indian_economy_analysis.html

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

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

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

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

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

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<body>
  <div tabindex="-1" id="notebook" class="border-box-sizing">
    <div class="container" id="notebook-container">

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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#importing all dependancies </span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span> 
<span class="kn">import</span> <span class="nn">matplotlib</span> <span class="k">as</span> <span class="nn">mpl</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="c1">#importing csv dataset file </span>
<span class="n">data</span><span class="o">=</span><span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;C:\Users\Anuj\Desktop\indecodata.csv&#39;</span><span class="p">)</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[2]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#checking the data</span>
<span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<style scoped>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Series Name</th>
      <th>Population, total</th>
      <th>Population growth (annual %)</th>
      <th>Life expectancy at birth, total (years)</th>
      <th>GDP (current US$)</th>
      <th>GDP growth (annual %)</th>
      <th>Inflation, GDP deflator (annual %)</th>
      <th>Agriculture, forestry, and fishing, value added (% of GDP)</th>
      <th>Industry (including construction), value added (% of GDP)</th>
      <th>Exports of goods and services (% of GDP)</th>
      <th>Imports of goods and services (% of GDP)</th>
      <th>Military expenditure (% of GDP)</th>
      <th>Merchandise trade (% of GDP)</th>
      <th>Foreign direct investment, net inflows (BoP, current US$)</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1990</td>
      <td>873277798</td>
      <td>2.076089</td>
      <td>57.865</td>
      <td>320979026420</td>
      <td>5.533455</td>
      <td>10.668304</td>
      <td>26.896438</td>
      <td>27.453696</td>
      <td>7.053350</td>
      <td>8.452911</td>
      <td>3.146215</td>
      <td>12.944459</td>
      <td>2.366900e+08</td>
    </tr>
    <tr>
      <th>1</th>
      <td>1991</td>
      <td>891273209</td>
      <td>2.039730</td>
      <td>58.353</td>
      <td>270105341879</td>
      <td>1.056831</td>
      <td>13.751819</td>
      <td>27.333218</td>
      <td>26.441720</td>
      <td>8.494241</td>
      <td>8.493486</td>
      <td>2.909974</td>
      <td>14.133375</td>
      <td>7.353764e+07</td>
    </tr>
    <tr>
      <th>2</th>
      <td>1992</td>
      <td>909307016</td>
      <td>2.003178</td>
      <td>58.851</td>
      <td>288208430384</td>
      <td>5.482396</td>
      <td>8.965152</td>
      <td>26.669772</td>
      <td>26.792743</td>
      <td>8.842927</td>
      <td>9.590172</td>
      <td>2.704840</td>
      <td>14.991581</td>
      <td>2.765124e+08</td>
    </tr>
    <tr>
      <th>3</th>
      <td>1993</td>
      <td>927403860</td>
      <td>1.970635</td>
      <td>59.349</td>
      <td>279296022988</td>
      <td>4.750776</td>
      <td>9.861783</td>
      <td>26.881801</td>
      <td>26.781554</td>
      <td>9.834217</td>
      <td>9.817322</td>
      <td>2.823542</td>
      <td>15.882790</td>
      <td>5.503700e+08</td>
    </tr>
    <tr>
      <th>4</th>
      <td>1994</td>
      <td>945601831</td>
      <td>1.943245</td>
      <td>59.840</td>
      <td>327275583540</td>
      <td>6.658924</td>
      <td>9.980045</td>
      <td>26.388619</td>
      <td>27.628201</td>
      <td>9.888085</td>
      <td>10.190059</td>
      <td>2.664674</td>
      <td>15.847501</td>
      <td>9.732715e+08</td>
    </tr>
  </tbody>
</table>
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<div class="prompt input_prompt">In&nbsp;[3]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#checking all datatypes </span>
<span class="n">data</span><span class="o">.</span><span class="n">dtypes</span>
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<pre>Series Name                                                     int64
Population, total                                               int64
Population growth (annual %)                                  float64
Life expectancy at birth, total (years)                       float64
GDP (current US$)                                               int64
GDP growth (annual %)                                         float64
Inflation, GDP deflator (annual %)                            float64
Agriculture, forestry, and fishing, value added (% of GDP)    float64
Industry (including construction), value added (% of GDP)     float64
Exports of goods and services (% of GDP)                      float64
Imports of goods and services (% of GDP)                      float64
Military expenditure (% of GDP)                               float64
Merchandise trade (% of GDP)                                  float64
Foreign direct investment, net inflows (BoP, current US$)     float64
dtype: object</pre>
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<div class="prompt input_prompt">In&nbsp;[4]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span>
</pre></div>

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    <div class="prompt output_prompt">Out[4]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Series Name</th>
      <th>Population, total</th>
      <th>Population growth (annual %)</th>
      <th>Life expectancy at birth, total (years)</th>
      <th>GDP (current US$)</th>
      <th>GDP growth (annual %)</th>
      <th>Inflation, GDP deflator (annual %)</th>
      <th>Agriculture, forestry, and fishing, value added (% of GDP)</th>
      <th>Industry (including construction), value added (% of GDP)</th>
      <th>Exports of goods and services (% of GDP)</th>
      <th>Imports of goods and services (% of GDP)</th>
      <th>Military expenditure (% of GDP)</th>
      <th>Merchandise trade (% of GDP)</th>
      <th>Foreign direct investment, net inflows (BoP, current US$)</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1990</td>
      <td>873277798</td>
      <td>2.076089</td>
      <td>57.865</td>
      <td>320979026420</td>
      <td>5.533455</td>
      <td>10.668304</td>
      <td>26.896438</td>
      <td>27.453696</td>
      <td>7.053350</td>
      <td>8.452911</td>
      <td>3.146215</td>
      <td>12.944459</td>
      <td>2.366900e+08</td>
    </tr>
    <tr>
      <th>1</th>
      <td>1991</td>
      <td>891273209</td>
      <td>2.039730</td>
      <td>58.353</td>
      <td>270105341879</td>
      <td>1.056831</td>
      <td>13.751819</td>
      <td>27.333218</td>
      <td>26.441720</td>
      <td>8.494241</td>
      <td>8.493486</td>
      <td>2.909974</td>
      <td>14.133375</td>
      <td>7.353764e+07</td>
    </tr>
    <tr>
      <th>2</th>
      <td>1992</td>
      <td>909307016</td>
      <td>2.003178</td>
      <td>58.851</td>
      <td>288208430384</td>
      <td>5.482396</td>
      <td>8.965152</td>
      <td>26.669772</td>
      <td>26.792743</td>
      <td>8.842927</td>
      <td>9.590172</td>
      <td>2.704840</td>
      <td>14.991581</td>
      <td>2.765124e+08</td>
    </tr>
    <tr>
      <th>3</th>
      <td>1993</td>
      <td>927403860</td>
      <td>1.970635</td>
      <td>59.349</td>
      <td>279296022988</td>
      <td>4.750776</td>
      <td>9.861783</td>
      <td>26.881801</td>
      <td>26.781554</td>
      <td>9.834217</td>
      <td>9.817322</td>
      <td>2.823542</td>
