZ+NoexnlWcc9Mem5tVWKtMB7/3OEniju+/2+/Z7SLiVGCum2dnm99OAra6Nqf97KIIGn+iz60a1VVLQuqk/0OpYyvxOicAS7AKCzp8HvgN1oS3CavA4FdrML6FqnpARF4HbBWRPsCvM1Itn933gUtVtWBvrvjZ+d3KZ5v3f07tsxZB7OuLyCeAZcB7XJunvMeq+mu/81Mc391Aj6qOisinsDSvM2Oem/bYHC4BblfVCde2tJ9dFFX5zNWdYNA67v8QNjYR+a2InKCqL9iT14shl7oIuFNVj7iu/YL9clREbgb+qpSxJTU+20yDqj4nItuAtwH/mzp4diJyDHAP8Le2Gu1cu+Jn50PQ58jvmH0i0gLMwTIDxDk37bEhImdjCd73qOqosz3gPU5ycoscn6oOuP78Dlb/d+fcMzznbqvm2FxcAlzh3lCFZxdF0PgTfW7NaEqa7P8gVuTMJcBdanlonP4PkHz/h7vsa8a59hS7pT0hOvb8DwO+UQlpjk9E5jpmGBHJA38EPF0Pz85+L+/Esq/+yLMvjWfn+zkKGfeFwFb7Wd0FXCJW1NJJwCnAfyQwpthjE5G3ARuB81X1Rdd23/c4wbHFHd8Jrj/PxyrJD5YWvdwe51xgOcWadepjs8d3KpYT9xHXtmo8uyjuAv7Ejk76A+CwvTBK9rml6WFP+gf4YyzJOAr8Frjf3j4fuNd13AeAX2FJ8mtc21+H9QV9FvgRMCPBsXUCDwPP2L/n2duXAZtdxy3GaliU8Zy/FejDmtR+ALQn/Owixwf8oT2GJ+3fq+rl2QGfAI4AT7h+Tk/z2fl9jrBMVOfbr2faz+JZ+9m8znXuNfZ5O4FzU/guRI3tIfs74jyru6Le4yqP7++AHfY4fgq80XXuJ+1n+ixwWbXHZv/9ZeBaz3mpPzusBeML9md9H5Z/6FPAp+z9Aqy3x96HKzozyedmSmIYDAaDoYhmNCUZDAaDoQKMYDAYDAZDEUYwGAwGg6EIIxgMBoPBUIQRDAaDwWAowggGg8FgMBRhBIPBYDAYivj/AX4pKyRXqsn/AAAAAElFTkSuQmCC
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<h3>Practice</h3>
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<p>Create a network with three hidden layers each with ten neurons, then train the network using the same process as above</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Practice: Create a network with three hidden layers each with ten neurons.</span>
<span class="n">Layers</span> <span class="o">=</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">Net</span><span class="p">(</span><span class="n">Layers</span><span class="p">)</span>
<span class="n">learning_rate</span> <span class="o">=</span> <span class="mf">0.01</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">DataLoader</span><span class="p">(</span><span class="n">dataset</span> <span class="o">=</span> <span class="n">data_set</span><span class="p">,</span> <span class="n">batch_size</span> <span