output/10_feedforward_neural_network__housing__advanced.html

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.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

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

<span class="c1"># Prints numpy arrays nicer</span>
<span class="n">np</span><span class="o">.</span><span class="n">set_printoptions</span><span class="p">(</span><span class="n">precision</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">suppress</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">100</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">boston_housing</span> <span class="o">=</span> <span class="n">sklearn</span><span class="o">.</span><span class="n">datasets</span><span class="o">.</span><span class="n">load_boston</span><span class="p">()</span>
<span class="c1"># Uncomment the following line for a description of the dataset.</span>
<span class="c1"># print(boston_housing[&#39;DESCR&#39;])</span>
<span class="n">xs</span> <span class="o">=</span> <span class="n">boston_housing</span><span class="o">.</span><span class="n">data</span>
<span class="n">ys</span> <span class="o">=</span> <span class="n">boston_housing</span><span class="o">.</span><span class="n">target</span>

<span class="n">standardize_xs</span> <span class="o">=</span> <span class="kc">True</span>
<span class="k">if</span> <span class="n">standardize_xs</span><span class="p">:</span>
    <span class="n">xs</span> <span class="o">=</span> <span class="p">(</span><span class="n">xs</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">xs</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">))</span> <span class="o">/</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">xs</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">ys</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">expand_dims</span><span class="p">(</span><span class="n">ys</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span>  <span class="c1"># Adding the extra axis enables tf.matmul later</span>

<span class="n">data</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">xs</span><span class="p">,</span> <span class="n">ys</span><span class="p">))</span>

<span class="c1"># Perform 60% / 40% training/test split</span>
<span class="n">split_index</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span> <span class="o">*</span> <span class="mf">0.6</span><span class="p">)</span>
<span class="n">train_data</span> <span class="o">=</span> <span class="n">data</span><span class="p">[:</span><span class="n">split_index</span><span class="p">]</span>
<span class="n">test_data</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">split_index</span><span class="p">:]</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Num training examples:&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Num testing examples:&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">test_data</span><span class="p">))</span>
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<pre>Num training examples: 303
Num testing examples: 203
</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Hyperparameters</span>
<span class="n">learning_rate</span> <span class="o">=</span> <span class="mf">0.005</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">standardize_xs</span> <span class="k">else</span> <span class="mf">0.05</span>
<span class="n">num_epochs</span> <span class="o">=</span> <span class="mi">500</span>
<span class="n">num_features</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span>
<span class="n">num_hidden</span> <span class="o">=</span> <span class="mi">20</span>
<span class="n">batch_size</span> <span class="o">=</span> <span class="mi">10</span>

<span class="c1"># Model Definition</span>
<span class="n">batch_x</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">placeholder</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">float32</span><span class="p">,</span> <span class="n">shape</span><span class="o">=</span><span class="p">[</span><span class="kc">None</span><span class="p">,</span> <span class="n">num_features</span><span class="p">])</span>
<span class="n">batch_y</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">placeholder</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">float32</span><span class="p">,</span> <span class="n">shape</span><span class="o">=</span><span class="p">[</span><span class="kc">None</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>

<span class="n">dense1</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Dense</span><span class="p">(</span><span class="n">num_hidden</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="n">tf</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">sigmoid</span><span class="p">)</span>
<span class="n">dense2</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Dense</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>

<span class="n">h</span> <span class="o">=</span> <span class="n">dense1</span><span class="p">(</span><span class="n">batch_x</span><span class="p">)</span>
<span class="n">y_prediction</span> <span class="o">=</span> <span class="n">dense2</span><span class="p">(</span><span class="n">h</span><span class="p">)</span>

<span class="n">loss</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">losses</span><span class="o">.</span><span class="n">mean_squared_error</span><span class="p">(</span><span class="n">labels</span><span class="o">=</span><span class="n">batch_y</span><span class="p">,</span> <span class="n">predictions</span><span class="o">=</span><span class="n">y_prediction</span><span class="p">)</span>
<span class="n">train_op</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">train</span><span class="o">.</span><span class="n">AdamOptimizer</span><span class="p">(</span><span class="n">learning_rate</span><span class="p">)</span><span class="o">.</span><span class="n">minimize</span><span class="p">(</span><span class="n">loss</span><span class="p">)</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[4]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">with</span> <span class="n">tf</span><span class="o">.</span><span class="n">Session</span><span class="p">()</span> <span class="k">as</span> <span class="n">sess</span><span class="p">:</span>
    <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">global_variables_initializer</span><span class="p">())</span>

    <span class="c1"># Training</span>
    <span class="n">time_before</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
    <span class="n">losses</span> <span class="o">=</span> <span class="p">[]</span>  <span class="c1"># Storing losses so we can plot them later</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">num_epochs</span><span class="p">):</span>
        <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">shuffle</span><span class="p">(</span><span class="n">train_data</span><span class="p">)</span>
        <span class="n">cumulative_loss</span> <span class="o">=</span> <span class="mi">0</span>
        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">),</span> <span class="n">batch_size</span><span class="p">):</span>
            <span class="n">_batch_x</span><span class="p">,</span> <span class="n">_batch_y</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">train_data</span><span class="p">[</span><span class="n">i</span><span class="p">:</span><span class="n">i</span> <span class="o">+</span> <span class="n">batch_size</span><span class="p">])</span>
            <span class="n">_loss</span><span class="p">,</span> <span class="n">_train_op</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span>
                <span class="p">(</span><span class="n">loss</span><span class="p">,</span> <span class="n">train_op</span><span class="p">),</span>
                <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">batch_x</span><span class="p">:</span> <span class="n">_batch_x</span><span class="p">,</span> <span class="n">batch_y</span><span class="p">:</span> <span class="n">_batch_y</span><span class="p">})</span>
            <span class="n">cumulative_loss</span> <span class="o">+=</span> <span class="n">_loss</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">_batch_x</span><span class="p">)</span>
        <span class="n">average_loss</span> <span class="o">=</span> <span class="n">cumulative_loss</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">)</span>
        <span class="k">if</span> <span class="n">epoch</span> <span class="o">%</span> <span class="mi">25</span> <span class="o">==</span> <span class="mi">24</span><span class="p">:</span>
            <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Epoch: </span><span class="si">{}</span><span class="s1">, Loss: </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">epoch</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">average_loss</span><span class="p">))</span>
        <span class="n">losses</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">average_loss</span><span class="p">)</span>
    <span class="n">time_after</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Training took </span><span class="si">{:.2f}</span><span class="s1">s.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">time_after</span> <span class="o">-</span> <span class="n">time_before</span><span class="p">))</span>

    <span class="c1"># Prediction</span>
    <span class="n">train_xs</span><span class="p">,</span> <span class="n">train_ys</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">train_data</span><span class="p">)</span>
    <span class="n">train_ys_prediction</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">y_prediction</span><span class="p">,</span> <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">batch_x</span><span class="p">:</span> <span class="n">train_xs</span><span class="p">})</span>

    <span class="n">test_xs</span><span class="p">,</span> <span class="n">test_ys</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">test_data</span><span class="p">)</span>
    <span class="n">test_ys_prediction</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">y_prediction</span><span class="p">,</span> <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">batch_x</span><span class="p">:</span> <span class="n">test_xs</span><span class="p">})</span>
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<pre>Epoch: 25, Loss: 4.660375104583923
Epoch: 50, Loss: 2.672012265759333
Epoch: 75, Loss: 2.1450728696368313
Epoch: 100, Loss: 1.7935935210670182
Epoch: 125, Loss: 1.878484863259218
Epoch: 150, Loss: 1.458830704783449
Epoch: 175, Loss: 1.1211792636822553
Epoch: 200, Loss: 1.4351731176816984
Epoch: 225, Loss: 1.0233938303766865
Epoch: 250, Loss: 0.838276475766311
Epoch: 275, Loss: 0.877242519025362
Epoch: 300, Loss: 0.9826477998160686
Epoch: 325, Loss: 0.7286996273907891
Epoch: 350, Loss: 0.7947046980015909
Epoch: 375, Loss: 0.9739485576798027
Epoch: 400, Loss: 0.7791742861959408
Epoch: 425, Loss: 0.8028020988473601
Epoch: 450, Loss: 0.7680580795499752
Epoch: 475, Loss: 0.8987323663907476
Epoch: 500, Loss: 0.721357917118043
Training took 8.48s.