      <td>15.882790</td>
      <td>5.503700e+08</td>
    </tr>
    <tr>
      <th>4</th>
      <td>1994</td>
      <td>945601831</td>
      <td>1.943245</td>
      <td>59.840</td>
      <td>327275583540</td>
      <td>6.658924</td>
      <td>9.980045</td>
      <td>26.388619</td>
      <td>27.628201</td>
      <td>9.888085</td>
      <td>10.190059</td>
      <td>2.664674</td>
      <td>15.847501</td>
      <td>9.732715e+08</td>
    </tr>
    <tr>
      <th>5</th>
      <td>1995</td>
      <td>963922588</td>
      <td>1.918941</td>
      <td>60.320</td>
      <td>360281952717</td>
      <td>7.574492</td>
      <td>9.062702</td>
      <td>24.456855</td>
      <td>28.599809</td>
      <td>10.843968</td>
      <td>12.023481</td>
      <td>2.578484</td>
      <td>18.134963</td>
      <td>2.143628e+09</td>
    </tr>
    <tr>
      <th>6</th>
      <td>1996</td>
      <td>982365243</td>
      <td>1.895219</td>
      <td>60.783</td>
      <td>392897054348</td>
      <td>7.549522</td>
      <td>7.575018</td>
      <td>25.417031</td>
      <td>27.912270</td>
      <td>10.385169</td>
      <td>11.544319</td>
      <td>2.472768</td>
      <td>18.082854</td>
      <td>2.426057e+09</td>
    </tr>
    <tr>
      <th>7</th>
      <td>1997</td>
      <td>1000900030</td>
      <td>1.869173</td>
      <td>61.233</td>
      <td>415867753864</td>
      <td>4.049821</td>
      <td>6.476271</td>
      <td>24.345357</td>
      <td>27.837031</td>
      <td>10.690717</td>
      <td>11.928670</td>
      <td>2.647732</td>
      <td>18.380843</td>
      <td>3.577330e+09</td>
    </tr>
    <tr>
      <th>8</th>
      <td>1998</td>
      <td>1019483581</td>
      <td>1.839658</td>
      <td>61.669</td>
      <td>421351477505</td>
      <td>6.184416</td>
      <td>8.010168</td>
      <td>24.378821</td>
      <td>27.303038</td>
      <td>11.018469</td>
      <td>12.681001</td>
      <td>2.727311</td>
      <td>18.136165</td>
      <td>2.634652e+09</td>
    </tr>
    <tr>
      <th>9</th>
      <td>1999</td>
      <td>1038058156</td>
      <td>1.805560</td>
      <td>62.093</td>
      <td>458820417338</td>
      <td>8.845756</td>
      <td>3.068396</td>
      <td>22.988961</td>
      <td>26.519293</td>
      <td>11.452065</td>
      <td>13.363533</td>
      <td>2.957196</td>
      <td>18.012712</td>
      <td>2.168591e+09</td>
    </tr>
    <tr>
      <th>10</th>
      <td>2000</td>
      <td>1056575549</td>
      <td>1.768125</td>
      <td>62.505</td>
      <td>468394937262</td>
      <td>3.840991</td>
      <td>3.644970</td>
      <td>21.608957</td>
      <td>27.325828</td>
      <td>12.997236</td>
      <td>13.903687</td>
      <td>2.948930</td>
      <td>20.047612</td>
      <td>3.584217e+09</td>
    </tr>
    <tr>
      <th>11</th>
      <td>2001</td>
      <td>1075000085</td>
      <td>1.728768</td>
      <td>62.907</td>
      <td>485441014539</td>
      <td>4.823966</td>
      <td>3.215616</td>
      <td>21.620505</td>
      <td>26.487777</td>
      <td>12.558380</td>
      <td>13.434875</td>
      <td>2.924436</td>
      <td>19.312954</td>
      <td>5.128094e+09</td>
    </tr>
    <tr>
      <th>12</th>
      <td>2002</td>
      <td>1093317189</td>
      <td>1.689563</td>
      <td>63.304</td>
      <td>514937948870</td>
      <td>3.803975</td>
      <td>3.715684</td>
      <td>19.536700</td>
      <td>27.660654</td>
      <td>14.264384</td>
      <td>15.244279</td>
      <td>2.826867</td>
      <td>20.539756</td>
      <td>5.208967e+09</td>
    </tr>
    <tr>
      <th>13</th>
      <td>2003</td>
      <td>1111523144</td>
      <td>1.651491</td>
      <td>63.699</td>
      <td>607699285434</td>
      <td>7.860381</td>
      <td>3.867798</td>
      <td>19.580607</td>
      <td>27.474107</td>
      <td>14.947914</td>
      <td>15.644522</td>
      <td>2.677777</td>
      <td>21.642448</td>
      <td>3.681985e+09</td>
    </tr>
    <tr>
      <th>14</th>
      <td>2004</td>
      <td>1129623456</td>
      <td>1.615308</td>
      <td>64.095</td>
      <td>709148514805</td>
      <td>7.922937</td>
      <td>5.725413</td>
      <td>17.814691</td>
      <td>29.219106</td>
      <td>17.859125</td>
      <td>19.644689</td>
      <td>2.828752</td>
      <td>24.878287</td>
      <td>5.429251e+09</td>
    </tr>
    <tr>
      <th>15</th>
      <td>2005</td>
      <td>1147609927</td>
      <td>1.579710</td>
      <td>64.500</td>
      <td>820381595513</td>
      <td>7.923431</td>
      <td>5.621903</td>
      <td>17.620207</td>
      <td>29.533764</td>
      <td>19.605247</td>
      <td>22.396423</td>
      <td>2.754908</td>
      <td>29.557708</td>
      <td>7.269407e+09</td>
    </tr>
    <tr>
      <th>16</th>
      <td>2006</td>
      <td>1165486291</td>
      <td>1.545696</td>
      <td>64.918</td>
      <td>940259888792</td>
      <td>8.060733</td>
      <td>8.400938</td>
      <td>16.809442</td>
      <td>30.927240</td>
      <td>21.267941</td>
      <td>24.456539</td>
      <td>2.526809</td>
      <td>31.929257</td>
      <td>2.002912e+10</td>
    </tr>
    <tr>
      <th>17</th>
      <td>2007</td>
      <td>1183209472</td>
      <td>1.509222</td>
      <td>65.350</td>
      <td>1216735441525</td>
      <td>7.660815</td>
      <td>6.944418</td>
      <td>16.750120</td>
      <td>30.903238</td>
      <td>20.799700</td>
      <td>24.886569</td>
      <td>2.342634</td>
      <td>31.192401</td>
      <td>2.522774e+10</td>
    </tr>
    <tr>
      <th>18</th>
      <td>2008</td>
      <td>1200669765</td>
      <td>1.464890</td>
      <td>65.794</td>
      <td>1198895582138</td>
      <td>3.086698</td>
      <td>9.193970</td>
      <td>16.790942</td>
      <td>31.136719</td>
      <td>24.097357</td>
      <td>29.270863</td>
      <td>2.550195</td>
      <td>43.027934</td>
      <td>4.340628e+10</td>
    </tr>
    <tr>
      <th>19</th>
      <td>2009</td>
      <td>1217726215</td>
      <td>1.410582</td>
      <td>66.244</td>
      <td>1341886602799</td>
      <td>7.861889</td>
      <td>7.040365</td>
      <td>16.744270</td>
      <td>31.121372</td>
      <td>20.400519</td>
      <td>25.872350</td>
      <td>2.893496</td>
      <td>31.456533</td>
      <td>3.558137e+10</td>
    </tr>
    <tr>
      <th>20</th>
      <td>2010</td>
      <td>1234281170</td>
      <td>1.350339</td>
      <td>66.693</td>
      <td>1675615335601</td>
      <td>8.497585</td>
      <td>10.526031</td>
      <td>17.026509</td>
      <td>30.725078</td>
      <td>22.400933</td>
      <td>26.854273</td>
      <td>2.707464</td>
      <td>34.410284</td>
      <td>2.739689e+10</td>
    </tr>
    <tr>
      <th>21</th>
      <td>2011</td>
      <td>1250288729</td>
      <td>1.288576</td>
      <td>67.130</td>
      <td>1823050405350</td>
      <td>5.241345</td>
      <td>8.733578</td>
      <td>17.191970</td>
      <td>30.161678</td>
      <td>24.540405</td>
      <td>31.083461</td>
      <td>2.651497</td>
      <td>42.092473</td>
      <td>3.649865e+10</td>
    </tr>
    <tr>
      <th>22</th>
      <td>2012</td>
      <td>1265782790</td>
      <td>1.231623</td>
      <td>67.545</td>
      <td>1827637859136</td>
      <td>5.456359</td>
      <td>7.934388</td>
      <td>16.845377</td>
      <td>29.398528</td>
      <td>24.534431</td>
      <td>31.259291</td>
      <td>2.537347</td>
      <td>43.034893</td>
      <td>2.399569e+10</td>
    </tr>
    <tr>
      <th>23</th>
      <td>2013</td>
      <td>1280846129</td>
      <td>1.183016</td>
      <td>67.931</td>
      <td>1856722121395</td>
      <td>6.386106</td>
      <td>6.186504</td>
      <td>17.148424</td>
      <td>28.404900</td>
      <td>25.430861</td>
      <td>28.413271</td>
      <td>2.472727</td>
      <td>42.022713</td>
      <td>2.815303e+10</td>
    </tr>
    <tr>
      <th>24</th>
      <td>2014</td>