class="o">=</span> <span class="mi">20</span><span class="p">)</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">LOSS</span> <span class="o">=</span> <span class="n">train</span><span class="p">(</span><span class="n">data_set</span><span class="p">,</span> <span class="n">model</span><span class="p">,</span> <span class="n">criterion</span><span class="p">,</span> <span class="n">train_loader</span><span class="p">,</span> <span class="n">optimizer</span><span class="p">,</span> <span class="n">epochs</span> <span class="o">=</span> <span class="mi">1000</span><span class="p">)</span>
<span class="n">plot_decision_regions_3class</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">data_set</span><span class="p">)</span>
<span class="c1"># Type your code here</span>
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SMivxaR/VX1kyDiafEzVH8f4rMb6/1b85bNgA3xmZ4pKB46oLS8ckHSppnVFWUz/eVUH47tP1AmAQ+p6q9E5CTgdyJytKpm/e2ogSUo8abK/RZwVTXlOx9E5ABgvaqqiIzFm7SxMaiYWh/U7d/5iS1P/F/YIZgArbzoYg556EE+uvFnHDB9Ojtefok9xp7I0PFfCzs00we01G1rqq4oG9PJ7hpgeNL6MDoO4X0PGA+gqm+KyGBgfyDrJf6D7EGdDFwK/FNEEm91+ylwCICq3gucD1whIk1AHTBRA/znf1Q6FuumT0/fyPRpidfLr77sMsCbFDPo+ecYdPjhYYZl+r75wEgRGQGsASYCF7Vrswr4MvCQiDjAYODjIIIJchbf66TuLia3uRu4O6gYOl7Q+1bQj7tQNrwXXcu//g0rrWR6RVWbRGQaMBcoBB5Q1cUicguwQFVnA9cB94vINXifqpOD6lhEqhZf6z2o/pufqFuwIH0j028l3hwMsN9ll7Hx/vuJuUsi8XC6yQ5VnYM3dTx5201Jy0vwRsgCF6lSR7uLxfZfKy/9VtghmDyx8f77vYWWrN+7NiYnopWgEsVibZ65McbkvUglqNZiseGGEZhUD4QaY0xfFakElagk0V9vQm34VcrZ/MYY0ydFKkHRzytJJFfONiahZuo0KzBr+qRIJaiWCBWLNSZhxyuvsOqyKWGHYUy3RSpB9edisbuWhFYk3vQBdW+/jRtzaN6xI+xQjMlYtBJUPx7iW3HueWGHYPqA5k2bWpfrq6rY+NvfhhiNMV2L5oO6NsRnIqqlblfr8vKvfwOAomHDGfq1r4YVkjGdimQPqr/lp8b1Wa/RaPqpFWed1WHbmquvZserr7J51iyaPg6kpJoxPRKpHlRCP8tPbHrwwbBDMH1IcjmkhNU/uByAdT+/xer5mbwRqR5UYoivvxWL3fTQQ2GHYPqRZSd/IewQjAEilqC0Hz6nq83NYYdg+pnmjRvZtWxZ2GEYE7EE5X/vTwmq+sKJYYdg+qG11/847BCMiViC6odDfLvefz/sEEw/VL9sGW7MoaW+PuxQTIRFKkG19LN3+W2bMyd9I2N6Yemxo2lcty7sMExERSpB0VpJon/0oNZce13