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<div class="prompt input_prompt">In&nbsp;[5]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">dpi</span><span class="o">=</span><span class="mi">150</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Loss over Time&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Epoch&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Loss&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">losses</span><span class="p">)),</span> <span class="n">losses</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#458588&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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yc6OvGNLJIkSSrRUy60RMSbgOcAd9cv6veDwMrMXNFl2A/r7Qkd+5/fcXxcZo4CtwFDwLP3cdo9YaVFkiRJM8FM7mkBICJ+DzgWmAc8r/75YeCNmbmtPu2IetstsJCZwxGxBlgSEQsyc31ELAQWTTau3n8ScCRVk/7M0rnmsSRJklSgGR9agF8EXtby/n7gzZl5U8u++fV24ySfM0zV17IAWN8yZrJxw/V2we5MNCJun+DQ0bszfqpZaZEkSdJMMONvD8vMMzIzgCXAaVS3hH0nIv5nb2dWvp2WPO7RPCRJkqTJPBUqLQDUSxVfHxGvAr4HXBgR12TmD4AN9WlzJ/mIefV2fb3d0HJsLrBuN8bsao7HdttfV2CO6XZsWnWUWqy0SJIkqUQzvtLSKTO3AJ+n+iv52GpgD9Tbw7uNiYh5VLeGPZmZ6+vPWQesnWxcy/7793HaPdFZaZEkSZJK9JQLLbUn6u2B9fZOYAQ4MCIO63L+ifW2s5n+lo7j4yKiHziOatnju/Zptj3S2YdvpUWSJEkleqqGlp+vtz8FyMxNwLfqfW/ocv659fbLHfuv7jje6jVUyx1f2+0hlzOBPS2SJEmaCWZkaImIl0TEKyJiVsf+/oh4D/AmYBPVbWJjLqq350fEs1rGvBh4J7AG+HTHpS6h6mV5bUSc3TLmIOAj9duPTsFX6o2dlg/rySwkSZKkSc3URvxnAZcCT0TETcAq4ADgeOAQqlu23pKZD44NyMxrI+JjwHnAzRHxDWAAOJPqr+9vrZv5aRmzOiLeBnwBuCIiltfXOoOqB+aizFw+nV90Ou1caTG1SJIkqTwzNbR8B/hjqtvATqAKLKPAfcAVwJ9n5j2dgzLzdyLiZuDdVGFlFLgWuDAzv9vtQpn5xYg4DTgfOIUq6NwBfDwzL5/i77Vf7dzT0pt5SJIkSZOZkaElM+8F9uo5LJl5GXDZHo65AXjl3lyvZFZaJEmSNBPMyJ4WTRF7WiRJkjQDGFoabOfMYmqRJElSeQwtDRYdTS32tEiSJKlEhhaNs9IiSZKkEhlaGqyz0mJmkSRJUokMLQ1mT4skSZJmAkNLg+1UaZEkSZIKZGjROOsskiRJKpGhRTu4fJgkSZIKZGhpsJ2WPO7RPCRJkqTJGFoabKdGfCstkiRJKpChpcGstEiSJGkmMLRoB1OLJEmSCmRoabCdKy2mFkmSJJXH0NJgO/e09GQakiRJ0qQMLQ1mpUWSJEkzgaFFO5hZJEmSVCBDS8O11lqstEiSJKlEhpaGa71FzJ4WSZIklcjQohamFkmSJJXH0NJwVlokSZJUOkNLw9nTIkmSpNIZWhrOSoskSZJKZ2hRC1OLJEmSymNoaTgrLZIkSSqdoaXh7GmRJElS6QwtTWelRZIkSYUztDRc7PoUSZIkqacMLQ3X1tPi7WGSJEkqkKGl4dp6WswskiRJKpChpem8P0ySJEmFM7SohaUWSZIklcfQ0nCBq4dJkiSpbIaWhmvpw7cRX5IkSUUytDSclRZJkiSVztDSdG2N+KYWSZIklcfQ0nBWWiRJklQ6Q0vDtT2nxUqLJEmSCmRoabqw0iJJkqSyGVoarv3ZkqYWSZIklcfQ0nBhpUWSJEmFM7Q0nD0tkiRJKp2hpenany4pSZIkFcfQ0nDtlRZJkiSpPIaWhmsrtNjUIkmSpAIZWhqvpRG/h7OQJEmSJmJoabhouz/M2CJJkqTyzMjQEhFzI+J1EfHpiLgzIjZHxHBE3BIRH4qI+V3GXBAROcnrw5Nc7yUR8dWIWB0RGyLixoh48/R+y/0jrLRIkiSpcH29nsBe+hXgL+uffwz8I7AQOBX4A+CNEfHzmfl4l7E3APd02X9TtwtFxDnA56kC3nXAE8DLgMsj4oTMfP++fJFes6dFkiRJpZupoWUL8BfAxZn547GdEXEIcDXwAuBiqnDT6ZLMvGx3LhIRS4HPALOBczLzynr/wcA/A++LiK9k5vK9/yq9ZqVFkiRJZZuRt4dl5uWZ+c7WwFLvfwR4V/327IgY2MdLvYOqgnPVWGCpr/MY8IH67fv28Ro9ZU+LJEmSSjcjQ8su3FJvB4Fl+/hZr663V3Q5djWwGTgjIob28To9Y0+LJEmSSjdTbw+bzDPr7RZgdZfjp0fEzwFDwArga5nZtZ8FeH69/WHngcwcjYjbgJOAZwO37tOse6Stp8XYIkmSpAI9FUPLefX265k50uX4mzreXxgRXwTekpkbxnZGxEJgUf12xQTXWkEVWo5khoaWtp4WM4skSZIK9JQKLRHxKuDtVFWWD3Ycvgd4P/A14H5gCXAa8BHgHKpm+9e3nN+6bPLGCS45XG8X7Ob8bp/g0NG7M16SJElqoqdMaImI5wKfoyod/F5m3tJ6PDM/1zFkGPibiPg28CPgdRFxSmZ+f79MuBBtjfjeHiZJkqQCPSUa8SPiMODrVNWTizLzY7s7tl5x7NL67StaDm1o+XnuBMPn1dv1u3mtY7u9gJ/u7nynWnh7mCRJkgo340NL/SyVa6j6Si6lugVsT91dbw8Z25GZ64C19dvDJxg3tv/+vbhmcWzElyRJUolmdGiJiPlUPSrHAFcCv5F791j3JfV2uGP/2C1mJ3a5dj9wHNWyx3ftxTWL0P6clp5NQ5IkSZrQjA0tETEIXAW8CPgn4I2ZuW0vPifY0YDfubTx1fX23C5DX0O1bPK1mbl5T69bCp/TIkmSpNLNyNASEbOBvwVOB64Hzs7M0UnOPzAi3hURCzr2zwc+CZwMPEpVrWl1CbAOeG1EnN0y7iCqVccAPrqPX6en2p7TYlOLJEmSCjRTVw97NzuqI08An4j2ZbDGvD8zn6BqmP848OGI+AHwCHAg1W1fy4A1wLmZ2ba0cWaujoi3AV8AroiI5cAq4AxgMVXT//Kp/Wr7m5UWSZIklW2mhpYlLT+/fsKz4AKqULMK+BPgFKqn158KbAPuBS4D/iwzH+r2AZn5xYg4DTi/Hj8A3AF8PDMv36dvUYD2nhZjiyRJksozI0NLZl5AFUh29/z1wO/vw/VuAF65t+NLZk+LJEmSSjcje1o0dexpkSRJUukMLY1npUWSJEllM7Q0nD0tkiRJKp2hpeHsaZEkSVLpDC1NZ0+LJEmSCmdoabjWSoskSZJUIkNLw7l6mCRJkkpnaGk4e1okSZJUOkNL01lpkSRJUuEMLQ1nR4skSZJKZ2hpuAhvD5MkSVLZDC0N1/5sSWOLJEmSymNoaTorLZIkSSqcoaXh7GmRJElS6Qwt2sHbwyRJklQgQ0vD+ZwWSZIklc7Q0nQ+p0WSJEmFM7Q0XNjVIkmSpMIZWhourLRIkiSpcIaWhrOnRZIkSaUztDSdlRZJkiQVztDScPa0SJIkqXSGloazp0WSJEmlM7RonJFFkiRJJTK0NFy0lFostEiSJKlEhpaGa+9oMbVIkiSpPIaWhrPSIkmSpNIZWjQurbRIkiSpQIaWhou25cN6Nw9JkiRpIoaWhmvtabHSIkmSpBIZWhrOnhZJkiSVztCicVZaJEmSVCJDS8PZ0yJJkqTSGVoazp4WSZIklc7Q0nStPS09nIYkSZI0EUNLw7VVWuzElyRJUoEMLQ0XbbFFkiRJKo+hRZIkSVLRDC0N17Z4mLeHSZIkqUCGFo0zskiSJKlEhpaG8zktkiRJKp2hpeF8ToskSZJKZ2hpuNZKiy0tkiRJKpGhReOstEiSJKlEhpaGs6dFkiRJpTO0NJw9LZIkSSqdoaXp7GmRJElS4QwtDWelRZIkSaWbkaElIuZGxOsi4tMRcWdEbI6I4Yi4JSI+FBHzJxn7loi4MSI2RMTqiPhqRJy6i+u9pD5vdT3uxoh489R/s/3PnhZJkiSVbkaGFuBXgH8A3gZsA/4RuB54BvAHwA8i4qDOQRFxMXApcBxwLXAjcCZwXUS8rtuFIuIc4DvAK4Bbga8DzwIuj4g/ndqvtf9ZaZEkSVLpZmpo2QL8BXBMZh6Tmf8pM18BPAf4N+C5wMWtAyLiDOA8YBXw/Mx8XT3mNKrgc2lELO4YsxT4DDAbODczX5qZ59affw/wvoh46TR+z+lnT4skSZIKNyNDS2ZenpnvzMwfd+x/BHhX/fbsiBhoOfzeevtHmXl3y5jvAZ8CFgNv77jUO4CFwFWZeWXLmMeAD9Rv37ev36eXou2dqUWSJEnlmZGhZRduqbeDwDKAiJgDnF7vv6LLmLF9Z3Xsf/UkY64GNgNnRMTQXs+2x9paWswskiRJKtBTMbQ8s95uAVbXPz+HKsSszMwVXcb8sN6e0LH/+R3Hx2XmKHAbMAQ8e18m3EvRUmuxp0WSJEkl6uv1BKbBefX265k5Uv98RL3tFljIzOGIWAMsiYgFmbk+IhYCiyYbV+8/CTiSqkl/UhFx+wSHjt7V2GljpUWSJEmFe0pVWiLiVVR9KVuAD7YcGlsCeeMkw4fr7YKOMZON6xwz40RHV4skSZJUmqdMpSUingt8jqp28HuZecsuhux3mXlst/11BeaY/Tyd+to7fvb2MEmSJJXoKVFpiYjDqJ6fsgS4KDM/1nHKhno7d5KPmVdv13eMmWxc55gZyCWPJUmSVLYZH1rqZ6lcQ9VXcinw/i6nPVBvD5/gM+ZRLXn8ZGauB8jMdcDayca17L9/z2deBpc8liRJUulmdGiJiPnA16hurboS+I3MrvWCO4ER4MC6KtPpxHrb2Ux/S8fx1mv3A8dRLXt8157PvgzhwyUlSZJUuBkbWiJiELgKeBHwT8AbM3Nbt3MzcxPwrfrtG7qccm69/XLH/qs7jrd6DdVyx9dm5uY9mHpRWist9rRIkiSpRDMytETEbOBvqR4YeT1wdv3clMlcVG/Pj4hntXzWi4F3AmuAT3eMuQRYB7w2Is5uGXMQ8JH67Uf39ntIkiRJ2rWZunrYu4HX1z8/AXyi9TanFu/PzCcAMvPaiPgY1XNcbo6IbwADwJlUBYe3Zuaa1sGZuToi3gZ8AbgiIpYDq4AzqHpgLsrM5VP83fYvbw+TJElS4WZqaFnS8vPrJzwLLqAKNQBk5u9ExM1UoedMYBS4FrgwM7/b7QMy84sRcRpwPnAKVdC5A/h4Zl6+L1+iBDbiS5IkqXQzMrRk5gVUgWRvxl4GXLaHY24AXrk31yudjfiSJEkq3YzsadHUsRFfkiRJpTO0NJ2VFkmSJBXO0NJw9rRIkiSpdIaWhmtddM1KiyRJkkpkaGm8ltvDejgLSZIkaSKGloZre7yNpRZJkiQVyNDScGGlRZIkSYUztDRce0+LsUWSJEnlMbQ0npUWSZIklc3Q0nD2tEiSJKl0hpaGs6dFkiRJpTO0NJw9LZIkSSqdoaXxrLRIkiSpbIaWhmvraTG2SJIkqUCGloZr62kxs0iSJKlAhhaNSystkiRJKpChpeHalzzu2TQkSZKkCRlaGq59yWNTiyRJkspjaGm49iWPezcPSZIkaSKGFkmSJElFM7Q0ns9pkSRJUtn2e2iJiAMiom9/X1fdtTfiG1skSZJUnikPLRFxUkR8KCKO6dj/+oh4FHgMWBUR5031tbXnwkqLJEmSCjcdlZb3AP+DKpwAEBHPAP4OOAh4FJgHXBQRL52G62tPtDXiG1skSZJUnukILacA/5aZq1r2vQ3oB96fmYcBJwPbAastPWalRZIkSaWbjtByMPBAx74zgWHg4wCZeRNwPfD8abi+9oA9LZIkSSrddISW2cB4o31EzAdOBG7IzNGW8x4GnjYN19cesNIiSZKk0k1HaHkAeGHL+1dThZhrO85bCKydhutrT9jTIkmSpMJNR2j5MnBERFwZEe8B/pSqf+WqjvNeANw/DdfXHmittEiSJEklmo7Q8qfAfcDrgI8BhwEXZ+bdYydExMn1/uum4fraA2GlRZIkSYWb8oc8ZuYTEXECcC5wIHBTZn6r47SnUQWaz0319bVn7GmRJElS6ablyfSZuQG4bJLjV7Hz7WLqBSstkiRJKtx03B42oYhYFBEnRYSrhhXCjhZJkiSVbspDS0S8PCI+ExEv6Nj/HuBR4F+AFRHxZ1N9be25aGlqsdAiSZKkEk1HpeUdwBuA1sb744GLqZ7h8n1gHfDbEfHaabi+9lLa1SJJkqQCTUdoORG4ue5rGfOWsW1mvoTqOS6jwG9Nw/W1B9oqLT2DiL0FAAAgAElEQVSchyRJkjSR6QgtBwMrOva9DFgD/B1AZt4LfAd43jRcX3ugrafF+8MkSZJUoOkILduAobE3EbEUOA64PjO3t5y3kmpJZPWQSx5LkiSpdNMRWu4DTo2I/vr92VT/oP+NjvOWAaum4fraEy55LEmSpMJNR2j5PFUF5bqI+CjwEWAL8KWxE6JqpHgh8LNpuL72QLjosSRJkgo3HQ+X/HPgtcDJ9Ws78HuZ+VDLOadTBZtPTcP1tQfCSoskSZIKN+WhJTOHI+JU4DSqYHJzZt7dcdo24HeBL0/19bVn7GmRJElS6aaj0kLdcL98kuPLJzuu/chKiyRJkgo3LaGlVUQcBBxWv30oMx+f7mtKkiRJeuqYjkZ8ACLityLiTuAR4F/r1yMR8ZOI+K/TdV3tGRvxJUmSVLopr7RExCzgC8DrqW4+WgPcT9UycSTwbODjEfEy4A3pPUk9ZSO+JEmSSjcdlZbfpHo2y13AL2Xm0sx8QWaemJnLgLOAO6lCzW9Ow/W1R2zElyRJUtmmI7S8FVgHvDQzv9J5MDOvplryeAPwtr29SES8MCJ+PyKujIgVEZERMeHfuyPigrFzJnh9eJKxL4mIr0bE6ojYEBE3RsSb93buJbHSIkmSpNJNRyP+McA3MvOxiU7IzEcj4pvAmftwnQ9SPQ9mT90A3NNl/03dTo6Ic6gemDkLuA54AngZcHlEnJCZ79+LORTDjhZJkiSVbrpWD9udf7Lf13/W/x5wK/CD+nUfMLgb4y7JzMt25wIRsRT4DDAbOCczr6z3Hwz8M/C+iPhKvYTzjBQtpRYLLZIkSSrRdISWO4HTI+KAzHyi2wkRcQDVLWJ37u1FMvNPOj5zbz9qMu8AFgJXjQWW+tqPRcQHgCuB9/EUeeZM2tUiSZKkAk1HT8vlwCLgm/UKYW0i4heAb1CFgcum4fpT6dX19ooux64GNgNnRMTQ/pvS1GoLe2YWSZIkFWg6Ki2fAF4BvBK4JiJWUi15DNWSxwdStVJ8tT53fzs9In4OGAJWAF/LzK79LMDz6+0POw9k5mhE3AacRLWM863TMdnp1lqfstIiSZKkEk15aMnMbRFxFvC7wG8DTwcOajnlAeD/AH+Wmdun+vq74U0d7y+MiC8Cb8nMDWM7I2IhVcUIqnDTzQqq0HIkMzW02NMiSZKkwk1LI34dRj4KfDQing4cWh96ODMfnI5r7oZ7gPcDX6Oq/CwBTgM+ApxD1Wz/+pbz57f8vHGCzxyutwt2ZwIRcfsEh47enfHTzUqLJEmSSjRdq4eNq0PKTkElIt4GHJ6Zfzjdc6jn8bmOXcPA30TEt4EfAa+LiFMy8/v7Yz6lsKdFkiRJpZuORvzd9RvA/+rh9QHIzEeAS+u3r2g5tKHl57kTDJ9Xb9fv5rWO7fYCfrpHk55C9rRIkiSpdL0MLSW5u94eMrYjM9cBa+u3h08wbmz//RMcL19rT0sPpyFJkiRNxNBSWVJvhzv231JvT+wcEBH9wHFUyx7fNX1Tm15tT7exE1+SJEkFanxoiaqpY6wBv3Np46vr7bldhr6GatnkazNz8zRNb9qFlRZJkiQVrhGhJSIOjIh3RcSCjv3zgU8CJwOPUj3hvtUlwDrgtRFxdsu4g6hWHYNqlbQZq62nxUqLJEmSCjTtq4dNl4h4NfDBll0D9f7W1b8uzMyrqRrmPw58OCJ+ADxC9ZDLE4FlwBrg3MxsW9o4M1fXq5x9AbgiIpYDq4AzgMXARZm5fOq/XW8YWSRJklSiGRtaqELHyV32n9xxDlRB40+AU6ieXn8qsA24F7iM6kGXD3W7SGZ+MSJOA86vxw8AdwAfz8zL9/1r9JZLHkuSJKl0+xxaImLbVExkT2XmZVSBY3fOXQ/8/j5c6wbglXs7vmQueSxJkqTSTUWlJXZ9yoT8W3KPtTXi+19DkiRJBdrn0JKZjWjmbwIrLZIkSSqRgUM7mFkkSZJUIENLw7U14kuSJEkFMrQ0nI34kiRJKp2hpelsxJckSVLhDC0N135zmKlFkiRJ5TG0NJxLHkuSJKl0hpaGs6dFkiRJpTO0NJ2VFkmSJBXO0NJw9rRIkiSpdIaWhrOnRZIkSaUztDScPS2SJEkqnaGl6VpSi5UWSZIklcjQ0nDR0dUiSZIklcbQ0nDRWmnx9jBJkiQVyNDSeDbiS5IkqWyGloaLtrvDTC2SJEkqj6Gl4cJKiyRJkgpnaGk4lzyWJElS6QwtTefDJSVJklQ4Q0vDtS94bGqRJElSeQwtDRdWWiRJklQ4Q0vD2dMiSZKk0hlams5KiyRJkgpnaGk4e1okSZJUOkOLJEmSpKIZWhrORnxJkiSVztDScO2N+JIkSVJ5DC1N15ZajC2SJEkqj6Gl4aIltRhZJEmSVCJDS8O1tLSQVlokSZJUIENL41lpkSRJUtkMLQ0X9rRIkiSpcIaWhrOnRZIkSaUztDRcW0+LsUWSJEkFMrQ0XltqkSRJkopjaGk4Ky2SJEkqnaGl4dp6WswskiRJKpChpeGstEiSJKl0hpbGs6dFkiRJZTO0NFyYWSRJklQ4Q0vDtfe0GFskSZJUHkOLxhlZJEmSVCJDS8O13h7m8mGSJEkqkaGl4dpuD+vhPCRJkqSJGFoarq0R30qLJEmSCjRjQ0tEvDAifj8iroyIFRGREbHLv3VHxFsi4saI2BARqyPiqxFx6i7GvKQ+b3U97saIePPUfZteil2fIkmSJPVQX68nsA8+CLx2TwZExMXAecAm4BpgCDgTeHlEnJuZX+oy5hzg81QB7zrgCeBlwOURcUJmvn+fvkWPWWmRJElS6WZyaPkecCvwg/p1HzA40ckRcQZVYFkFvDgz7673vxhYDlwaEcszc03LmKXAZ4DZwDmZeWW9/2Dgn4H3RcRXMnP5VH+5/cWeFkmSJJVuxt4elpl/kpkfyswvZ+ajuzHkvfX2j8YCS/053wM+BSwG3t4x5h3AQuCqscBSj3kM+ED99n17+x0kSZIk7dqMDS17IiLmAKfXb6/ocsrYvrM69r96kjFXA5uBMyJiaJ8n2SPeHiZJkqTSNSK0AM+hunVsZWau6HL8h/X2hI79z+84Pi4zR4HbqPpinj1F8+wBG/ElSZJUtqaEliPqbbfAQmYOA2uAJRGxACAiFgKLJhvXsv/IKZrnfmelRZIkSaWbyY34e2J+vd04yTnDVH0tC4D1LWMmGzdcbxfsziQi4vYJDh29O+Ong434kiRJKl1TKi2aiHeHSZIkqXBNqbRsqLdzJzlnXr1d3zFmbNy63Rgzqcw8ttv+ugJzzO58xlSLjtSSmUSYZCRJklSOplRaHqi3h3c7GBHzqG4NezIz1wNk5jpg7WTjWvbfP0Xz3O8684m3iEmSJKk0TQktdwIjwIERcViX4yfW21s79t/ScXxcRPQDx1Ete3zXFM1zv+tWaZEkSZJK0ojQkpmbgG/Vb9/Q5ZRz6+2XO/Zf3XG81Wuolju+NjM37/Mke8U7wSRJklS4RoSW2kX19vyIeNbYzoh4MfBOqiWPP90x5hKqXpbXRsTZLWMOAj5Sv/3otM14P+jMLFZaJEmSVJoZ24gfEa8GPtiya6De//2WfRdm5tUAmXltRHwMOA+4OSK+UY85k+rv7m/NzDWt18jM1RHxNuALwBURsRxYBZxB1QNzUWYun4avt990Nt0bWSRJklSaGRtagAOBk7vsP7njnHGZ+TsRcTPwbqqwMgpcSxVuvtvtIpn5xYg4DTgfOIUq6NwBfDwzL9/nb9FjVlokSZJUuhkbWjLzMuCy/TEuM28AXrmn15oRXN5YkiRJhWtST4u6sNIiSZKk0hlaGm6nJY97NA9JkiRpIoaWput8uKSVFkmSJBXG0NJwnZUWSZIkqTSGlobr7MO30iJJkqTSGFoazp4WSZIklc7Q0nQ7LR/Wk1lIkiRJEzK0NNzOlRZTiyRJkspiaGm4nXtaejMPSZIkaSKGFrWx0iJJkqTSGFoaziWPJUmSVDpDS9PZiC9JkqTCGVoabufMYmqRJElSWQwtDRcdnfg24kuSJKk0hha1sdIiSZKk0hhaGq6z0mJmkSRJUmkMLQ1nT4skSZJKZ2hpuJ16Wno0D0mSJGkihha1sxNfkiRJhTG0NJyVFkmSJJXO0NJwO/W0WGmRJElSYQwtDWelRZIkSaUztKidqUWSJEmFMbQ03M6VFlOLJEmSymJoabide1p6Mg1JkiRpQoaWhrPSIkmSpNIZWtTOzCJJkqTCGFrUdouYlRZJkiSVxtCitlvE7GmRJElSaQwt6mBqkSRJUlkMLbLSIkmSpKIZWmRPiyRJkopmaJGVFkmSJBXN0CJJkiSpaIYWdbDUIkmSpLIYWuTtYZIkSSqaoUU24kuSJKlohhaBlRZJkiQVzNCitkqLJEmSVBpDi9p7Wrw9TJIkSYUxtKi9p8XMIkmSpMIYWtRxf5ipRZIkSWUxtIjARnxJkiSVy9Ci1sXD7GmRJElScQwtstIiSZKkohla1LZ62Pbc3sOZSJIkSTsztIih/v7xn0e2bO3hTCRJkqSdNSq0RMTyiMhJXq+YYNxbIuLGiNgQEasj4qsRcer+nv90mTOwI7RsHB3t4UwkSZKknfX1egI98kVgQ5f9D3XuiIiLgfOATcA1wBBwJvDyiDg3M780nRPdH+YMDIz/vNnQIkmSpMI0NbS8PzPv29VJEXEGVWBZBbw4M++u978YWA5cGhHLM3PNNM512rWGFistkiRJKk2jbg/bC++tt380FlgAMvN7wKeAxcDbezGxqdQaWjYZWiRJklQYQ8sEImIOcHr99ooup4ztO2v/zGj6GFokSZJUsqbeHvb2iFgGbAfuAr6UmQ90nPMcYBBYmZkrunzGD+vtCdM3zf1jTsvqYZtGt/RwJpIkSdLOmhpazu94/6cRcWFmXtiy74h62y2wkJnDEbEGWBIRCzJz/XRMdH+YM2gjviRJksrVtNByHXAJ8F3gEeDpwLlUIeYPI2JdZn6sPnd+vd04yecNU/W1LAB2GVoi4vYJDh2966lPnzn9NuJLkiSpXI3qacnMD2Xm5zLzZ5m5KTPvysw/Bl5Xn3JB3cvSKK2Vlk1bvD1MkiRJZWlapaWrzLwmIv4VOAk4mWo547HnuMydZOi8ertbt4Zl5rHd9tcVmGN2a7LToK2nZcRKiyRJksrSqErLLowtaXxIvR1rzD+828kRMY/q1rAnZ3I/C3SsHrbF0CJJkqSyGFp2WFJvh+vtncAIcGBEHNbl/BPr7a3TPbHp1hZarLRIkiSpMIYWICIOBP5j/faHAJm5CfhWve8NXYadW2+/PL2zm35zrbRIkiSpYI0JLRFxakS8LiJmd+w/CvgHqv6Uf+x4JstF9fb8iHhWy5gXA+8E1gCfns557w9DA61LHtuIL0mSpLI0qRH/2cClwKMR8UOqwHEk8EJgCLgd+I3WAZl5bUR8DDgPuDkivgEMAGcCAbw1M9fsv68wPeYM7GjE3zg6SmYSET2ckSRJkrRDk0LLvwCfpFod7N9T9bAMAzcDfw98sr4lrE1m/k5E3Ay8myqsjALXAhdm5nf309ynVevtYdu2b2fLtm0M9DXpj4YkSZJK1pi/mWbmj4Hf2suxlwGXTeV8StJ6exjAptFRQ4skSZKK0ZieFk1sqOU5LQCb7GuRJElSQQwtYvasWQy2PmBy1BXEJEmSVA5Di4COZY8NLZIkSSqIoUXAziuISZIkSaUwtAiAof7WZ7UYWiRJklQOQ4uAjtvDttiIL0mSpHIYWgTAUMvtYZtGrLRIkiSpHIYWAe2VFntaJEmSVBJDiwCYNzQ4/vPwyEgPZyJJkiS1M7QIgHmDQ+M/G1okSZJUEkOLAJg32FJp2by5hzORJEmS2hlaBMD8ltvDNlhpkSRJUkEMLQJg3lDL7WFWWiRJklQQQ4sAmN9ye9iGzVZaJEmSVA5DiwCYP2QjviRJkspkaBHQ3ohvT4skSZJKYmgR0P6clpEtW9iybVsPZyNJkiTtYGgR0N7TAjBsX4skSZIKYWgRAHMGBpgVMf7evhZJkiSVwtAiACKi7Rax4RGXPZYkSVIZDC0aN39wxwpiLnssSZKkUhhaNK5tBTEfMClJkqRCGFo0rv32MCstkiRJKoOhReNabw8ztEiSJKkUhhaNmz/k7WGSJEkqj6FF49puD7MRX5IkSYUwtGhcWyO+t4dJkiSpEIYWjbOnRZIkSSUytGjcgrlzxn9+csNwD2ciSZIk7WBo0binLVo0/vMja9b0cCaSJEnSDoYWjTtkyeLxn9dt2mQzviRJkopgaNG4pfPmMdjfP/7+4TVP9nA2kiRJUsXQonERwSGLW24Re9JbxCRJktR7hha1OWTJkvGfHza0SJIkqQCGFrVpq7R4e5gkSZIKYGhRm0MXW2mRJElSWQwtatO6gpg9LZIkSSqBoUVtDm0JLSvXrfMhk5IkSeo5Q4vaHLJkCQcsWABAAt+8/fbeTkiSJEmNZ2hRm1kRnHn8cePvr7n1R2RmD2ckSZKkpjO0aCetoeW+lU9wx4qHejgbSZIkNZ2hRTs5fNlSjjv88PH3n/72d6y2SJIkqWcMLerqTaf9h/Gfb1uxgm/eZm+LJEmSesPQoq5ecNSRnPTMZ4y/v+jqr7H8jh9bcZEkSdJ+Z2jRhN718jNZMGcIgK3bt/PHX/pH3nnJZ7jkW8u57cEVfPv2O3jPZZ/lkm8tZ3Tr1h7PVpIkSU9V4b+c915E3H7MMcccc3uBywv/+KGH+f2//TybRkcnPe9ZT3saf/zLb2DR3Ln7aWaSJEkq2bHHHssdd9xxR2Yeu6+fZaVFk3reYYfyibf9Oi846shJz7v70Uc57/K/4vt337PLgCNJkiTtCSstBSi50tLqgSdWcdPP7uX6O+/ktgdXTHje7FmzWDA0xJJ583j+kUfwjIMOZOn8+RyyeDErVq9mxarVHL5sKUP9/Ry+bCkHLVy4H7+FJEmS9oeprLT0TcWEnuoiYg7w34FfBo4AVgNfBz6YmY15iMkRByzjiAOW8bp//0Juuvc+7nn0Mc48/lg+e/0NfO3mW8bP27Z9O2s2bmTNxo3cu3LlpJ8ZwEue82wWzJnDA088waFLlvAfn/scnr5sGYvmzuFHD65gTn8/zzn0EGbPmsVAn39kJUmSmsZKyy5ExBDwbeAU4BHgeuAo4EXASuCUzPzZPl5jRlRaJrJ12za+9K838d277ubex1cyPDIyLdcJ4OnLlpEkTw4PM9Tfz/MOO4xZERy6ZAkHLlzA8MgIA319HLZ0CYvmzGXhnDkcvHgRsyIA2DQ6yrpNm5g7MMiCOUOMbNlCAkP9/W3X2p7J1m3bDEmSJEl7yUrL/nU+VWD5HvDyzNwAEBHvBT4KfAZ4ac9mV4C+2bM59+QXce7JL2Lrtm387PHHGdmylXtXruSuRx5hxeonWTM8zMNPrmFWBAcvWsTI1q08uWEDexKZE3hg1arx9xs2j3D9T+7c5bjBvj7mDw0x0NfHY2vXsr0O6gvmDDG8eYTtmQz09bF9+3aetngx27ZvZ+W6dWzdvp2l8+dz2JIlPOuQgzl44SLWb97E9kzGsn7/7NksmT+PZxx4IAvmDLFh82ZGtmzlwIULmRXBA6tWEcBzDzsUEh56cjWZsHjeXBbNncucgQEeefJJ1m7cBMDcwQHmDQ4yd3CQvlmzWLdpE0+s38DhS5eOr+QmSZLUNFZaJhERA8DjwCLgxMz8t47jtwAnACdl5k37cJ0ZXWnZXcObR+ibPYvBuqqxdds2vnX7Hdz58CNs276dBXPmcN/Kldy38gkeW7u2x7Mty6wIDly4gNmzZtM/ezZDA/2MbtlKRDDQN5st27axdds25g0NsWz+fAb7+3l87VpWrlvPsgXzOfbwwxjs6yci2LJtK6NbtzKyZSsJHL50CRtHRxnZspXF8+YSwD2PPc7sOmAuWzAfgNUbhhnom83iefPYNDrKI0+uYdHcuRy8aCGD/f08OTzMzffdX/+3HGLhnDksmDOHZfPn8/CTT/Kzx6oq3AEL5rN5yxbmDQ5y9MEHAzBvaJCFc+Yw0NfHxpERVm8YZsn8eSybP595g4Ns2LyZHz/8MJnJYF8/g/199M+ufhcHLFzAorlzWTO8kUfXrAGqvqq+2bN5Yt16fvr44xy0cCEHLVpY/Y4GB5k3NMi8wUHmDw4xb2iQwb4+Vm3YQGbWVbbtLJo7h8Xz5tE/ezZrN25k9YZhFs6dw6aRUQb6+jhw4QKiruB1s2HzZu5f+QTrNm/meYceyuJ57SvrPblhmNXDw8wdHOBpixaxecsWRrduZf7QELNnTe0aKZnJ8MgIm0ZH2VJXEA9YsKDrues2bqJv9izmDg7u0TVGt27l6zffytpNGznjuOM4ZMniqZj6TrZnsn7Tpmn5Pe3KyJYt/OjBFWwaHeX5RxzBwrlz9uv1n0q2bd/OrIhJ/zeUmZMel1ptz2RkyxaG+vv9c1MQKy37z0uoAstPOwNL7Qqq0HIWsNehpSnmDbX/Jahv9mxefsLxvPyE43c6d+3Gjaxct57Dli5hVgQbRkZYt3ETP3v8ceYODLBgzhx+9vjj3Pf4SmbNmsU9jz3Glq3bOHjRQjaNjvLgqtVs3rKFdZs27a+vN622Z/LY2nV7NfaRNWsmXTiht37U6wns0qyI8epcq75Zsxjo76N/dh8DfbPpn93Htu3bWb1hA7NnzWLzli1tn3HAggXMGehnsL+f4ZERHlr9ZNtnbd2+HYB5g4Mcvmwpm0dH2bY9x/fNnj2LJ9atZ7C/j3mDg8yKYPOWKoAO9M1moK+v+geBhFUbNlTBY2CA0W3beOTJNTvdtnnY0iUsmz+f2bNmMTwywvpNm+s/Z2vHb7mMgCMPOID+vj7ufuRR1m7ayOFLl7J9ezJrVrBl6zZGtm7hgP/X3t0HSXaV9x3/Pvf2+0zPy87Mane1khatJNAbtiFYSGAgoCQU4JQMsqviikEJccWOQyASwk5sYyLAVTFJDC7jslNOrNgul4Mx4GDZAoMtLAgB8yaMAL3sSqu3fZmZnZnu6dfbfU/+uKd7e0fTMyNpNd3b/ftUnbrT594zfXqe2z393HvuucUij5xaZLVaBeAP7v0SC1NF/9pCpgp5pvJJCQMjk0ozUyh0k8So3SZqt2m2WsnPftl97H9OhyGn1kosr69TzOe47IILmCkUmCoUmMxmKdfrGMlZ1EI2Sz2KeGxpmVa7zVyxyHxxknw6w6lSiWqjgZmxUqnw+PIymVSaQwvzzBeLrFar/oxnhjh2xC5mubzOvd9/gKqfHTGfyfC6q6/ikoV54tjRdjGtdkwrbtNux93H7bhNO3aEgTGRzbK8niT3mVTItRddxF5/YCAMAtpxTOz3A0jOLpdrNWrNiNmJCWIX04ha1KMm9ahF5JPcarNJpVFnsVTmu088ST6T4dDCAvlMmuX1dS6cneXi+Xmcc5RqNZ/UBwSWLFNBSBgGpIKzfw7DkNCMVBgCUG00qDaahEFAIZcll0rRbLdJBQHpVAoDTq6tcf8TTxK12hTzOS6a28PBubnkiyTw/aeO87ff+z4PnzzJfLHIoYV5UmHIJfNzTOZy/uAKfOORR/na0Ue49IK9XHXhAfZMTjI7McF0oUA7jqk2m7TabcIgSIp/nzZayXsieV+kCCygHjWJWskBi+lCnolcjtCMIAgIzHAkSVTn79+OY9rOEZoxXSjQiCJOrK2dOSOeyZDPZojjmFYcdw+2lGt1yvU6UatFMZ/3+2aewIzVSpWVaoXVSpV8JsMl83MsTE2x5ve1yVyOVhwTtVusVWtkUymKuRxtF1Oq1YnjmIlcjql8jnbsWFlfJwxD8pk0x1fWOHLyJNOFPLVmRDuOmZucZK44SRAEfO3IUcr1Otdddpi9U1OEQYBzjr9//HEePH6C/TMzXHnhAb8fhv5vat2/bWBGO07252ozGZ2wUJwiardJhyH1KGK5XGatVqOQyVCPItqxY2GqyHyxSCoIWF5fZ71eTz6n/GdVNp3yj9OEgRFYwGK5zGKpRDadJp9Ok06lqDQaLJfLhEGQHKxKJQetMqkUU/kcS+V1/vSrf8c3H3mUVhyzb2aa6y+/jKsPHsTMiOOY2DnacUw6DNk3M9PdpzdjBqEFZ15/YKxVaxxfWSEMAuaKRXLpNPWo6Q+C5Wi12/5v1ObBEyc5evIUuXSKA3v2UG9G1JoNsqk0E7ks04UC+2dmCPxBxMACsukUziX7YeyS/iafPQ6H635Wdut8absz65xzpMOQaf/Z2oqTz5/kcynZr7ebCXbY6UzLFszsXcCvA3/inPuJTda/Efhz4JPOuTc/h+cZizMtg1BpNDixupb8s202mS9OcmhhgVNrJY6cPMnC1BSz/sxB28U8sXyaXCbNBVPT5DJpnlpZ5djiEt86doxKvcH8VPIBjIFhNFotTq6t8cipRaJWi0I2SzoMOe2Hvk0XCkStVveLTiGbIR2mKFWr3aFx5rdzJF8Konb7rNfQ70uziIiIyE795S/cvutnqHWmZfdc7Jf9DlN36neUuppZv6zk8DPplOxcMgRp79Pq98/ObDp85dK9Z297wfQ0P3ToEm562Uuf0fN2jnp0jp6uVqukw5BiLof5o1alWo1yrcZcschEz1CcZqtFrdmkFccUMhmy6TSPnFqkXKvRittErTa1KOpOEhD5I9BhGFKu1Vgur1OLmuydmmKmUOCRxcXkWp44OSqT8UeqsqkU1WaToydPMVXIMztRoFSrU6k3uGR+jnw2w6m1EquVKg7HTKFAo9VivV4nFYbsnZqiVKuxVq3SiFrEznHlhQc4MDtLpVGn5Pvy6OIS04UCL7/8MNOFAqfWSuTSaU6W1ji1ViIdht0zaVG7RTaVZnZyguXyOqVajUqjgXOOFx7Yz+zEBM1Wi3oU0Wq3aUQtnlpdpRFFFLIZDszMEobJ37zdjgnDgP0zM2K26AkAABM4SURBVKysV2i2W+QzGaqN5Kj0er3Ber3eTQiDniPKYRA87X5DnbMhzySJLGQyOOh776JsKkWj1XpG+5YMlg4iiMj5qh3Hu560nEtKWrY26ZfVPusrfrn54HAZW4FZco6Z5Avw3OTkWevDIGB2YoLZiYmntc2kUk+btWyzxGunXvmiFz7rtsOgc+q73wetcw4H3RninunvrkcR9WbEVCF/1nM0oojVapV2HJPPZJgpFKj7ZLEzHCIZtnRm+BLA3OQksXMU8zkWikVi53h0cZFyrU49imhEEW3neNGB/RyYnWVlvcJiObn2KLSA7z75JKuVCrOTk4SBYRhr1SpRu80F09NE7TaVRjJEI5dOk0mFtNoxjSiiHkXEzrFncpI4jqlFEYEZ+6an2T87Q9FfB3JyrcT3nnySyA9pSKdSTOfzVBsNDi0sUIuaLJXKtOOYRxeXCILk+qY9kxMslsrk0mli57pDiBbXSsxOTnDVwQtZKBZ5amWFE2trhJYkeqVajVK1RqlWwzlH1c/iF5gRBEY67Az3SIbZpVPJ9UqZzs+pFJkwpNps4pzj6oMHeWplhaVymbVqkjiv1+tM5HIEBuVanWqz2R0KUshmOF1eZ3l9nVqzyYx/78UuZjpfYN9M8nd9dHGRpfI6c5OTVJsNmq12t4+hBVy2bx+vu+YqYue49/sP8PWjj1BpNEiFIaEfatUZUpL8nAy1SQUBLR+3qN3uDt06sbrGUrnM6fV1gO5wJePMvpzLpClks6xWKqTD0A+rSZNLJX+bUi0ZcjM7USCwgCv27yMVhhxbWqLaaDA7Mcnx1RVO+eGlsxMT3aEjnaFsLT+spR0//ee2H/IGUMgkQ+Y6w7Ma/v3Qasc0WxHOJUPzrti/n/niJEvldR5fXubE6hqtuI1zjql8gesvv4xrLjrI8dVVav56uidOn+5e11WPIvKZDFfs39cdErhSqbBSqbBWrZH2w6JSYdgdvtfyX8YyYcoP2wxptlrd90k6DFmv11mr1qg2m8kQHN/WzPwwqDPDogJLYrZWrZJNp5mfKrLgrwNLhuM1CMxIhyGNVqs7xGsqlyMVhpTrNdaqNVarVZxLDvp0hret1aocW1xiqVxmbjKZ9bIeNQmDkFQYMJ3PU48iqs0mgQVM5XMEQUCpmhzEMTNmJwo4l4wmSIchV+zfRzuOKWQzZFPJsMDlcpnTlQp7JieZzGY5vV7pvudjF1PIZnnR/v00Wi0eW15mvV7vDpNrx+7McDkXkwpCUkFALpPpDpfMppPYp8KAuckiMxMFas0m2VSawIzFconl9YqPe46ZwgRRu9Ud1tpoRTSjVndoLCST2xyYnaEVx9QayTV46VSKC6ancJ2hpP4ztxFFrNWSoXQXz8/x4y+/jhcsLPCtY4/xlYcf5tRaqTu8K/DDAWuNJovl0pYHHpyjO0ww9v9/0mHIRXN7APz+HPuDYGdGR3TetRfPz/GCvXupRxGrlQqFbJZ8OkOjFVFpNFgslVkql7uvt/M8HZ0heWa+3z0/b6xL9t0z9bVmRLlWIwg6Qzz9kE//uXS+H3DR8LAtmNl/B34a+KBz7pc2WX8Z8BDwkHPuiufwPBoeJiIiImOnmxzEcXIAYMjOBMTOYbDpxf3OOZqtFqkw7F4/s9X1Mh29E1F0DiJ0kpVRo+Fhu2fdLwt91ncOk5d3oS8iIiIiIyUMAkKAHXzZH4StEgkz686IChDs8DX0Jmbmz9jJ9oYrnR0+j/nlwT7rO/XHdqEvIiIiIiJjSUnL1u7zy5f0Wd+p//Yu9EVEREREZCwpadnal4A14LCZ/eAm62/2y0/vXpdERERERMaLkpYtOOeawG/6hx81s+5UT2Z2K8mNJb/gnNONJUVEREREnie6EH97HwBuBG4AHjKze0nuy3IdsAj8ywH2TURERERk5OlMyzacc3XgHwLvJ7lfy00kScudwEucc0cH1zsRERERkdGnMy074JyrAe/1RUREREREdpHOtIiIiIiIyFBT0iIiIiIiIkNNSYuIiIiIiAw1JS0iIiIiIjLUlLSIiIiIiMhQU9IiIiIiIiJDTUmLiIiIiIgMNSUtIiIiIiIy1JS