      <td>1295604184</td>
      <td>1.145624</td>
      <td>68.286</td>
      <td>2039127446299</td>
      <td>7.410228</td>
      <td>3.331757</td>
      <td>16.791935</td>
      <td>27.656401</td>
      <td>22.967963</td>
      <td>25.954223</td>
      <td>2.496770</td>
      <td>38.526479</td>
      <td>3.457664e+10</td>
    </tr>
    <tr>
      <th>25</th>
      <td>2015</td>
      <td>1310152403</td>
      <td>1.116633</td>
      <td>68.607</td>
      <td>2103587817042</td>
      <td>7.996253</td>
      <td>2.279589</td>
      <td>16.174508</td>
      <td>27.347391</td>
      <td>19.813189</td>
      <td>22.109725</td>
      <td>2.405127</td>
      <td>31.473942</td>
      <td>4.400949e+10</td>
    </tr>
    <tr>
      <th>26</th>
      <td>2016</td>
      <td>1324509589</td>
      <td>1.089880</td>
      <td>68.897</td>
      <td>2294797978292</td>
      <td>8.256306</td>
      <td>3.237974</td>
      <td>16.363800</td>
      <td>26.619000</td>
      <td>19.158235</td>
      <td>20.924251</td>
      <td>2.506471</td>
      <td>27.287413</td>
      <td>4.445857e+10</td>
    </tr>
    <tr>
      <th>27</th>
      <td>2017</td>
      <td>1338658835</td>
      <td>1.062597</td>
      <td>69.165</td>
      <td>2652754685835</td>
      <td>7.043821</td>
      <td>3.778099</td>
      <td>16.357810</td>
      <td>26.478810</td>
      <td>18.782685</td>
      <td>21.940126</td>
      <td>2.509625</td>
      <td>28.241058</td>
      <td>3.996609e+10</td>
    </tr>
    <tr>
      <th>28</th>
      <td>2018</td>
      <td>1352617328</td>
      <td>1.037323</td>
      <td>69.416</td>
      <td>2713165057513</td>
      <td>6.119587</td>
      <td>4.555544</td>
      <td>15.406726</td>
      <td>26.127875</td>
      <td>19.852651</td>
      <td>23.552318</td>
      <td>2.382572</td>
      <td>30.932213</td>
      <td>4.211745e+10</td>
    </tr>
    <tr>
      <th>29</th>
      <td>2019</td>
      <td>1366417754</td>
      <td>1.015106</td>
      <td>69.121</td>
      <td>2875142314812</td>
      <td>5.023873</td>
      <td>2.310899</td>
      <td>15.964598</td>
      <td>24.881008</td>
      <td>18.661969</td>
      <td>21.356569</td>
      <td>2.395246</td>
      <td>28.183266</td>
      <td>5.061065e+10</td>
    </tr>
  </tbody>
</table>
</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#importing seaborn for data plotting </span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="c1">#relational plotting</span>
<span class="n">sns</span><span class="o">.</span><span class="n">relplot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;line&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;Population growth (annual %)&#39;</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;GDP (current US$)&#39;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Realation between population growth and GDP&quot;</span><span class="p">)</span>
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<pre>Text(0.5, 1, &#39;Realation between population growth and GDP&#39;)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#checking what columns are ther in dataset </span>
<span class="n">data</span><span class="o">.</span><span class="n">columns</span>
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<pre>Index([&#39;Series Name&#39;, &#39;Population, total&#39;, &#39;Population growth (annual %)&#39;,
       &#39;Life expectancy at birth, total (years)&#39;, &#39;GDP (current US$)&#39;,
       &#39;GDP growth (annual %)&#39;, &#39;Inflation, GDP deflator (annual %)&#39;,
       &#39;Agriculture, forestry, and fishing, value added (% of GDP)&#39;,
       &#39;Industry (including construction), value added (% of GDP)&#39;,
       &#39;Exports of goods and services (% of GDP)&#39;,
       &#39;Imports of goods and services (% of GDP)&#39;,
       &#39;Military expenditure (% of GDP)&#39;, &#39;Merchandise trade (% of GDP)&#39;,
       &#39;Foreign direct investment, net inflows (BoP, current US$)&#39;],
      dtype=&#39;object&#39;)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">relplot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s2">&quot;line&quot;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;Inflation, GDP deflator (annual %)&#39;</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;GDP (current US$)&#39;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Relation Between Inflation and GDP&quot;</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">relplot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s2">&quot;line&quot;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;GDP (current US$)&#39;</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;Population, total&#39;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Realtion between population and GDP&quot;</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">relplot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s2">&quot;line&quot;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;GDP (current US$)&#39;</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;Agriculture, forestry, and fishing, value added (</span><span class="si">% o</span><span class="s1">f GDP)&#39;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Realtion between Agricultural valuation in the country and GDP&quot;</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">relplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">,</span> <span class="n">kind</span><span class="o">=</span><span class="s2">&quot;line&quot;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;Imports of goods and services (</span><span class="si">% o</span><span class="s1">f GDP)&#39;</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;GDP (current US$)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Realtion between Import of goods and GDP&quot;</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">relplot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s2">&quot;line&quot;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;Industry (including construction), value added (</span><span class="si">% o</span><span class="s1">f GDP)&#39;</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;GDP (current US$)&#39;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Realtion between Industrialization and GDP&quot;</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">relplot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s2">&quot;line&quot;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;Foreign direct investment, net inflows (BoP, current US$)&#39;</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;GDP (current US$)&#39;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Realtion between International investment in cuntry and GDP&quot;</span><span class="p">)</span>
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<pre>Text(0.5, 1, &#39;Realtion between International investment in cuntry and GDP&#39;)</pre>
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
"
>
</div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">columns</span>
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<pre>Index([&#39;Series Name&#39;, &#39;Population, total&#39;, &#39;Population growth (annual %)&#39;,
       &#39;Life expectancy at birth, total (years)&#39;, &#39;GDP (current US$)&#39;,
       &#39;GDP growth (annual %)&#39;, &#39;Inflation, GDP deflator (annual %)&#39;,
       &#39;Agriculture, forestry, and fishing, value added (% of GDP)&#39;,
       &#39;Industry (including construction), value added (% of GDP)&#39;,
       &#39;Exports of goods and services (% of GDP)&#39;,
       &#39;Imports of goods and services (% of GDP)&#39;,
       &#39;Military expenditure (% of GDP)&#39;, &#39;Merchandise trade (% of GDP)&#39;,