YIZgIqDrl1LBDMBEVqQTVnypJ2KvdTS4tP/sc1F58aHIsUgmqPxWL3VBxa9ghmAipj8eJjzrKZveZnIpUgupPxWI3Pfxw2CGYCFpx5lnsfOedsMMwERGtBNVPhvi2v/hi2CGYCFt50cU2u8/kRGAJSkSGi8jLIuKKyGIRuTpFGxGRu0SkSkQWicjxQcUDuytJ9OViRy0NDdRMnRZ2GCbiVpxn1fNN8NImKDfmfNONOUP85RvdmPO0G3MySSRNwHWq6gDjgKkiMqpdmzOAkf7XFOCebkXfTT2pJNG8YwfLzzobN+aw6rvfRRsbgwkuQ0uPOTbU6xsD0FD1YdghmAjIpAf1MyfubndjzheArwEPk0EiUdWPVPUdf3k74AIHt2t2FvCIet4C9haRA7v1E/RApvlp19KlLBvzOeqXLgWg9o03iX/2GDZmUPtOVXFjTutXNoZElp99Tq/PYUy2rPvFL8MOwfQBpeWVT5WWV5aVlld2e8QukwMSxd7KgHucuPssMLA7FxGRUuA4YF67XQcDq5PWa+iYxHBjzhQ35ixwY84CbWrqzqXb6E6xWG1uZsVZZ6fct6HiVtZce22H7U2bN7cmpLjTtrO49NjRvZqmWz1xEvXxeI+PNybbNj/6KDsXLAg7DJNlIjJeRJb6t17KU+z/bxFZ6H8tE5EtaU55D3AR8EFpeWVFaXllLNNYMklQa9yYcx9wATDHjTmDMjwOABHZE3gK+JGqbmu/O8UhHR7wceLuTCfujnHi7hgZ0PM3hHRniC9+1NFd7t8250+suPDCNts+OOnzXZ9z1FHpL5zC2htvpG7hwh4da0yQVl5yKXWLF7PigguJHzvaqpv0cSJSCMzAu/0yCpjU/taMql6jqqNVdTTwv8DTXZ2zuqLsr9UVZRcDxwPVwAul5ZVvlJZXfqe0vLKoq2MzSTQXAHOB8U7c3QLsC2RUSVJEivCS06OqmuqHqAGGJ60PA9Zmcu6eyLRYbEtDQ0bn2/XeIqonXQTA+ltvy+iYVO/i6UrdokVsffKpbh1jTC5Vn3c+uxYtQuvrWXPtdd6Q9q5d6Q80+WgsUKWqy1W1AXgM71ZMZyYBs9KdtLS8cj9gMvB94F3gTryE9UJXx2XSHTkQqHTibr0bc04BjgEeSXeQePWEfgu4qnpHJ81mA9NE5DHgRGCrqn6UQUw9kqi+kK7U0Uo/6WSi7t13cY86Grrx2gs35nDEP+ZROHRol+3W33qbvYzQ9ElLRx/HkQvfpWDw4LBDMd2T6rbLiakaisihwAjgpa5OWFpe+TQQA34HfKO6oizxGf94aXlll2PEmSSop4Axbsw5HC/hzAb+AExIc9zJwKXAP0UkMT71U+AQAFW9F5jjn6cK2Al8J4N4emx3JYmu7Vq8uHsn7sE7mZaNPZHBxxzDwf91O0UHHUTy0GXLzp0sPf6Ebp/TmHyydPRxGf1DzORWQfHQAe0Sw8zqirKZ/nJGt118E4EnVTXdB+Dd1RVlKZNYdUXZmK4OzCRBtThxt8mNOecC/+PE3f91Y8676Q5S1ddJkwvU69JMzSCGLEnfg6p9881cBcOuRYv48Ktfy9n1jMm1ld+ezGHPdHmLwuRYS922pi4SQ3duu0wks89vp7S88p3qirItAKXllfsAk6oryn6d7sBM7kE1ujFnEvAt4Hl/W5c3tvJVJpUkVn3nu7kJxpgIqHfd0J8dNN0yHxgpIiNEZCBeEprdvpGIHAnsA2TyL/rLEskJoLqibDNwWSbBZJKgvgOcBPy7E3dXuDFnBPD7TE6eb/pTsVhj+or4Z4+heUdt2GGYDKhqEzANb2KcCzyhqotF5BYROTOp6STgMc3stQoFpeWVrR+6peWVhWT4qFLaIT4n7i5xY871wBFuzDkaWOrE3YpMTp5vdk+S6GR/L56xMsZ0rmbqVA59+KHAr7P9xRcZOGIEgw47LPBr9VeqOgdvfkDytpvard/cjVPOBZ4oLa+8F+8+y+XAnzM5MJNSR6cAH+DNjf81sMyNOV/sRnB5I900800ZVIgwxnTfznnzqPry6Wx97jlaaoPrTdVMncbyCWVsf/llWhoa0B5MYDJZ9694M/2uwLtn9SLwk0wOlHQ9NDfmvA1c5MTdpf76EcAsJ+6GMs2spKREa3v4B/7Gh59w0f3zmHXZOE76zH4d9nf3GSVjTM+MfP1vaHMz256vpKWujj3GnEDJuHG9Pm+q/4ePfHsBBSUlvT53fyEiO1W1T/wHyWQWX1EiOQE4cXeZG3P65CQJelAs1hiTfR984f912ObE3UCutfGBB9nnkouRoiIK99wzkGuYzpWWV44E/hOvMkXrg3HVFWVpx2EzSVAL3JjzW7yHrAAuBt7uQZyhS/QVM6nFZ4zpHz6ZMYNPZswAILZkMVIQqdfg5YMHgenAfwOn4k28y+hDOJPf1BXAYuAq4GpgCd5Nrj6nJc0kCWNM/7bxvvvCDiGKiqsryl4EpLqibGV1RdnNwGmZHJjJLL564A7/q0/TLipJ7Hj11ZzGYoxpK/n+UdHw4QyfeR+DRozI6jU+vvMu9r/iiqye06S1y3/Vxgel5ZXTgDXAv2RyYKcJyo05/6TzEhc4cfeY7kYZtq5m8e1ygxn/NsZ0X+Pq1Sw/YwLDfj2DIadl9I/tjNW+NY8Nv/oVpX94FCnqeDt93S9+SfGxx7DXmWemONr0wI+APfBG4X6BN8z37UwO7HQWnxtzDu3qQCfuruxejNnRm1l8peWVADx95ec5/pB92uyzGXzG5KcBBxzAZ/4yF1RZ9b3v8amrrqJ49Ghqpk7jX66/nsFHHgF4Lxjt7B1uyWTQILS+nsFHHcWIp57ssD/xWRDUpI2w5XIWn/9QbkV1RVlGb8BoL+0083yTjQT1zJWf5zhLUMb0WYf+/nesvORSAIoOOojPzP0z8c92f1Dn4Dt+RfEJYyj69O4Rp+QEpS0tbPivX7HvpZdQdGDgL/vOiVxPMy8tr3wJ+HJ1RVm3k03P3/7Xh6V73YYxJr8lkhNA49q1rL3hpz06z5prrwNS95aqvnw6jWvWAF5h5yFf/SoysIh9Jk7s0bUi7F3g2dLyyv8DWnsX1RVlaasIRzJBdVUs1hjT92x7/vn0jbpQPekiPv3Tn9K4dnfh7kRyAtDmZtb/x38AWILqvn2BjbSduaekeRMvRChBtbTs7l22LxbbuH59rsMxxuSRunffpfqb3+xyf2dUlY/vuIOh3/gGg484Iojw+rTqirIev+evJ7P4BNC+NouvJeleW/sRvuR/KRljTHc0b9nCxvt/w5Ynn+KIN98IO5y8U1pe+SApckl1RVnadxt11YP6em+CyjfNXSSo+g8/zHE0xpi+aserr7Lnl77UcUcfm3CWQ8njr4OBc+j8JYhtdJqgwppGHpTkv532Q3zrfnYTxhiTiY9+dhMH3X47W2c/yz4TJ6Z8lsrsVl1R9lTyeml55Szgr5kcm/YelBtzxgH/Czh4L5kqBGqduDu0+6GGp7ml8x6UMcZkqmnDBlZ923vOdOtTu+/zN2/ZgjY3I4WFYYXWV4wEDsmkYSaTJO7Ge+3v/wFj8F79fniPQwtJ8j0oKxZrjAnC9hf+ytDxXws7jLxSWl65nbb3oNbhvSMqrYxm8Tlxt8qNOYVO3G0GHnRjTp+7E9jSsnvZ8pMxJgja2BB2CHmnuqJsSE+PzaSa+U435gwEFrox5zY35lwD9ImXXSVrM4svxDiMMf1XS20tdYsW8cm996ENlqwASssrzyktr9wraX3v0vLK9DWpyKwHdSleIpsGXAMMB85Nd5CIPIA3E3CDqh6dYv8pwLPACn/T06p6SyZB90Rn08ztj8gYky3rbv5563Lz1q3Q0sKep3yJkpNOCjGq0E2vrih7JrFSXVG2pbS8cjrwx3QHZpKgznbi7p3ALuDnAG7MuRq4M81xD+Hdv3qkizZ/U9WcT2dPLnXUUleX68sbYyJg04MPet8ffhiAA37+c/a58AIAtr/0MgOHD2PQyJGhxZdDqUbqMrq9lEmjb9MxGU1Osa0NVX1NREozCSLX2gzx2Q0pY0wOrJs+nXXTpzN0wgS2zZnTun3/adPYf+qVbf/hXF8PqhQMHtzmHNv/+lcGlpYy6PA+NU9tQWl55R3ADLzJEj8kw7eyd1VJYhJwETDCjTmzk3YNxaurlA0nich7eA9tXa+qizuJZQowBUCbmnp0oeQpJMl/CJsffbRH5zPGmJ5ITk4An9x9N5/cfXfr+n6XfZ+NDz0MjY0AHPLQQ5SMOxGAmmk/BPrcq0B+CPwMeNxf/wtwYyYHdtWDegP4CNgf+FXS9u3Aou7H2ME7wKGqukNEJuCNR6bs7zpxdyYwE0BKSnr9uHZysdid8xf09nTGGJM1G+//TZv1VZMnA1B83HEhRNN71RVltUB5T47tdBafE3dXOnH3FSfungTEgSH+V40Td3vWjUmiqttUdYe/PAcoEpH9e3veTCRXkti1dGkuLmmMMb3SVcHabBKR8SKyVESqRCRlYhGRC0RkiYgsFpE/dHW+0vLKF0rLK/dOWt+ntLxybiaxpJ1m7sacbwL/AL4JXADMc2PO+ZmcvCsicoD4Y20iMtaPJVtDhx20KXWU1INq3hjYJY0xpk8RkUK8e0VnAKOASSIyql2bkcANwMmqehTeK927sn91RdmWxEp1Rdlm4F+6aN8qk0kSNwKfc+LuBgA35nwKr45Sx3clJxGRWcApwP4iUgNMB4oAVPVe4HzgChFpAuqAiZqj1/vavAhjjElpLFClqssBROQx4CxgSVKby4AZqroZQFU3pDlnS2l55SHVFWWrAErLK0tJ/aaMDjJJUAWJ5OTbSAY9L1WdlGb/3XjT0HPO3qhrjDEpHQysTlqvAU5s1+YIABH5O15t1ptV9c9dnPPfgNdLyytf9de/iD/pLZ1MEtSf3ZgzF5jlr18I/CmTk+cTxSpJGGNMQfHQAaXllcmzw2ZWV5TN9JdTfTy27+0MwJvQdgowDPibiBytqlvaHwhQXVH259LyyjFOkGFbAAATWUlEQVR4SWkhXoGGjB5ATZugnLj7YzfmnAt8wQ9+phN3n0lzWF5LFIutX7EiTUtjjOlfWuq2NVVXlI3pZHcNXrWghGF0fHdTDfCWqjYCK0RkKV7Cmp/qhKXlld8HrvbPtRAYB7xJ21fAp5TJJIlbnbj7tBN3r3Xi7jVO3H3GjTm3pjsunyVG+LY++2y4gRhjTH6ZD4wUkREiMhDvTRaz27X5I3AqgD/z+ghgeRfnvBr4HLCyuqLsVOA44ONMgsmkWOxXUmw7I5OT55U2Lyz0bLz3vlBCMcaYfKSqTXh1V+cCLvCEqi4WkVtE5Ey/2Vxgo4gsAV4GfqyqXU2H3lVdUbYLoLS8clB1RVkcODKTeLqqJHEFcCVwmBtzkh/MHQL8PZOT56uCArsLZYwxqfjPpc5pt+2mpGUFrvW/MlHjPwf1R+CF0vLKzfT2le/AH/AmQ/wnbZ8C3u7E3U0ZBpaX7IWFxpi+TJuakAEZ1VsNXXVF2Tn+4s2l5ZUvA3sBXc36a9XpT+jE3a3AVqDL6eJ9RfI0lAKB+qqq0GIxxpjeaFi5kkGf+UzYYXRbdUXZq+lb7ZbJPah+R0RYPeUHYYdhjDGmC5FMUIUFQuPajIZAjTHGhCQyCarh492zGj+6/voQIzHGGJOJ6CSo5bun6de++GKIkRhjjMlEZBJUwaBBrcuSWZ1CY4wxIYpMgiIpQRXmpmi6McaYXohMgpLC3TPqxRKUMcbkvcgkKAp3/6g2xGeMMfkvMgmq/sPdlcutjoQxxuS/yCSoltodAOxbtzXkSIwxppcicpsiMgmKgkIAvhWfG3IgxhhjMhGZBKVWwdwYY/qUyCQoSVQwj0jX2Bhj+rrIJKjEEJ8xxpi+IUIJyob4jDGmLwksQYnIAyKyQUTe