0iIiIiIjIUDPn3KD7MPbMrJTNZouHDx8edFdERERERM6JI0eO0Gg0ys65qef6u5S0DAEzOwEUgMcH8PSdTOnIAJ5bBkuxH2+K//hS7MeXYj++BhX7i4Cqc27fc/1FSlrGnJndD+Ccu3rQfZHdpdiPN8V/fCn240uxH1+jEHtd0yIiIiIiIkNNSYuIiIiIiAw1JS0iIiIiIjLUlLSIiIiIiMhQU9IiIiIiIiJDTbOHiYiIiIjIUNOZFhERERERGWpKWkREREREZKgpaRERERERkaGmpEVERERERIaakhYRERERERlqSlpERERERGSoKWkREREREZGhpqRlTJlZ3szuMLMHzaxuZk+Z2f80swsH3TfZGTN7qZn9gpl9wsyeMDNnZtveeMnMbjGzr5rZupmdNrO/MLMbtmnzCr/dad/uq2b21nP3amSnzKxgZjeZ2f8wswf8+7diZveZ2XvNbHKLtor9ec7MbvXv+YfMbM3MGmZ2zMx+38yu3aKdYj9izGzOzE75z/6Ht9lW8T+Pmdk9nf/xfcrr+7Qbrbg751TGrAA54MuAA54C/jfwFf/4FHDpoPuosqM4fsrH7KyyTZsP++2qvv3dQAS0gJv6tHmLXx8D9wAfB1b87/kvg/47jFsB/lVPvL8LfMzHseTrvgfsVexHswBLQM1/Zn/Clwd8TJrAmxT78SjAnT4+Dnh4i+0U//O8+Bg4H4c7NynXjkPcBx4IlQEEHT7gd8D/C0z21N/q6+8ZdB9VdhTHnwfuAH4U2AfU2SJpAW708V0CLu+pvx5o+A+mmQ1t9gBrvt2be+ovAB7y9a8Z9N9inArwNuB3gCs31O8HvuFj8keK/WgW4BVAbpP6f+NjcgJIKfajXYDX+Tj8DlskLYr/aBTOJC2Hdrj9SMZ94IFQ2eWAQwZY9TvfD22y/j6/7qWD7qvKM47tdknLX/jYvmuTdR/x627bUP8eX/+pTdr8mF/36UG/dpVuTK73MakDGcV+vArwsI/LixX70S1A3sf6fuDybZIWxX8EyrNIWkYy7rqmZfy8ApgGjjjnvrnJ+o/75Y/uXpfk+WZmeeC1/uHHN9mkX9zfuEWbu0i+HN9oZrnn3Ek5F+7zyywwB4r9mIn8sgmK/Qj7FeBS4Gc4E/OnUfzH0yjHXUnL+PkBv/xGn/Wd+hfvQl9k97yQ5IvsonPuiU3W94t73/3FOdcEvkNyjdQV56if8txc6pcRcNr/rNiPATP7KZJYP+QLKPYjx8xeDNwG/J5z7t5tNlf8R8/bzey3zOw3zezfmdnFm2wzsnFX0jJ+Ojv4Zjtyb/0lu9AX2T1bxt05VyEZNjhrZkUAM5siOSvXtx3aX4bNO/3ybudcw/+s2I8gM7vdzO40sz8xs+8Avw8cB/6Zc67tN1PsR4iZBcDvksTsPTtooviPnl8Cfhb4OZJhXg+b2S9v2GZk466kZfx0pkOt9llf8cviLvRFds92cYenx7536lztL0POzN4AvJ3kLEvvPzHFfjT9E5JJGW4GrgaOkSQsX+/ZRrEfLe8AXgbc7pxb3sH2iv/o+Fvgp4DDQIHkbMovksz0dYeZvbNn25GNu5IWEZHznJm9CPhDwEi+0Ny3TRM5zznnbnTOGTALvIpkSNgXzOwXB9szeT74YUAfAL7gnLtzwN2RXeace69z7g+dc0edczXn3IPOuV8FbvKbvM9fyzLSlLSMn3W/LPRZP+GX5V3oi+ye7eIOT4/9es867S9DypIbwt5N8uX1vznnPrJhE8V+hDnnVv21DW8Avg6838xe5lcr9qPjoySzf/7MM2ij+I8459xnga8BM8B1vnpk466kZfw85pcH+6zv1B/bhb7I7tky7mY2QfKht+KcKwM450okc7b3bYf2l4Eysz3AZ0nGGP8e8O5NNlPsx4BzLiK5UbBxZlYgxX50vIlk2M5v+7uj32Nm9wB/7Ndf2FO/z9cp/uOhM/HGfr8c2bgraRk/nWEjL+mzvlP/7V3oi+yeB0huKLXgj8xv1C/uffcXM0sD15BMg/jgOeqn7JCZTQJ/CVxFclf0n3Z+Qv0NFPvxseSXC36p2I+WGeDVG0rn6Hqup64zJa3iPx5m/bJzzcnIxl1Jy/j5Ekk2fdjMfnCT9Tf75ad3r0vyfHPO1YC/9g9/fJNN+sX9rg3re72J5J/j55xz9efcSdkxM8sCfwb8MPAZzp4x6iyK/Vh5tV8eAcV+lDjnbLMCvMBvcqSn/lHfRvEfcWa2APyIf/gNGPG4D/LOliqDKSQX8zmSBGaip/5WX3/PoPuo8qziWk/e0n3X3+jjuwRc3lN/vW+7AsxsaLOHJMl1wJt76veSnJJ2wGsG/drHqQAhyZkVRzKjTGEHbRT7ESgkNwd+PRBsqE+TzCzVJhlCdJFiPx4FOOTj8XCf9Yr/eV6AG0guuA83if0XfTz+bBzibr5DMkb83UzvITmtfBy4l2RM/HXAIvBy59zRgXVQdsTM3sjZU9v+MMl49q/01L3fOXdXT5sPk9zLowr8FcmFnf/It7vZOfepTZ7nLcDH/Db3AMskH4gzJBd+33buXpVsx09t+WH/8JNAqc+m73bOdYYLKfYjwMxuIbl2aYnkovtlYB64lmQ8ex14m3PuYxvaKfYjyswOAY+QnGm5rM82iv95rOd9f4LkbMoqyXe2l5Kc/bgfeK1z7tSGdqMX90FnkCqDKUAeuAN4mGTs43GSN8XBQfdNZccxvIXkyMdW5ZY+7b5GMv51heS6iBu2ea5X+O1WfLu/I/lyNPC/w7gV4H07iLsDDin2o1VIhgJ9kOTo6lNAk2TWn+8AvwFctkVbxX4EC9ucaVH8z/8CXAn8FsmBilMk9+JaBb5MMkImPy5x15kWEREREREZaroQX0REREREhpqSFhERERERGWpKWkREREREZKgpaRERERERkaGmpEVERERERIaakhYRERERERlqSlpERERERGSoKWkREREREZGhpqRFRERERESGmpIWEREREREZakpaRERERERkqClpERGRgTEzt4Ny56D7uR0ze5/v6y2D7ouIyChKDboDIiIiwP/aYt0Xd60XIiIylJS0iIjIwDnnbhl0H0REZHhpeJiIiIiIiAw1JS0iInJe8deOPGpmGTP7T2Z2xMzqZnbUzO4ws1yfdnNm9iEze8hvf9rM7jazf7zFc82Z2QfN7O/NrGJmJf/zr5nZ/j5trjWz/2NmK77NF8zshnP1+kVExpGSFhEROR8Z8KfA7cB3gbuAPcAvA39uZuFZG5tdCHwVeDeQAT4FfBO4EfiMmf37pz2B2ZXAt4D/CMwDnwE+55/7duC6Tfr1D4D/Bxzy2z8EvAr4vJld81xesIjIONM1LSIicj66mOTA2zXOuaMAZrYA/DXwOuAdwId7tv9t4FLgj4B/4Zxr+javJEkuPmRmf+Oc+5avTwGfBA763/PznTZ+/dVAfZN+/RzwTufcb/Rs++vAu4D3AG997i9dRGT86EyLiIgM3DZTHt/Up9kdnYQFwDm3SHIGBODf9vzuS4E3AevAO3qTD+fcF0kSmpAk4eh4M/BC4H7g3b1tfLv7nXNHNunTl3oTFu8DfvmqPq9DRES2oTMtIiIyDLaa8vixPvV/vLHCOXe3ma0Ah81sv3PuOPBKv/pu59zpTX7PHwC3Aj/SU3ejX/6uc669ddfP8tlN+rRsZqeBTa+BERGR7SlpERGRgXsWUx6vOOfKfdYdA2aBA8BxvwR4tM/2nfoLe+ou8svNzqZs5Yk+9WWSa25ERORZ0PAwEREZd+4c/q74HP4uERHxlLSIiMj5aNbMin3WXeyXT21YXtJn+0N++WRP3eN+efhZ9U5ERM4pJS0iInK++omNFf6eK3uAo/56FoAv+uXrzWxmk9/zz/3y3p66z/nl281M/ytFRAZMH8QiInK++hUzO9R5YGbzwIf8w4926v0MY3cBReAjZpbuaXM98LNAu7cN8AngQeAa4Nd62/h2V/tZyUREZBfoQnwRERk4M7tzi9WPOefeu7EO+DZwv5l9HoiA1wIzwN8AG6cd/tckZ1LeCrzazL4MLACvIZnu+LbOPVoAnHMtM3sL8FfAbcBP+jYGXE6SzPwYcBQREXneKWkREZFh8LYt1t0HbExaHHCzr/9JzswU9lHgg8651lkbO/ekmb0M+A/ATST3YakCnwf+q3Nus6mKv2NmP0By75d/CrwBaJAkTP+Z5M73IiKyC8y5czlpioiIyPPLzBxwzDl3aNB9ERGR3aFrWkREREREZKgpaRERERERkaGmpEVERERERIaarmkREREREZGhpjMtIiIiIiIy1JS0iIiIiIjIUFPSIiIiIiIiQ01Ji4iIiIiIDDUlLSIiIiIiMtSUtIiIiIiIyFBT0iIiIiIiIkNNSYuIiIiIiAw1JS0iIiIiIjLUlLSIiIiIiMhQU9IiIiIiIiJDTUmLiIiIiIgMNSUtIiIiIiIy1JS0iIiIiIjIUPv/cUw7C1GKmpoAAAAASUVORK5CYII=