       &#39;Foreign direct investment, net inflows (BoP, current US$)&#39;],
      dtype=&#39;object&#39;)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#analyzing data from 1990 to 2019 for all columns </span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">3</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Series Name&#39;</span><span class="p">],</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;GDP (current US$)&#39;</span><span class="p">],</span> <span class="s1">&#39;*-&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;GDP growth&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">3</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Series Name&#39;</span><span class="p">],</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Life expectancy at birth, total (years)&#39;</span><span class="p">],</span> <span class="s1">&#39;*-&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Life expectancy growth&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">3</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Series Name&#39;</span><span class="p">],</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Population growth (annual %)&#39;</span><span class="p">],</span> <span class="s1">&#39;*-&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Population growth %&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">3</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Series Name&#39;</span><span class="p">],</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Population, total&#39;</span><span class="p">],</span> <span class="s1">&#39;*-&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Population growth&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">3</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Series Name&#39;</span><span class="p">],</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Foreign direct investment, net inflows (BoP, current US$)&#39;</span><span class="p">],</span> <span class="s1">&#39;*-&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Foreign investment growth&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">3</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Series Name&#39;</span><span class="p">],</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Inflation, GDP deflator (annual %)&#39;</span><span class="p">],</span> <span class="s1">&#39;*-&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Infletion rate per year&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">3</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Series Name&#39;</span><span class="p">],</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Industry (including construction), value added (</span><span class="si">% o</span><span class="s1">f GDP)&#39;</span><span class="p">],</span> <span class="s1">&#39;*-&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Industrial Growth&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">3</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Series Name&#39;</span><span class="p">],</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Agriculture, forestry, and fishing, value added (</span><span class="si">% o</span><span class="s1">f GDP)&#39;</span><span class="p">],</span> <span class="s1">&#39;*-&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Agricultural Growth&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">3</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Series Name&#39;</span><span class="p">],</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Exports of goods and services (</span><span class="si">% o</span><span class="s1">f GDP)&#39;</span><span class="p">],</span> <span class="s1">&#39;*-&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Export per year&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">3</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Series Name&#39;</span><span class="p">],</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Imports of goods and services (</span><span class="si">% o</span><span class="s1">f GDP)&#39;</span><span class="p">],</span> <span class="s1">&#39;*-&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Import per year&quot;</span><span class="p">)</span>
</pre></div>

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<pre>Text(0.5, 1.0, &#39;Import per year&#39;)</pre>
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wdvPWc6H71qIZNryotdmk5ChkCSJEmSJBXBU1te5i9/9CyPb3qZM2fU8vnrz+O8WeOKXZZOYoZAkiRJkiQNoR0tHfzDz1fxn49tYXxlKX//tjN527kzSLnkuwaZIZAkSZIkSYOosbmdm+58gn9+x9n89Olt3HrfGvZ15fidV8zh919zKjXlLvmuoWEIJEmSJEnSILr1vjUsX9/Elbc8SEt7lssWTOTPr1nEKROril2aRhlDIEmSJEmSBsGCT9xFRzbfs9/SngXg0Rd2GQCpKAyBJEmSJEkaILtaO7hvVSN3P7sdiAecKy9J8frTp/DxN5xWnOI06hkCSZIkSZJ0AjbuauOe57Zz97PbWbGxiXyEabXlvGvJLDY37eX+1Y2UplN0ZPNUl2WYVO3y7yoOQyBJkiRJko5BjJFnXmzm7ude4u5nt7N6ewsAC6dUc9Plp3LFosmcPq2GEAIf/OYKrr9gFtctqeeOZZvY0dJe5Oo1moUY49FbDYKGhoa4YsWKory2JEmSJEnHoiuXZ+m6Ju5+7iXueW472/a0kwpw/uw6rjh9ClcsmszMuopilykRQngsxtjQ1zl7AkmSJEmS1IeW9i5++fwO7nluO/evaqSlPUt5SYpXzZ/IH1+xgMsXTqKusrTYZUr9ZggkSZIkSVKisbmde1Zu557ntvPI2l105vLUVZZy1eIpvG7RFF4xbwJjStPFLlM6LoZAkiRJkqRRbW1ja88wryc2vQzArPEVvPfiWbxu0RTOmzWOdCoUuUrpxBkCSZIkSZJGlXw+8sTmlwvBz7PbWbezDYAzZ9TykSvm87pFU5g/uYoQDH50cjEEkiRJkiSddBqb27npzie47bpzmFRdTntXjkdf2JX0+GlkZ2sHmVTgolPGc8Mls3ntoslMrR1T7LKlQWUIJEmSJEk66dx63xqWb2jiw995ktqKEh5YvYO9nTmqyjK8asFErlg0mcsWTKJ2TEmxS5WGjCGQJEmSJGlEijHS1NbJS83tbG9u56U9Hfz5fz9DLh972jz8wi4AUgG+fsP5XHTKeMoyTuys0ckQSJIkSZI07LR35XhpTxLu9Ap5eu83NnfQmcsfcm1pJkVXNk9Mtq86fQofv+Y0JlWXD/0bkYYRQyBJkiRJ0oA4eB6evuTzkV1tnUmoUwh0GpNg56XmDrYnx/bs6zrk2orSNFNqyplcU07DrHFMri1nSk3hp3t7YnUZf/mjZ7lj2SbK0ik6c3mqyzMGQBL9CIFCCDOBbwBTgDxwe4zxloPaBOAW4GpgL/C+GOPjA1+uJEmSJGm4+qd7nmf5+ib+7AdPc82Z0wrBTq/ePI3NHTS2tNOViwdclwowoaqMKbXl1I+vYMmcOqbUFsKeyTVlPSFPdVmmXyt27Wzt4PoLZnHdknruWLaJHS3tg/WWpRElxBiP3CCEqcDUGOPjIYRq4DHgzTHG53q1uRr4fQoh0AXALTHGC470vA0NDXHFihUnWr8kSZIkqUhijKxpbOWqWx46YB6e3qrKMoUgpyfUKe/pzTMl6b0zoaqUTDo1xNVLJ6cQwmMxxoa+zh21J1CMcRuwLdluCSGsBKYDz/Vqdi3wjVhIlH4dQhgbQpiaXCtJkiRJOkm0d+VYur6J+1du575VjWzZvQ+A2jEZ2jpyZPOR0nSKS0+dwJ9fs4jZEyqLXLGkbsc0J1AIYTZwDrD0oFPTgc299rckxwyBJEmSJGmEa2xu5xerG7lvZSO/WruTvZ05yktSvGLeRD706nm8esEk/uX+NYV5eDKFeXim1pYbAEnDTL9DoBBCFfB94A9jjM0Hn+7jkkP6AoYQbgRuBKivrz+GMiVJkiRJQyWfjzyzdQ/3r2rk/lWNPLVlDwDTasv5rXNncPlpk7ho7njKS/Yvte48PNLwd9Q5gQBCCCXA/wA/jzH+Ux/nvwg8EGO8M9lfDVx2pOFgzgkkSZIkScNHW0eWX63dyf0rG7l/dSM7WjoIAc6tH8flCyfxmtMmsWBydb8mZpZUPCc0J1Cy8tdXgJV9BUCJHwE3hRC+Q2Fi6D3OByRJkiRJw9vmpr3cv6qR+1Y18ut1u+jM5qkuy/DKBRN5zcJJvGr+RMZXlRW7TEkDpD/DwS4B3g08HUJ4Mjn2Z0A9QIzxC8BPKawMtpbCEvE3DHypkiRJkqQTkc3leWLzy9y3spH7V23n+e2tAMydUMl7LpzF5adN4vzZdZS4Upd0UurP6mC/ou85f3q3icCHBqooSZIkSdLA2LO3i1+u2cH9K7fzwPM7eHlvF5lUYMmcOt7RMJPLF05i7sSqYpcpaQgc0+pgkiRJkqThpbG5nZvufILbrjuHSdXlxBh5YUcb96/azn0rG1mxcTe5fKSusrQwt8/CyVw6fwI15SXFLl3SEDMEkiRJkqQR7Nb71rB8QxN/+v2nqR9fwf2rGtm4ay8AC6dU87uvmsvlCydz9syxpFNO6iyNZoZAkiRJkkaEg3u8nGy1xBjZ15WjrSPH3s7s/sfOHG0dWdo6suztzNHWmWVvR45/e+AFcr1We75vVSMAqQB/9ebFXL5wEtPHjhmQ2iSdHAyBJEmSJI0I3T1ebr13DTe/5Yyi1nJLUsvf3bWKmy4/9ZCApq0jW9hOApwDHrvbdGaTdjn2dmTZ25WjV6ZzRKkAY0rT5HKRjmyeCJSmA1ecPoW/eOOioodkkoYnQyBJkiRJw9bezixnfepuunL705FvLd3Et5ZuIgBnzRxLjJF8hHzyGGMk9uz33uag/b7aH75NPkIuf2BK8/3HX+T7j794xPeQSQUqyzJUlqap6H4szTC1tpyK0gyVZWkqSzP7z/VqU1mWPqBNZVmGitI0ZZkUIQQ+/sOnuWPZJsrSKTpzecaOKTEAknRYhkCSJEmSho2X93ayfMNulq3fxbINu3nmxT09wUsAIoVeMOMrS5k7sYqykjSpAKkQCEAIoWc/lere338sdJ8LEOjdpvv4gW0K+/u393Zm+dXanazb0UY2HylJB86cXss7l9QzbewYKkrTPUFNIdhJU5ZJD9rva2drB9dfMIvrltRzx7JN7GhpH7TXkjTyGQJJkiRJKppte/axbH0Tyzc0sWx9E89vbwWgNJ3irJm1fPCVc1kyp46fPLWN7z2+pafHy+tPn1K0IWEf/+HTrGlspSxTqOW0qTW8vWFmUWr54rsberZvfvPiotQgaeQwBJIkSZI0JGKMrN/ZxvINTSxNgp/NTfsAqCxNc+6scbzprGmcP7uOs2aOpbxkfw+aO5dtGjY9Xux9I2mkCrG/M48NsIaGhrhixYqivLYkSZKkwZfLR1a91Mzy9U0s29DEsvW72dnaAUBdZSnnzx7H+bPruGDOeE6bWk0mnSpyxZI08oUQHosxNvR1zp5AkiRJkgZERzbH01v2sGxDE8vXN7Fi425a2rMATKst5xXzxrNkzniWzBnHKROrCCEUuWJJGl0MgSRJkiQdVmNzOzfd+QS3XXfOIatOtXVkeXzTbpavLwzvenLzy3Rk8wCcMrGSa86cxpI5hd4+M8ZVFKN8SVIvhkCSJEmSDuvW+9awfEMTt967hj++YkHPBM7LNzTxzNZmcvlIKsDp02q5/oJZLJkzjobZdUyoKit26ZKkgzgnkCRJkqRDLPjEXT29eg5Wmklx9oyxnD9nHEvmjOfc+rFUl5cMcYWSpL44J5AkSZKkfosx8lfXLubT//MsrR05AFIBFkyp5sOvnc8r5088YOUuSdLIYAgkSZIkqcdjG5v4zE9XsWLjbqrLMwQKPX86c3nOqx/HFadPKXaJkqTjZAgkSZIkibWNrfz9z1Zx93PbmVhdxt+85QweWN3IpJpyrltSzx3LNrGjpb3YZUqSToBzAkmSJEmjWGNzO/987xq+u2Iz5ZkUv/uqU3j/pXOoKPXvxZI0EjknkCRJkqQDtLR3cfuD6/jyQ+vpyuV594WzuOnyea7qJUknMUMgSZIkaRTpzOa5Y+lGbr1/LU1tnVxz5lT+3+sXMGt8ZbFLkyQNMkMgSZIkaRTI5yM/eXobn717NRt37eWiueP52FULOWvm2GKXJkkaIkcNgUIIXwWuARpjjIv7OH8Z8N/A+uTQD2KMnx7IIiVJkiQdv0de2Mnf3rWKp7bsYeGUar52w/lcNn8iIYRilyZJGkL96Qn0deA24BtHaPNQjPGaAalIkiRJ0oBYua2Zv/vZKh5YvYNpteV89u1n8ZZzppNOGf5I0mh01BAoxvhgCGH24JciSZIkaSC8+PI+/unu5/nBE1uoLsvwp1ct5L0Xz6a8JF3s0iRJRTRQcwJdFEL4DbAV+EiM8dm+GoUQbgRuBKivrx+gl5YkSZIEsGdvF59/YC1fe2QDAB+4dC6/d9kpjK0oLW5hkqRhYSBCoMeBWTHG1hDC1cB/Aaf21TDGeDtwO0BDQ0McgNeWJEmSRr32rhzfeHQD//qLF2hu7+It50znj143nxnjKopdmiRpGDnhECjG2Nxr+6chhM+HECbEGHee6HNLkiRJOrxcPvJfT7zIP969mq172nnV/Il89MqFLJpWU+zSJEnD0AmHQCGEKcD2GGMMISwBUsCuE65MkiRJUp9ijDzw/A7+7q5VrHqphTOm1/LZt5/FxfMmFLs0SdIw1p8l4u8ELgMmhBC2AJ8ESgBijF8A3gb8nxBCFtgHvDPG6FAvSZIkaRA8teVlPvPTVTy6bhf1dRXc+q5zuOaMqaRc8UuSdBT9WR3sXUc5fxuFJeQlSZIkDZKNu9r47N3P8+PfbKWuspRPvnER118wi9JMqtilSZJGiIFaHUySJEnSAGlsbuemO5/gtuvOIR0C/3L/Wr69dCPpVOCmV8/jg6+aS3V5SbHLlCSNMIZAkiRJ0jBz631rWL6hiQ/8+wpe2NHG3s4sv33+TP7wtfOZXFNe7PIkSSOUIZAkSZI0TCz4xF10ZPM9+7/ZsgeA0nSKz7z1zGKVJUk6SRgCSZIkSUWSy0dWvdTMig27Wb6hidoxJTS2dPScL02nuOqMKXz8DacVsUpJ0snCEEiSJEkaIns7szy56WWWb9jNio1NPLHpZVo7sgBMqSlnyZw6XtrTzmMbd1OaSdGZy1NdlmFStUPAJEknzhBIkiRJGiSNze2s2Fjo5fPYxt08u7WZXD4SAiyYXM2bz5nG+bPrOG/WOKaPHUMIgQ9+cwXXXziL65bUc8eyTexoaS/225AknSRCjLEoL9zQ0BBXrFhRlNeWJEmSBlo+H3lhR2tPL58VG3azqWkvAOUlKc6eOZaGWXU0zB7HOfXjqB3j6l6SpIEXQngsxtjQ1zl7AkmSJEnHob0rx9Mv7mHFht2s2NDEio272bOvC4AJVaWcN2sc77loFufNGsfp02opzaSKXLEkabQzBJIkSVLRNDa3c9OdT3DbdecM+3lvmto6eWzj/l4+T2/ZQ2eusJLXKRMrufL0KTTMHkfD7Dpmj68ghFDkiiVJOpAhkCRJkooixsinfvwcy9c38Zc/eo4/et18yjIpyjIpSjMpyjJpSjMp0qmhCVN6B1ITq8rYuGsvKzYWevks39DECzvaAChJB86YXssNl8ymIZnPp66ydEhqlCTpRDgnkCRJkoZUNpdn4Z//jGy+f99DM6mQhEKFcKgnIEqnKCtJUZref+zAEOmg9n0ETN3PUZZO8dWH13PfykZmjBvDvq48O1sLS7XXjinhvFnjCr18ZtVx5oxaykvSg/krkiTpuDknkCRJkoqupb2L/1i+ma89vIFsPlJZmqYzl6crFylJB86cUcvVZ0ylLJOmM5unM5enoytPZy6XPObpzObpyHY/5nq2W9qz7Mp20pHN9bpuf/tcPwMngM279wGF8Omnf3Ap8yZWkRqi3kiSJA0mQyBJkiQNqq0v7+Prj2zgzqWbaOnIsmR2HZ984yIeWL2DO5dvoiyTojOX57QpNbz/FXMHpYZsbn8o1B0MdSRB0kt72vnqr9azfMNuOnN5yktSvP70KXz8DacN+3mKJEk6FoZAkiRJGhTPvLiHLz20jp88tY0IXLV4Cr9z6VzOnjkWgO8/voXrL5jFdUvquWPZJna0tA9aLZl0ikw6RUUfU/ecPq2W+1c18si6XZRlUnRk81SXZQyAJEknHUMgSZIkDZh8PvKL1Y186aF1/HpdE5Wlad5z0WxuuKl4udwAABkCSURBVGQ2M+sqDmj7xXfvn67g5jcvHupSD7CztWPIAilJkorFiaElSZJ0wtq7cvzwiRf58kPreGFHG1Nqyrnhktm8c0k9tWNKil2eJEmjhhNDS5IkaVDsau3gm7/eyDcf3ciutk5On1bD5377bN5w5lRK0qlilydJknoxBJIkSdIxe2FHK19+aD0/eHwLHdk8r14wkQ9cOpeLThlPCK6kJUnScGQIJEmSpH6JMbJ0fRNffmgd965spDST4q3nTOf9r5jDqZOri12eJEk6iqOGQCGErwLXAI0xxkNm7AuFP/XcAlwN7AXeF2N8fKALlSRJUnF05fL89OltfPmh9Tz94h7qKkv5v685lXdfOIuJ1WXFLk+SJPVTf3oCfR24DfjGYc5fBZya/FwA/FvyKEmSpBGspb2L7yzbzNceXs/WPe3MnVDJX79lMb917gzKS9LFLk+SJB2jo4ZAMcYHQwizj9DkWuAbsbDM2K9DCGNDCFNjjNsGqEZJkiQNoRdf3sfXH17Pncs209qRZcmcOj517WJes3ASqZTz/UiSNFINxJxA04HNvfa3JMcMgSRJkkaQp7fs4UsPreMnTxe+xl19xlQ+cOkczpwxtsiVSZKkgTAQIVBffw6KfTYM4UbgRoD6+voBeGlJkiQdq8bmdm668wluu+4cJlSW8YvVjdz+4DqWrm+iqizDDRfP5n2XzGbGuIpilypJkgbQQIRAW4CZvfZnAFv7ahhjvB24HaChoaHPoEiSJEmD69b71rB8QxO/f8cT7GjtYN2ONqbWlvNnVy/knUvqqSkvKXaJkiRpEAxECPQj4KYQwncoTAi9x/mAJEmShp/5n7iLzmy+Z3/p+iYAMqnAg3/yakrSqWKVJkmShkB/loi/E7gMmBBC2AJ8EigBiDF+AfgpheXh11JYIv6GwSpWkiRJRxdj5MWX9/HMi808u3UPz7y4h2e3Nh8QAAGUplNcdcYUPv6G0wyAJEkaBfqzOti7jnI+Ah8asIokSZLUb/l8ZGPTXp55cQ/PbN3Dsy8288zWPby8twuAVIBTJ1XzilMnsHhaLY++sIt7V22nNJ2iM5enuizDpOryIr8LSZI0FAZiOJgkSZKGQDaXZ93OtkLgk4Q9z21tprUjC0BJOrBgSjVXnj6F06fXsnhaDQun1DCmNN3zHEvX7+L6C2Zx3ZJ67li2iR0t7cV6O5IkaYiFQkeeodfQ0BBXrFhRlNeWJEka7jqyOdZsb+3p4fPMi82s3NZMRzKkq7wkxaKpNZw+rZbF0wuP8ydXU5pxWJckSaNZCOGxGGNDX+fsCSRJkjQEei/LfvDwq32dOVa+1MyzvXr4PL+9ha5c4Y911WUZFk2r4X9dOIvF02tYPK2WORMqyTiPjyRJOgaGQJIkSUOge1n2z/58NW89d0bPZM3Pbt3D2sZW8knn7HEVJSyeXsv7XzG3J/Cpr6sglQrFfQOSJGnEMwSSJEkaBDFGtu5p57J/+EVPjx6A767YwndXbAFgck0Zi6fVcuXiqZw+rYbF02uZVltOCAY+kiRp4BkCSZIknaC9nVlWv9TCqpdaWLWtmZXbWlj5UjMt7dlD2mZSgYbZ4/iLNy5i0dTaIlQrSZJGK0MgSZKkfooxsmX3PlZua2bVSy09jxt2tdG91kZlaZoFU6p501nTWDi1htOmVPMfyzfzvce39CzLPm9ilQGQJEkacoZAkiRJfWjtKPTuKQQ9zazaVujp070cO8Ds8RUsnFLDtWdPY+GUGhZNrWHGuDGHzN/zpYfWuSy7JEkqOpeIlyRJJ60jrcjVLZ+PbN69l5XJMK5VLxUeNzXt7WlTXZZh4dRqFk6p4bSpNSycWs2CydVUlvn3NEmSNLy4RLwkSRqVulfkuvXeNdz8ljNoae/aP29P0stn9Ust7O3MARACzBlfyeLpNbz9vBksnFrDwinVzBg3xsmaJUnSiGdPIEmSdNJZ8Im76Mjmj9impjzDwqmFIVwLp1SzcGoNCyZXM6Y0PURVSpIkDTx7AkmSpJNSRzbH+p1trNneyprGVtY2tvD89layuQMDoABMG1vOm86ezvmzx7FwSg1TXYpdkiSNMoZAkiRp2GvvyrFuRxtrGluSwKeFNY2tbNy1l1y+0Ks5FaC+roJTJ1dzxaLJPLn5ZR59YRelmcKKXK9eMImPXrmwyO9EkiSpeAyBJEnSsLGvM8cLO1p7hT2trG1sZeOuNpKsh3QqMGt8BadOquLqxVM5dXIVp06qZu7ESspL9g/l+uA3V3D9ha7IJUmS1M05gSRJ0oDqz4pcbR3ZQtiTBD1rthd69mzevZfuryaZVGDOhEpOnVzFvEnVnDqpivmTq5k9oYKyjPP2SJIk9cU5gSRJ0pDpvSLXx64+jbWNrTy/vYW1vcKeLbv39bQvSQfmTqjijBm1/Na5M5KePVXMGl9JaSZVxHciSZJ0crEnkCRJOiExRhpbOnjF391PV+7w3ytKMylOmVgIeE6dVFUIeyZXM6uugkzasEeSJGkg2BNIkiSdsLaOLOt3tvHCjlbW72xj3Y421u1sZf2ONto6c4e0TweYP6Wa/33JHBpm1zFz3BjDHkmSpCIyBJIkST2yuTxbdu/rCXvW7WxjfRL2bG/u6GkXAkwfO4a5E6tomFXH3ImVzJ1Qxfce28x//2YrpenCilzn1Y/j7Q0zi/iOJEmS1M0QSJKkk0B/JmPuFmOkqa2zJ+B5YWcr63a0sX5nGxt3tR0wpKt2TAlzJ1byinkTk6CnkrkTq5g1vuKAlbi6ffPXG7j+AlfkkiRJGo76NSdQCOFK4BYgDXw5xvi3B51/H/APwIvJodtijF8+0nM6J5AkSQPnEz98mm8v28T1S+q5+S1nANDelWPDrmTYVtKrp3u7uT3bc21pOsWs8RXMnVjJnAlVB4Q9dZWlxXpLkiRJOg5HmhPoqCFQCCENPA+8DtgCLAfeFWN8rleb9wENMcab+luUIZAkaaQ7lt43AyWfj+zrytHWkaWtM8cV//zLw07GHAL0/md+Sk15IeDpFfacMqGK6ePGkE6FIalfkiRJg+tEJ4ZeAqyNMa5Lnuw7wLXAc0e8SpKkQVCM4OVwei+F3t37prcYI+1deVo7suztzNLWkWNvZzbZT4KcJMzpPt/Wfa4zOZdc09a5/9zRjB1TwgVz61g0tZY5Sa+eORMqqSxzFLgkSdJo1p9vg9OBzb32twAX9NHut0IIr6TQa+jDMcbNBzcIIdwI3AhQX19/7NVKkopiJAUvfcnnI525PB3ZPJ3ZPJ255LFnP7f/XHK+o+ugdr2u/9KD68j16mLzraWb+NbSTQRgzoTK/SFPZ5Z+jLoGIJ0KVJamqSzLUFGapqosQ0VphmljS6gozVBZlqGyNE1FWYaqsnRyrPD43eWbuX9VIyWZFF25PNecObXfvxtJkiSNHv0JgfrqH37wV9ofA3fGGDtCCL8L/Dtw+SEXxXg7cDsUhoMdY62SpCLoyOb4+5+vYvn6Jv7mJyv5g9fOJ5fPk81HsrlILh/J5rsf8/v3c4c53nM+f+B+z2O+j+sj/7F8E/le/3L0BC8BzpwxNglrcn0EPPnDDpc6HqXpFGUlKbK5PJ3J8wagrrKUhVOrGVdR2hPgdIc0vUObyl7nKpNwp6I0TVkmRQjHNyTrB49v4foLnYxZkiRJR9afOYEuAv4yxvj6ZP9PAWKMnzlM+zTQFGOsPdLzOieQpOFoOPV4GYhaYoy0deZo3tdFc3sXLe1Zmvclj+1dB24n55rbs7S0d9G8L8vO1o6jv8gAy6QC6VTY/5hOkU4FAtDSnqW9K0ekELyMrShh9vhKqsozlGUKQUppJkVpOnk8aL/3+bKSFKXp9BHbdJ/rfaw7qPn4D5/mjmWbepZC7z0hsyRJklQsJzon0HLg1BDCHAqrf70TuO6gF5gaY9yW7L4JWHkC9UoaZYZT8HI8Q40Gu5Z/+Nlqbrp8Hs37knAmCWi6g5uWXvsHbhfO5Y/SCaYsk6JmTAnV5RlqykuoKc8wY9wYaspLSAd4bONu1u5opSsXKUkHzpxey1vPnUFdZWkS0gTSqdSh4U0q1et8H8dTgXT6wOOpwBF7w3QHL2VJ8PKGM4o37Glna4dLoUuSJGlE6e8S8VcDn6OwRPxXY4x/HUL4NLAixvijEMJnKIQ/WaAJ+D8xxlVHek57Aknq1tfS1scjm8vTns2zrzNHe1f3T559yfa+rv3H93Xm9rfN5vjyg+sPmOOlWyrAqxdMIhcj+VjoWZPLR/KH7CfbMZLPQz5GYiS5LtnO79/O93ld4VxLR7aPd3d41WWZA0OcMRmqkzCnOtmvKS85aHv/NWWZ9BGffzj1ePngN1cwsbr8gODli+/u848ckiRJ0qh0QkvEDxZDIKm4itH7piuXp7W9sDJSa0eWN932qz7nakmnAh+4dG6vIKc7wCkEOh0H7bcnQc7xzvtSlikMDersKkz82z3UqLo8w5Tacsoy6Z4eKulU6NlOBZL9sH+/93bPOUgl13Zvd5/vbls4Vvhp78qydH0TG3btJZePZJLeN9ddMKunh053iFNVlhn0pb0NXiRJkqSR40SHg0k6CfV32FMuH3tCm7aOLC3t+7d7Bzo9P+1Ju+7tzv3tOrL5ftWWy0e++qv1lJWkGFOSprwkXXgsTVOeSTGuspSpmTRjStOUl6T2n+95TI6Vpik/qF13m+72ZZkUqdSBc7x0DzV601nTitbj5eM/fJp1O9soyxRqWTS1hredN6MotfQOfG5+8+Ki1CBJkiTpxBkCnaDhNJeJhr+hul9ijOztzNF6UGjT0p7lpjseJ5s/dGnrVIAlc+po68gdEOjs68r16zXLS1JUlWWoKiusdlRVlmHa2PKe7QPOlWeoTra/vXQjdz+7nZJ0iq58nnecN5O/eesZg967pS/DaY6X4VSLJEmSpJODw8FO0EDNZaLR4Wj3S0c219NrpiXpUXNwL5u+zh2w356ltTPLsfxPu6I0zfSxYwpLW5dnegU3aarKSqgsS1Ndnjlgu/KgYKcknTqu34lDjSRJkiRp4Dgn0CBY8Im7+hzaUpZJsfrmq4pQ0fAyWntIdffA2b23k91tXTTt7WR3Wycf+c/fHND7plsAZtSN6Ql3+jOnTQhQVVboSdM7sCmENIX97nMHBzjd7W6573m+//iLw2KiX0mSJEnSwHFOoEHw0J+8mpt/upIfP7mV3v+3PR8jF3/mPuqqSqmrLGN8ZSl1yc+E5FhdZWnheFUp1WWZIy6HfCyGU/AynJbZPpHfS3tXIdBpajsw1Glq69x/fG8nTW1dheN7O+nsx7w3ARhfWcqi6TWMrywr9KgpP3DYVO8hU93bVeUZxpSkT/ieaWnPOtRIkiRJkkYZewKdgI//8GnuWLqJTDqQzUXOnjmWJXPq2JWEBLvaOtnV2kFTWyd7O/ueV6U0neoJicZX9Q6MyvYf7zlfRk354UOjwRqaFmOkI1tYNakzm6cjm0se8z2P3cc++M3H+uzxkkkFbnnnOaRTgUwqkE4H0iHZTgUy6cKqSJlUinRyrKdtH9uF/f1tu1drOtLv5V3nz+QPXze/EOb0DnGS8Kbw2HVAyHO4/24AtWNKqKssZVxF92Phv9O4ylLqKpLHypKe43//s9XcuXx4LLMtSZIkSTo5ORxskBzLXCbtXblCONTaya62Dna17g+KmtoKQdHO5FhTWyetHdk+n6ckHXpChfFJz6KfPrWNXB//HdOpwE2vntdneNNXkHNom8Kxzlz/VnQqtkwqkOoVFrW09/077Et1WYZxPQFOyUFBTq+AJzk3dkwJmWOcA8e5byRJkiRJg80QaATqHoa0q3V/ULSrV0hUCIwK4dGO1g7aOg7fY6U0naIsk6I0U3gsK0kXjpWkDnzMpHvaFB7Th7YpSVN2yLWFdt3Xff4Xa/nxb7YVVnvK5XnjWVP5v6+ZTy4fe36y+fxB+5FcjORyyXb3fj5PNhfJx/3H+9rvaZuP5JPna2nvYvmG3Wxp2kcuRjKpwKJpNbzz/HpmT6go9LSqKGVsRSmlmeOb1FiSJEmSpOHEOYFGoPKSNFNrxzC1dky/2v/p95/iOys2U5IqLLP99vNm8OlrF1OaTpEa4qW2O7J5rr/wwPlm5k2qGtIaun38h09zx7JNlGUKQ7DOnF7LdRfUF6UWSZIkSZKKyRDoJNG0t/OQiX7LS9JFqaX3EKeb37y4KDV029na4QTIkiRJkiThcDBJkiRJkqSTxpGGgzkRiiRJkiRJ0ihgCCRJkiRJkjQKGAJJkiRJkiSNAoZAkiRJkiRJo0DRJoYOIewANhblxQfeBGBnsYuQjoP3rkYq712NVN67Gqm8dzVSee9qJDrR+3ZWjHFiXyeKFgKdTEIIKw4387Y0nHnvaqTy3tVI5b2rkcp7VyOV965GosG8bx0OJkmSJEmSNAoYAkmSJEmSJI0ChkAD4/ZiFyAdJ+9djVTeuxqpvHc1UnnvaqTy3tVINGj3rXMCSZIkSZIkjQL2BJIkSZIkSRoFDIH6EEL4agihMYTwTK9jZ4UQHg0hPB1C+HEIoSY5XhpC+Fpy/DchhMt6XXNecnxtCOHWEEIowtvRKDKA9+4DIYTVIYQnk59JRXg7GkVCCDNDCL8IIawMITwbQviD5HhdCOGeEMKa5HFccjwkn6trQwhPhRDO7fVc703arwkhvLdY70mjwwDfu7len7s/KtZ70uhwHPfuwuT7REcI4SMHPdeVyfeGtSGEjxXj/Wj0GOB7d0PyXfjJEMKKYrwfjR7Hce9en3xXeCqE8EgI4axez3Xcn7uGQH37OnDlQce+DHwsxngG8EPg/yXHPwCQHH8d8I8hhO7f678BNwKnJj8HP6c00L7OwNy7ANfHGM9OfhoHt2yJLPDHMcbTgAuBD4UQFgEfA+6LMZ4K3JfsA1zF/s/WGyl83hJCqAM+CVwALAE+2f0PqTRIBuTeTezr9bn7piF7BxqtjvXebQL+L/DZ3k8SQkgD/0rh3l4EvCt5HmmwDMi928urk89dl5HXYDvWe3c98KoY45nAX5HME3Sin7uGQH2IMT5I4cOitwXAg8n2PcBvJduLKPyHIvk/yi8DDSGEqUBNjPHRWJh46RvAmwe7do1uA3HvDkGZ0iFijNtijI8n2y3ASmA6cC3w70mzf2f/5+i1wDdiwa+Bscnn7uuBe2KMTTHG3RTueQN4DZoBvHelIXWs926MsTHGuBzoOuiplgBrY4zrYoydwHeS55AGxQDeu9KQOo5795Hk+yzAr4EZyfYJfe4aAvXfM0D3X+XeDsxMtn8DXBtCyIQQ5gDnJeemA1t6Xb8lOSYNtWO9d7t9Leka++chOJRRQyeEMBs4B1gKTI4xboPCP5xA99DE6cDmXpd1f8Ye7rg06E7w3gUoDyGsCCH8OoTgH440ZPp57x6On7sqmhO8dwEicHcI4bEQwo2DVad0sOO4d98P3JVsn9DnriFQ//1vCt21HgOqgc7k+Fcp/NJXAJ8DHqHQzauv/9PsUmwqhmO9d6EwFOwM4NLk591DWrFGrRBCFfB94A9jjM1HatrHsXiE49KgGoB7F6A+GY5wHfC5EMIpA1ymdIhjuHcP+xR9HPNzV4NuAO5dgEtijOdSGFbzoRDCKwesQOkwjvXeDSG8mkII9NHuQ3006/fnriFQP8UYV8UYr4gxngfcCbyQHM/GGD+cjCO9FhgLrKHwf65n9HqKGcDWoa5bOo57lxjji8ljC3AHhS6H0qAKIZRQ+Afx2zHGHySHt3cPlUkeu+en2sKBPde6P2MPd1waNAN07xJj7H5cBzxA4S+E0qA5xnv3cPzc1ZAboHu39+duI4W5M/3Oq0F1rPduCOFMCnO8Xhtj3JUcPqHPXUOgfgrJ6kjJxLmfAL6Q7FeEECqT7dcB2Rjjc0k3rpYQwoXJUJr3AP9dnOo1mh3rvZsMD5uQHC8BrqEwpEwaNMnn5FeAlTHGf+p16kdA9wpf72X/5+iPgPeEgguBPcnn7s+BK0II45IJoa9IjkmDYqDu3eSeLUuecwJwCfDckLwJjUrHce8eznLg1BDCnBBCKfDO5DmkQTFQ924IoTKEUN29TeE7g995NWiO9d4NIdQDPwDeHWN8vlf7E/rcDYU5i9VbCOFO4DJgArCdwkozVcCHkiY/AP40xhiTsXw/B/LAi8D7Y4wbk+dpoLBa0xgK4/d+P/oL1yAaiHs3+UfwQaAESAP3An8UY8wN3TvRaBNCeAXwEPA0hXsS4M8ojJP+LlAPbALeHmNsSv4RvY3CpM97gRtijCuS5/rfybUAfx1j/NqQvRGNOgN174YQLga+mDxHCvhcjPErQ/pmNKocx707hcIQ8pqkfSuwKMbYHEK4msLQ8jTw1RjjXw/pm9GoMlD3LoXvyz9Mrs8Ad3jvajAdx737ZQqL+mxM2ma7V7E7kc9dQyBJkiRJkqRRwOFgkiRJkiRJo4AhkCRJkiRJ0ihgCCRJkiRJkjQKGAJJkiRJkiSNAoZAkiRJkiRJo4AhkCRJkiRJ0ihgCCRJkiRJkjQKGAJJkiRJkiSNAv8ftdK+o4tDgSwAAAAASUVORK5CYII=
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U9TtXdZUXJyC/Un9w9o2xXk8ABL2VxaxD8s6WpJtWZ2SNKdkgokyTn3OUlvkfQuM5uQNCrpbW4uQUMAAAAAgLOWDmO+61u/1VsvadLBabZr9ccSOc8pDAUyW7S2NFaosao0U/RpqipRdbjwtFuof/7WqQiSu26aNk4WQJ7NKRh6IWzdutXt3r07L+8NAAAAAMtJMuX04rExHRwc8b6GRnXPD/cqNcOvc6GAqcEPXj5xFU9TValqI0UKBE6vyANgeVjwYGgAAAAAwJlLt1E/6K/gOZi1VatncERHhkc1kZyq+JhJa8qKNZFMaXgkoaSTCoKmy1ur9eFrz9PGdRUKUuQBcAKKQAAAAABwmuaSw3Oi+PhkprhzYqHn4OCI4oncNuo14UI1Vpdqc0OF3ri5Xk3+lq2mqlKtqyxRYSig27fv0UM7e1QUCiiRTKmlJqzNjZULccgAVgCKQAAAAABwmtI5PHf/YG+mA9ZEMqUjw6PqGfQLPUNTW7cODY5oIJ6by1NaGFRzdakaq0r18vYav8gzVegJF83+61p/bFzbLieMGcDckAkEAAAAAHPgnNOGj31HicnUtI8HTDkZPQVBU0NlOotnqrjTVH3m4csAMBsygQAAAABgDsYmkjo46OXwpL+yb09XAKoOF+iK1hp1rClTkx/A3FRdqrXlxeTyAFhSKAIBAAAAWDWcc+o7Pp5T5Mku9Lx0bDxnfHrLVktNWFedE1VzTal+9FyvHnu+T4V+Ds8bN9VntoQBwFJGEQgAAADAsjDXMObRRFKHhkbUPXBykefg0IjGJqZW85hJ9eXFaqou9Yo81aVqrin1LqtLp92y9bN9/dp2BTk8AJYfMoEAAAAALAt3bN+jB3f26J2XNesv/+Acr8AzcPKWrd7juat5woVBNflFnfV+gSd9u6GqREWhYJ6OCADmH5lAAAAAAJaV8cmkDg2NqmdgRO+9f7cmsxKXH3yyRw8+2ZO5nV7N01xTqqs3RHOKPDOt5gGA1YgiEAAAAIC8OD42kdmy5V3GdaDfu33k6KiyNy0E/c5bTlIwYLpgXbn+9BWt2tJYwWoeAJgjikAAAAAAFoRzTv2xhHoG4+oeGNGBgRH1DMTV7W/jGogncsZXhwu1vqZUl7ZUqbmmUeurS9VSW6rm6rA+84Pf66GdPSoKemHMWxoqdNNFDXk6MgBYnigCAQAAAJjRbGHMyZTTkeFRdQ+MqHswrp6BEb/gE9fBwRHFE8nMWDNpXUWJmqtL9bqNa7S+JpzJ6FlfU6qy4oIZ59EfG9e2ywljBoCzQTA0AAAAgBmlw5hv2FyvGy9sUPfgiLoH4pltXIeGRjSRnPqdojAYUGN1iVpqwpnijlfoCaupmm1bALDQCIYGAAAAcEqjiaS6B+M60B/XgYER/T/feU5ZWcz65rMv6JvPviBJKisKqbmmVOfXl+kNF6zNFHrW14S1trxYwQAhzACwFFEEAgAAAFaJkcSkt1XLL/R0D8S1v99b1fPisdztVZUlBTKTjo1OKOmkgqDp5W01uv3683XumjK6bQHAMkQRCAAAAFhB4uNeoad7IK79A3F19494lwNxvXRsPGdsbaRQ62vCurKjRq01Ya2vDau1JqzmmlJVlBTo9u17vDDmkBfG3Fxdqg1ry/N0ZACAs0URCAAAAFhiZgtjjo9P6oCfy+Ot5PFaqx8YiKv3+ImFniK11JTqlR1RtdZ6W7Zaa71CT/kpgpglwpgBYKUhGBoAAABYYtJhzNdesFY3bFmnAwPprB5vG1ffCYWeaJlX6GmpCaul1uu41eJ33jpVxy0AwMpDMDQAAACwBI1NJP3VPDHt7x/Rf/tubhjzo79+UY/++kVJUl1ZkVpqwrpmQ1Tra8J+wcdb2RMp4sd6AMDs+G4BAAAALKCJZEoHB72tWl193mqe/f3e9q0jR0eVvTC/urRQknR0NJEJY35FR60+/qYL1FIbztMRAABWCopAAAAAwFlKppyODI9mtm119XuX+/vjOjg0qmTW8p7y4pBaoxFd1lqtlpqwWqNeGHNLrbd168Qw5sbKEgpAAIB5MWsRyMzuk3SDpF7n3KZpHt8m6cP+zZikv3DOPTOvswQAAAAW2GxhzM459R0f136/uLN/IK79fVM5PYnJVGZsSUFQrbVhXbCuQjdsWaeWWi+MubU2rKrSglO2VyeMGQCwUGYNhjazq+QVd+6foQh0paTfOeeGzOw6SR93zl0+2xsTDA0AAIClJB3G/NaLG/WOy5szK3nSXwf644onkpnxhcGAmmtKM8Wd1lovp6ctGlZdWdEpCz0AACyUswqGds49bmYtp3j851k3fyGp8XQnCAAAACymsYlkprjzgYd/lbNd6ytPHdJXnjokSQqY1FTtddq6tKU6p+CzrrJEwQCFHgDA8jHfmUDvkfToTA+a2W2SbpOk5ubmeX5rAAAAYEo6p6erP66uvlim6NPVF9fh4dGcscV+/k7KSaGA6ZL1VfrbN2zQyxorVRgK5OkIAACYX/NWBDKza+QVgV450xjn3L2S7pW87WDz9d4AAABYnZxzGhqZ0P7+mDr70kUer+BzYk5PWVFIbdGwLm2p0tuiTTmrev7x27/LCWM+py6iS1uq83hkAADMv3kpApnZFklfkHSdc25gPl4TAAAAK99sYcxp2du39vfH1ekXerr64jo6OpEZVxA0NVeXqrU2oms21GWKPG3RiGojhTPm9BDGDABYDc66CGRmzZK+JulW59zvz35KAAAAWC3u3rFXuw4M6u4f7NXf37gps31rf1/Mu5xh+9ba8mK11oZ1w5Z6v8gTVlttRI1VJQoFT3/71udvncrPvOumk3qhAACwIsylO9jDkq6WVCvpJUl3SiqQJOfc58zsC5LeIqnbf8rkTCnU2egOBgAAsDoNjyR06Sd/oInkqX8Ojfjbt9pqw2qtjagtOrV9K1w039GWAACsDGfbHewdszz+Z5L+7AznBgAAgBUoMZlSz+CIuvwVPV19MXX1xdXVH9dgPHHS+IBJbdGw3ra1SVsaK9UaDSsaoc06AADziT+hAAAA4Iw459QfS0xb6OkZHMlpu14bKVRbbUSv37gms3XrG08f1rf2vKDCoBfGfEVrjd57VXsejwgAgJWNIhAAAABOaWwiqQMDXjZPutDT6Rd9jo9NZsYVhQJqrQ3r/PoyXb+5PrN9qy0aUUVJwUmv+5WnDhLGDADAIpo1E2ihkAkEAACQH9N15HLO6YWjY/5KHr/Q43fgOjw8quwfGesrijOredqiXpGnrTashsoSBQJs3wIAIJ/OKhMIAAAAK0d8fFJ3PvIb7do/qPd8aZfW14TV1ed14RqdSGbGlRYG1RYN6+LmKr31ksZMoYdQZgAAli++gwMAAKwwqZTTkaOjmdU86dU9P9s3kDNuz+Fj2nP4mAImvfvKFrVFI2r3t2+tKSeUGQCAlYYiEAAAwDIVG5/Ufr/A09kb83N64trfH9PYRCozrqw4pLZoRNdtWqv9/V5haCLpVFwQ0BsuWKvbrz8/sy0MAACsXBSBAAAAlrBUyunw8Gim+1ZmZU9fXC8emwpSDpjUVF2qttqwrmyvUXs0ndeT22r99u179PxLx1UUCmh8MqWyohAFIAAAVgmKQAAAAItgujDmbLHxyanOW325wczjk7mretqjEV3Z4RV62v1g5vU1pSoKBWedR39snI5cAACsUnQHAwAAWAR3bN+jB3f26MaXrdNNFzVkcno6e73Ll46NZ8amV/W0+2HMbVnFntpIIVk9AABgRnQHAwAAWETprJ7Ovpj+5ivPKJma+qPb158+oq8/fUSSVO5n9byyI6q2aFjt0bDaoxE1z3FVDwAAwOmgCAQAAHAGpuvAlb7Mzuoxee3WxyaSSjmpIGi6vLVad9ywURvWlLGqBwAALBqKQAAAAKcwkpicttDTNUMHruysnvSqnk9887d6aGePikIBJZIptdSEdd7a8jweFQAAWI0oAgEAgBVrtjDmNOecXjw2lsnn6eyNqbPP68Z15GjWqh6TGqtK1B6N6OXtNf4WrshJHbhORBgzAABYCgiGBgAAK1Y6jHnbZc266+bNGk0ktb9/KpC5sy+mrn5vZc9IIpl5XrgwqPa6SCaYub3OK/S01IRVXEBWDwAAWLoIhgYAAKuGc04b7viOEsmprVoPPNmjB57sOWlsQ2WJ2usi2rq+2iv6+AWfurKZV/UAAAAsVxSBAADAspSYTKl7wFvN09kX97Zw9cfV1RvLKQBJXjjzusoSXb+5XpsbK9Qejai1NqySQlb1AACA1YMiEAAAWNKG4gm/0DNV7Onqj6tncCSn9Xp9RbHaomHdfHGD2qMR/fj3ffrRc70q9MOYr9kQ1X++/vw8HgkAAEB+UQQCAAB5N5lM6dDQ6FSxJ5PXE9dgPJEZVxgKqK02rPPry3TDlnq/C1dErdGwIkW5P9b8vLNf264gjBkAACCNYGgAADCvTtWR6/jYRKbNerrY09Uf04H+kZwtXLWRQrVltVlPfzVUlSgYIKsHAABgJgRDAwCARfPZHXu1a/+gPvIfe/Sqc2pzij0vHRvPjAsGTOtrStUejeg1563JtFtvj4ZVWVqYxyMAAABYmSgCAQCAMzI24bVbTxd5Prvj98qK6NEPn+vVD5/rlSRd1FypV50T9Vqu+8We5upSFYYCeZo9AADA6jNrEcjM7pN0g6Re59ymaR4/T9IXJV0s6Xbn3KfnfZYAACAvnHMaiCe8zlvZ27j6Yjo0NKr0rnIzL5h5MumNT6acCoMBvea8On3ixgtUV1586jcCAADAgpvLSqAvSbpH0v0zPD4o6S8l3TRPcwIAAItsMpnSwaFR7etNZ/VMdeM6OjqRGVdcEFB7NKKLmqr01oub1F4XzrRbLy4I6vbte/TQzh4V+R25aiOFFIAAAACWiFmLQM65x82s5RSP90rqNbPr53FeAADgNJwqjDnbdMHMnX0xHRiIayI5tZcrWlak9mh4qgNXnZfVs66iRIFTBDP3x8a17XI6cgEAACxFi5oJZGa3SbpNkpqbmxfzrQEAWNHu3rFXuw4M6u4f7NU/3LRJLxwdy1rRM1X0yQ5mDmUFM79245pMKHNbNKKKkoIzmsfnb51qRHHXTSftIgcAAEAeLWoRyDl3r6R7Ja9F/GK+NwAAK834ZFKb7/xeTmv1B57s0QNP9uSMKysOqaMukglmbo+G1V7nBTMXBAlmBgAAWC3oDgYAwBI3PJKYyurpi6uzN6Z9fTEdHBzJ6cYlSQGTWmrDuuWSRl3YVKWOuohqI4Uym3kLFwAAAFYHikAAACwBqZTT4eFR7csOZfbzegbiicy4wlBAbbVhbWqo0I0XNqijLqJH97yg7/zmRRUGvTDmK9tq9BdXd+TxaAAAALAUzaVF/MOSrpZUa2aHJN0pqUCSnHOfM7O1knZLKpeUMrMPStronDu2YLMGAGCZGptIZoKZs1f3dPXFND45ta2rqrRAHXURvc7P6umoi6g9GlFDVYmCJwQz/+9njxDGDAAAgFmZc/mJ5tm6davbvXt3Xt4bAID5MFNHLuecBuMJdfbFswo93tehoVGlv/WaSU1VpV5GT7rQ4xd7qsOFeToqAAAALGdm9pRzbut0j7EdDACAM/TZHXu1a/+gPvTVZ3Vle406e+Pedq6+mIZHJjLjigsCaquN6MKmKr3l4sbMqp7W2rCKC4J5PAIAAACsJhSBAACYxWgiqa5+f/tWb0z3/GhfTiDzY8/36bHn+yRJl7VW67pN9X6hx1vh01BZokCAYGYAAADkF0UgAAB8A7HxnC1c6cvDw1NbuAIm1VeWaHIypf54QsmUU2EooNeeX6ePv/mCnG1hAAAAwFJCEQgAsKpkunCdUOjZ1xvT0DRbuC5urtItlzT5eT1htdR4W7hu375HD+3sUVHI68hVXVpIAQgAAABLGkUgAMCyMlMY84nGJpLa3z/Vhcsr9pzchas6XKiOaETXblqr9qgXzNwxhy1c/bFxOnIBAABgWaE7GABgWblj+x49uLNH2y5r1l03b9bwSOKkQs++3pgODo3kdOFqrCpRRzRCFy4AAACsaKfqDkYRCACw5KVSTud97DtKJFOnHFcYCqitNpxZzZPuwtUWpQsXAAAAVgdaxAMAloXEZErdA7nBzPv6Yurqi2Sh2B4AABYdSURBVJ9UADKTmqpKdfNFDXpZU4U6omVqqCpRkC5cAAAAwLQoAgEAFt3xsQl19sXV6Rd50kWf7oERJbN6rzdUlqi9LqJLW6rVURfRj57r1Y7nelUY9MKYrzqnVn/9unPzeCQAAADA8kERCACwIJxz6ouNewWeE/J6Xjw2FaIcCphaasM6t65Mb9xUn7OFK1yU+23q8d/3EcYMAAAAnCEygQAAszpVR65kyung4MhJW7g6e2M6NjaZGRcpCqk96uf11E0FNDdXl6ogGFjsQwIAAABWJDKBAABn5e4de7XrwKA+/shvdO2m+pzVPfv7c/N6omVF6ohG9OYL1/nhzGXqqItoTXmRzMjrAQAAAPKFIhAAIMfwSCLTbv327b9WMmvF6Lf3vKhv73lRkrS+plQd0Yiu3hDNtFvviEZUUVqQr6kDAAAAOAWKQACwCjnn9MLRsdwtXP71/lgiM64waAoXhBQbn1TKSQVB0ys7avWJGzepqbo0j0cAAAAA4HRRBAKAFWwimVL3wFReT2dWXk88kcyMqygpUEddRH9w3hq114XVURfJtFz/u2/8Wg/t7FFRyOvI1VBZQgEIAAAAWIYoAgHAEnWqMOYTjSQm1dkb176+496lX+zpHohrIjm1nau+olgddRHdsrXJC2j2w5lrI4Uz5vX0x8bpyAUAAACsAHQHA4Al6o7te/Tgzh5tu6xZd928WZI0kG653hfP6cJ1eHg087xgwDJ5PdmFnva6iCJF1P4BAACAlexU3cEoAgHAErPhjkc1PpmadVxJQVDtdeFMIHOH33p9fU1YhSFargMAAACrES3iAWAJSkym1D0Qz4Qy7/MDmqfblFUTLtSrzqnVpoaKTLFnXUWJAgFargMAAACYG4pAALDAYuOTXiBzVqGnszem7sERJVNTqzEbKkvUXhfR5a01+vXho9p1YFAFoYAmkildt2ltZksYAAAAAJwJikAAMA+cc+qPJXJyetIduV44OhWkHAqYWmrDOndNmd64ud7L6olG1BYNK5yV1/N//NtubbuCMGYAAAAA82fWTCAzu0/SDZJ6nXObpnncJH1W0hsljUj6Y+fcL2d7YzKBACxFs3XkSqWcDg2Nal/fcX9FTzyzuufo6ERmXGlh0Mvq8bdupa+vrylVQZC8HgAAAAAL42wzgb4k6R5J98/w+HWSzvG/Lpf0P/xLAFh27t6xV7sODOr//f7v9e4rW3Lare/rjamrL5YT2lwTLlR7XUTXb6nPCWeuryieseU6AAAAAOTDrEUg59zjZtZyiiE3SrrfeUuKfmFmlWZW75x7YZ7mCAAL5tjYhDp7Y7rlc09oMiuf5+GdB/XwzoOZ241VJeqoi+jK9ppMoacjGlFVuDAf0wYAAACA0zYfmUANkg5m3T7k33dSEcjMbpN0myQ1NzfPw1sDwOycc+o9Pp7pwtXpr+rZ1xtT7/HxzLj0uh0nL7vnZU0V+uAfnKutLdUqKQzmZe4AAAAAMF/mowg03X6HaYOGnHP3SrpX8jKB5uG9ASBjMpnSwaHRqZbrfsGnszem4+OTmXGRopDa6yJ61TlRtdeFM9u4/udPuvTlXQdVFAwokUzp/LXletW50TweEQAAAADMn/koAh2S1JR1u1HSkXl4XQCY1mgi6RV30l24/JU9B/pHlEhO5fXUlRWpPRrRTRc15AQ0rykvmjavZzCe0LbL6cgFAAAAYGWajyLQI5Leb2ZflhcIfZQ8IACnY6aOXEPxRKbAk13sOTw8qnRjw4BJzdWl6qiL6Jrz6jJduNqjEVWUFJzWPD5/61SA/l03ndQMEQAAAACWtVmLQGb2sKSrJdWa2SFJd0oqkCTn3OckfVtee/h98lrE/8lCTRbAypNKOX3q0d9p1/5B/cUDv9S5a8oyK3wG4onMuKJQQO3RiC5qrtItlzRlVvasrylVcQF5PQAAAAAwm7l0B3vHLI87Se+btxkBWJESkykdGIh7K3r8rJ5vPH0kJ0Dsqe4hPdU9JDPpbVubMqt6OuoiaqgsUSBAy3UAAAAAOFPzsR0MADLSLdf3+du3Onvj6uyLqWdwRMmsFuwNlSW6rK1afcfGdHBoVBNJp6JQQNduWqvbrz8/Z1sYAAAAAODsUQQCcNqcc3rx2Jg6e+Pa13tcnX3xzOqe7JbrBUFTa21Y560t0w1b6jNZPW3RsEoLvY+f27fv0f6dPSoKeR25yopCFIAAAAAAYAFQBAJWqZnCmLNNJFPqHhjJabXudeWKK5bVcr3Mb7l+1bnRnC1cTVUlCgUDp5xHf2ycjlwAAAAAsAjMOTf7qAWwdetWt3v37ry8NwDpju179ODOHm27rFkfeeP5mQLPvqzL7oERTWZt4VpbXuyv5glnVvV01EUULZu+5ToAAAAAYHGZ2VPOua3TPcZKIGCVcM6p9/i4Xvlff6iJ5FRh54Ene/TAkz2Z28GAaX1NqTqiEb3hgrVTLdfrIooU8ZEBAAAAAMsVv9EBK0x6C5e3bSu9sieurt6Yjmdt4UoLmnTu2jL98ZWtumR9pZqrwyoMnXoLFwAAAABg+aEIBCxTx8cm1NkXP2kb14lbuNaUF6k9GtFNFzVktnD9xy8P6utPH1Fh0AtjvqS5Sm+7tCmPRwMAAAAAWGgUgYAlLLsLV3ahp7MvppeOTXXhCvlbuNqztnC1+9k9ZcUFJ73uv/3iAGHMAAAAALDKEAwNLKKZOnIlJlPqHohnOm9ld+OKJ5KZcWVFIbXVRdQRjai9LpzJ62muLlXBLF24AAAAAAArH8HQwBLx3773vHbtH9RfPfwrbWmqVGdvXF19MXUPjiiZtYWrvqJY7dGIbtnapPZomC5cAAAAAICzRhEImGeplNORo6M5eT0P7exR9qK7J7oG9UTXoEzStZvW6o2b69VeF1ZHtEyt0TBduAAAAAAA847fNIEzNDaRVFdfPJPRky76dPXHNDaRyowrLw5p07pyDY9M6IWjY5pMORWFAnrDBWt0xw0bc7aFAQAAAACwUCgCAafgnFN/LDFV6OmdKvocHh7NrO4xkxqrStQejejl7TVeMHM0rPa6iGrChTIz3b59jx7a2aOikNeRq7y4gAIQAAAAAGDRUATCijdTGHO2iWRKBwdHckOZ/WDmY2OTmXElBUG1RcO6uLlKt1zSlAlnbq0Nq7ggeMp59MfG6cgFAAAAAMgbuoNhxbtj+x49uLNH2y5r1oeuO8/bwpVd6OmLq3sgronk1P8LdWVFfpv1sL+qx2u5Xl9erECAYGYAAAAAwNJEdzCsKulg5ms+/VhOYeeBJ3v0wJM9mduhgKmlNqz2aFiv37gmU+hpi4ZVXlyQj6kDAAAAALBgKAJh2RpNJNXV763k6TpFMHNa0KQNa8v1p69s1cXNlWqqLlVBMJCHmQMAAAAAsPgoAmFJc86p7/i49vWdXOw5PDyaGWcmNVWVqj0azglm/vfdB/W1Xx1WYdALY764uVJvvaQxj0cEAAAAAEB+UATCkpCYTKl7IJ7Tar2zP66u3piOj08FM5cWBtUejejSliq9PdqkNj+3p6Vm+mDm+362nzBmAAAAAABEMDQWyEwduYbiiZxAZm/7Vlw9gyNKpqbOxfqK4pw26221XrFnbXmxzAhmBgAAAABgOgRDY1FNJlO663//Vrv2D+rP/+0pnVNXlin8DI1MZMYVhgJqqw1rY3253rSlXu11kUy79XARpyYAAAAAAPNpTr9pm9m1kj4rKSjpC865/3LC4+sl3ScpKmlQ0n9yzh2a57liiTk6OqGuvpjXct0v8nzvNy8pe23ZL3uG9cueYZlJb7+0ObOypyMa0brKEgVptw4AAAAAwKKYtQhkZkFJ/yzpdZIOSdplZ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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#for prediction model</span>
<span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="kn">import</span> <span class="n">LinearRegression</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">train_test_split</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#splitting training and testing data </span>
<span class="n">train</span> <span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;Series Name&#39;</span><span class="p">,</span><span class="s1">&#39;Military expenditure (</span><span class="si">% o</span><span class="s1">f GDP)&#39;</span><span class="p">,</span> <span class="s1">&#39;Merchandise trade (</span><span class="si">% o</span><span class="s1">f GDP)&#39;</span><span class="p">],</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">))</span>
<span class="n">test</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Life expectancy at birth, total (years)&#39;</span><span class="p">])</span>
<span class="n">test_2</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;GDP (current US$)&#39;</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">train</span><span class="p">,</span> <span class="n">test</span><span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.33</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">rgr</span> <span class="o">=</span> <span class="n">LinearRegression</span><span class="p">()</span>
<span class="n">rgr</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span><span class="n">y_train</span><span class="p">)</span>
<span class="n">rgr</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span><span class="n">y_test</span><span class="p">)</span>