72S/iMhdIlIlIotE5PigYvEu6P2olqaMMaZvCLIH9RAwvov9ZwAj/a8pwD0BxgIF0eksGmNMfxDYp7aqvgZ09Wr4s4BH1PMWsLeIHBhUPDbEZ4wxfUuYL7U/GFidtF7jb/uofUM35kzB62WhTU09vFwB0Gxljowxpo8IM0Gl6tKkzB5O3J0JzASQkpIeZZiCkj2A7T051Bhj8ktEHpcJ88ZMDTA8aX0YENh72ItPOAGAA26eHtQljDHGZFGYCWo28C1/Nt84YKuqdhjey5bEg7oFgwbjxN2gLmOMMSZLgpxmPgt4EzhSRGpE5HsicrmIXO43mQMsB6qA+4Erg4rFGGNMZkRkvIgs9R8BKk+xf7KIfCwiC/2v7wcVS2D3oFR1Upr9CkwN6vodr9d2fdivZ1BzZc4ub4wxeU9ECoEZwFfwbsPMF5HZqrqkXdPHVXVa0PFE7uGgxMyMPU89NdQ4jDEmD40FqlR1uao2AI/hPRIUijBn8YWqtXisMcZESEHx0AGl5ZULkjbNrK4om+kvp3r858QUpzlPRL4ILAOuUdXVKdr0WmQSlNrzT8YYQ0vdtqbqirIxnezO5PGf54BZqlrvzyl4GDgtmzEmRG+IL/k/v5U/MsaYZGkf/1HVjapa76/eD5wQVDCR/oTe73vfDTsEY4zJJ/OBkSIyQkQGAhPxHglq1a4k3ZlAYM/tRCZBpXrwuuTkk3MfiDHG9JIGVElCVZuAacBcvMTzhKouFpFbRORMv9lVIrJYRN4DrgImBxIMEboHlZA8xFcyblx4gRhjTB5S1Tl4z6kmb7spafkG4IZcxBKZHpQxxpi+JTIJyubwGWNM3xKZBJUg9k5dY4zpEyKXoIwxxvQNkUlQnc56KSrKbSDGGGMyEpkEldC+wtHgI44IJxBjjDFdilyCaq9gyJCwQzDGGJNCZBJUZ7P4Drjppk72GGOMCVNkElRnCvfeK+wQjDGmeyLy3EzkE1SHm1LGGGPyQmQSVGeT+ArtHpQxxuSlyCSohPYvKpQBkStHaIwxfULkEpQxxpi+IUIJKiJ3FY0xpp+IUILy2JQIY4zpGwJNUCIyXkSWikiViJSn2D9ZRD4WkYX+1/eDjMcYY0zfEdgMAREpBGYAX8F7z/18EZmtqkvaNX1cVacFFUdCQC+gNMYYE5Age1BjgSpVXa6qDcBjwFkBXi8jqR57OvjOO3MfiDHGmC4FOcf6YGB10noNcGKKdueJyBeBZcA1qrq6fQM35kwBpgBoU1PWAx2w7z5ZP6cxxgQnGkNCQSaoVPMR2v9XfQ6Ypar1InI58DBwWvuDnLg7E5gJICUlPfrNdHWQ7LFHT05pjDEmQEEO8dUAw5PWhwFrkxuo6kZVrfdX7wdOCDAeIPUbdYuPOiroyxpjjOmmIBPUfGCkiIwQkYHARGB2cgMROTBp9UzADTAeY4wxfUhgQ3yq2iQi04C5QCHwgKouFpFbgAWqOhu4SkTOBJqATcDk4OIJ6szGGGOCEGghOlWdA8xpt+2mpOUbgBuCjKE9K15ujDF9Q+QqSRhjjOlcugILSe3OFxEVkTFBxRKZBKVppmXudd65OYrEGGPyU1KBhTOAUcAkERmVot0Q4CpgXpDxRCZBJXQ2wld89NE5jcMYY/JQpgUWfgHcBuwKMhh7GZJvz1NPhZ/fEnYYxhgTqILioQNKyysXJG2aWV1RNtNfTltgQUSOA4ar6vMicn2QsUYmQaWbxVd0wAG5CcQYY3qrF9OSW+q2NVVXlHV236jLAgsiUgD8NwHOuE4WvSE+m8VnjDGdSVdgYQhwNPCKiFQD44DZQU2UiFyCMsYY06kuCyyo6lZV3V9VS1W1FHgLOFNVF6Q+Xe9EJkFl0iMe5DjBB2KMMXlKVZuARIEFF3giUWDBL6qQU5FJULt1Psa376WX5jAOY4zJP6o6R1WPUNXPqOq/+9tu8qv/tG97SlC9J4hkgurcXuecHXYIxhhjfJFJUOke1AUQm0FhjDF5IzIJKsFykDHG9A2RS1DpDLvn12GHYIwxhgglqEyfa9vzlFMCjcMYY0xmIpOgEtKN8IkIFBXlJBZjjDGdi1yCysSRbwc2a9IYY3ovIm9gtQSVQsHAgewxblzYYRhjTKRFLkFlOpX80IceDDgSY4wxXYlcguqOI995O+wQjDEmsiKToHoyZFuwxx4c+e472Q/GGGNMWpFJUAndfU63oLgYJ+5y4L//eyDxGGOMSS0yLyzsrb3PO5e9zzsXbWxk+wsvsOF/7qRx1arW/UPGj2fg8GFoQwObHn4kxEiNMaZ/CDRBich44E6gEPiNqla02z8IeAQ4AdgIXKiq1UHEkkktvkxIURFDJ0xg6IQJnbb51HXXsfSYY7NyPWOM6cCmmfeOiBQCM4AzgFHAJBEZ1a7Z94DNqno43muEbw0qnt1xBX0Fb5p6zF0S/IWMMZHUvH1H2CHkRJD3oMYCVaq6XFUbgMeAs9q1OQt42F9+EviyBFRSvGZzXRCn7ZSI4MRdSh9/LKfXNcb0f/UfVoUdQk4EOcR3MLA6ab0GOLGzNqraJCJbgf2AT5IbuTFnCjAFQJuaehRMcVEhgwYUcNDexT06vqeKjz0WJ+6iTU1s+/Nc1v/ylzRv2ZLTGIwx/cuQL30p7BByQjSgsUwR+SbwNVX9vr9+KTBWVX+Y1Gax36bGX//Qb7Oxs/OWlJRobW1tt+NRVVShoMDet2H6l0z+H7Z3nfVMUJ+PPZWN36OI7FTVkiyEE7gge1A1wPCk9WHA2k7a1IjIAGAvYFMQwYiIvQvK9EuWfIJj/23DFeQ9qPnASBEZISIDgYlA+3fazwa+7S+fD7yk+fZPFmOMMaEIrAfl31OaBszFm2b+gKouFpFbgAWqOhv4LfA7EanC6zlNDCoeY4wxfUtg96CC0tN7UMYYY/rWPajIlToyxhjTN1iCMsYYk5csQRljjGklI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<p>Double-click <b>here</b> for the solution.</p>
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Layers = [2, 10, 10, 10, 3]
model = Net(Layers)
learning_rate = 0.01
optimizer = torch.optim.SGD(model.parameters(), lr = learning_rate)
train_loader = DataLoader(dataset = data_set, batch_size = 20)
criterion = nn.CrossEntropyLoss()
LOSS = train(data_set, model, criterion, train_loader, optimizer, epochs = 1000)
plot_decision_regions_3class(model, data_set)
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<p><a href="http://cocl.us/pytorch_link_bottom">
    <img src="https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/DL0110EN/notebook_images%20/notebook_bottom%20.png" width="750" alt="PyTorch Bottom" /></p>

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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>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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