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<div class="prompt input_prompt">In&nbsp;[6]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_mean_squared_error</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">((</span><span class="n">train_ys</span> <span class="o">-</span> <span class="n">train_ys_prediction</span><span class="p">)</span> <span class="o">**</span> <span class="mi">2</span><span class="p">)</span>
<span class="n">test_mean_squared_error</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">((</span><span class="n">test_ys</span> <span class="o">-</span> <span class="n">test_ys_prediction</span><span class="p">)</span> <span class="o">**</span> <span class="mi">2</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Mean Squared Error on Training data:&#39;</span><span class="p">,</span> <span class="n">train_mean_squared_error</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Mean Squared Error on Testing data:&#39;</span><span class="p">,</span> <span class="n">test_mean_squared_error</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">dpi</span><span class="o">=</span><span class="mi">150</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Actual vs Predicted Data Points: Training Set&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Actual House Price&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Predicted House Price&#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="nb">min</span><span class="p">(</span><span class="n">train_ys</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">train_ys</span><span class="p">)],</span> <span class="p">[</span><span class="nb">min</span><span class="p">(</span><span class="n">train_ys</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">train_ys</span><span class="p">)],</span>
         <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#1D2021&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;--&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">train_ys</span><span class="p">,</span> <span class="n">train_ys_prediction</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#458588&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">dpi</span><span class="o">=</span><span class="mi">150</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Actual vs Predicted Data Points: Testing Set&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Actual House Price&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Predicted House Price&#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="nb">min</span><span class="p">(</span><span class="n">test_ys</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">test_ys</span><span class="p">)],</span> <span class="p">[</span><span class="nb">min</span><span class="p">(</span><span class="n">test_ys</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">test_ys</span><span class="p">)],</span>
         <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#1D2021&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;--&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">test_ys</span><span class="p">,</span> <span class="n">test_ys_prediction</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#CC241D&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<pre>Mean Squared Error on Training data: 0.6810825941617876
Mean Squared Error on Testing data: 74.94913775783718
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