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<pre>0.9999999999998931</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pred</span><span class="o">=</span><span class="n">rgr</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
<span class="n">X_test</span>
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<pre>array([[8.91273209e+08, 2.03972964e+00, 5.83530000e+01, 2.70105342e+11,
        1.05683143e+00, 1.37518189e+01, 2.73332181e+01, 2.64417202e+01,
        8.49424077e+00, 8.49348578e+00, 7.35376384e+07],
       [8.73277798e+08, 2.07608874e+00, 5.78650000e+01, 3.20979026e+11,
        5.53345456e+00, 1.06683038e+01, 2.68964382e+01, 2.74536955e+01,
        7.05335023e+00, 8.45291128e+00, 2.36690000e+08],
       [1.12962346e+09, 1.61530759e+00, 6.40950000e+01, 7.09148515e+11,
        7.92293661e+00, 5.72541323e+00, 1.78146906e+01, 2.92191063e+01,
        1.78591250e+01, 1.96446891e+01, 5.42925099e+09],
       [1.03805816e+09, 1.80556042e+00, 6.20930000e+01, 4.58820417e+11,
        8.84575556e+00, 3.06839552e+00, 2.29889610e+01, 2.65192934e+01,
        1.14520646e+01, 1.33635334e+01, 2.16859105e+09],
       [1.25028873e+09, 1.28857558e+00, 6.71300000e+01, 1.82305041e+12,
        5.24134474e+00, 8.73357790e+00, 1.71919704e+01, 3.01616777e+01,
        2.45404049e+01, 3.10834606e+01, 3.64986546e+10],
       [1.21772622e+09, 1.41058230e+00, 6.62440000e+01, 1.34188660e+12,
        7.86188883e+00, 7.04036544e+00, 1.67442702e+01, 3.11213721e+01,
        2.04005194e+01, 2.58723503e+01, 3.55813729e+10],
       [1.28084613e+09, 1.18301607e+00, 6.79310000e+01, 1.85672212e+12,
        6.38610640e+00, 6.18650400e+00, 1.71484235e+01, 2.84048996e+01,
        2.54308613e+01, 2.84132707e+01, 2.81530313e+10],
       [9.82365243e+08, 1.89521886e+00, 6.07830000e+01, 3.92897054e+11,
        7.54952225e+00, 7.57501829e+00, 2.54170307e+01, 2.79122704e+01,
        1.03851693e+01, 1.15443186e+01, 2.42605702e+09],
       [9.27403860e+08, 1.97063456e+00, 5.93490000e+01, 2.79296023e+11,
        4.75077622e+00, 9.86178285e+00, 2.68818008e+01, 2.67815543e+01,
        9.83421745e+00, 9.81732233e+00, 5.50370025e+08],
       [1.23428117e+09, 1.35033904e+00, 6.66930000e+01, 1.67561534e+12,
        8.49758470e+00, 1.05260309e+01, 1.70265090e+01, 3.07250782e+01,
        2.24009333e+01, 2.68542732e+01, 2.73968850e+10]])</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#checking the predictions </span>
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<pre>array([58.35299817, 57.86499986, 64.09500034, 62.09300141, 67.12999958,
       66.24400164, 67.93099808, 60.78299989, 59.34899872, 66.69299925])</pre>
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<pre>array([58.353, 57.865, 64.095, 62.093, 67.13 , 66.244, 67.931, 60.783,
       59.349, 66.693])</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">((</span><span class="n">pred</span><span class="o">-</span><span class="n">y_test</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span>
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<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">y_test</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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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.tree</span> <span class="kn">import</span> <span class="n">DecisionTreeRegressor</span>
<span class="c1">#decision tree regressor for prediction of age expectancy</span>
<span class="n">regressor</span> <span class="o">=</span> <span class="n">DecisionTreeRegressor</span><span class="p">(</span><span class="n">random_state</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">regressor</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
<span class="n">l</span><span class="o">=</span><span class="n">regressor</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span> <span class="n">check_input</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">l</span>
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<pre>array([58.851, 58.851, 64.5  , 61.669, 67.545, 65.35 , 68.286, 61.233,
       58.851, 67.545])</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#accuracy of the model</span>
<span class="n">regressor</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span><span class="n">y_test</span><span class="p">)</span>
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<pre>0.9713020494642014</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">((</span><span class="n">l</span><span class="o">-</span><span class="n">y_test</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span>
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<pre>0.38378950000000367</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#plot between actual and preicted values</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Actual and preicted values of life expectancy&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">l</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">y_test</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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<div class="prompt input_prompt">In&nbsp;[23]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#splitting data and training model for GDP prediction </span>
<span class="n">train1</span><span class="p">,</span><span class="n">test1</span><span class="p">,</span><span class="n">train2</span><span class="p">,</span> <span class="n">test2</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">train</span><span class="p">,</span><span class="n">test_2</span><span class="p">,</span><span class="n">test_size</span><span class="o">=</span><span class="mf">0.33</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
<span class="n">regressor</span> <span class="o">=</span> <span class="n">DecisionTreeRegressor</span><span class="p">(</span><span class="n">random_state</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">regressor</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">train1</span><span class="p">,</span> <span class="n">train2</span><span class="p">)</span>
<span class="n">t</span><span class="o">=</span><span class="n">regressor</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">test1</span><span class="p">,</span> <span class="n">check_input</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">t</span>
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<pre>array([2.88208430e+11, 2.88208430e+11, 8.20381596e+11, 4.85441015e+11,
       1.82763786e+12, 1.21673544e+12, 1.82763786e+12, 3.60281953e+11,
       2.88208430e+11, 2.03912745e+12])</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">((</span><span class="n">t</span><span class="o">-</span><span class="n">test2</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span>
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<pre>1.6429707091283238e+22</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#plot between actual and predicted GDP</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Actual and preicted values of GDP&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">t</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">test2</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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<div class="prompt input_prompt">In&nbsp;[26]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#accuracy of the model </span>
<span class="n">regressor</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">test1</span><span class="p">,</span><span class="n">test2</span><span class="p">)</span>
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    <div class="prompt output_prompt">Out[26]:</div>


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<pre>0.9605818232346278</pre>
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