docs/8-US-airports-case-study-instructor.html

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<h2 id="Exploratory-analysis-of-the-US-Airport-Dataset">Exploratory analysis of the US Airport Dataset<a class="anchor-link" href="#Exploratory-analysis-of-the-US-Airport-Dataset">&#182;</a></h2><p>This dataset contains data for 25 years[1995-2015] of flights between various US airports and metadata about these routes. Taken from Bureau of Transportation Statistics, United States Department of Transportation.</p>
<p>Let's see what can we make out of this!</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
<span class="kn">import</span> <span class="nn">networkx</span> <span class="k">as</span> <span class="nn">nx</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.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">warnings</span>
<span class="n">warnings</span><span class="o">.</span><span class="n">filterwarnings</span><span class="p">(</span><span class="s1">&#39;ignore&#39;</span><span class="p">)</span>

<span class="n">pass_air_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="s1">&#39;datasets/passengers.csv&#39;</span><span class="p">)</span>
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<p>In the <code>pass_air_data</code> dataframe we have the information of number of people that fly every year on a particular route on the list of airlines that fly that route.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pass_air_data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th></th>
      <th>Unnamed: 0</th>
      <th>YEAR</th>
      <th>ORIGIN</th>
      <th>DEST</th>
      <th>UNIQUE_CARRIER_NAME</th>
      <th>PASSENGERS</th>
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      <th>0</th>
      <td>0</td>
      <td>1990</td>
      <td>ABE</td>
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      <td>{'US Airways Inc.'}</td>
      <td>73.0</td>
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      <th>1</th>
      <td>1</td>
      <td>1990</td>
      <td>ABE</td>
      <td>ATL</td>
      <td>{'Eastern Air Lines Inc.'}</td>
      <td>73172.0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2</td>
      <td>1990</td>
      <td>ABE</td>
      <td>AVL</td>
      <td>{'Westair Airlines Inc.'}</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>3</td>
      <td>1990</td>
      <td>ABE</td>
      <td>AVP</td>
      <td>{'Westair Airlines Inc.', 'US Airways Inc.', '...</td>
      <td>8397.0</td>
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      <th>4</th>
      <td>4</td>
      <td>1990</td>
      <td>ABE</td>
      <td>BHM</td>
      <td>{'Eastern Air Lines Inc.'}</td>
      <td>59.0</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create a MultiDiGraph from this dataset</span>

<span class="n">passenger_graph</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">from_pandas_edgelist</span><span class="p">(</span><span class="n">pass_air_data</span><span class="p">,</span> <span class="n">source</span><span class="o">=</span><span class="s1">&#39;ORIGIN&#39;</span><span class="p">,</span> <span class="n">target</span><span class="o">=</span><span class="s1">&#39;DEST&#39;</span><span class="p">,</span> <span class="n">edge_attr</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;YEAR&#39;</span><span class="p">,</span> <span class="s1">&#39;PASSENGERS&#39;</span><span class="p">,</span> <span class="s1">&#39;UNIQUE_CARRIER_NAME&#39;</span><span class="p">],</span> <span class="n">create_using</span><span class="o">=</span><span class="n">nx</span><span class="o">.</span><span class="n">MultiDiGraph</span><span class="p">())</span>
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<h3 id="Cleveland-to-Chicago,-how-many-people-fly-this-route?">Cleveland to Chicago, how many people fly this route?<a class="anchor-link" href="#Cleveland-to-Chicago,-how-many-people-fly-this-route?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">passenger_graph</span><span class="p">[</span><span class="s1">&#39;CLE&#39;</span><span class="p">][</span><span class="s1">&#39;ORD&#39;</span><span class="p">][</span><span class="mi">25</span><span class="p">]</span>
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<pre>{&#39;PASSENGERS&#39;: 409943.0,
 &#39;UNIQUE_CARRIER_NAME&#39;: &#34;{&#39;Frontier Airlines Inc.&#39;, &#39;SkyWest Airlines Inc.&#39;, &#39;Republic Airlines&#39;, &#39;ExpressJet Airlines Inc.&#39;, &#39;American Airlines Inc.&#39;, &#39;Swift Air, LLC&#39;, &#39;GoJet Airlines LLC d/b/a United Express&#39;, &#39;Trans States Airlines&#39;, &#39;Envoy Air&#39;, &#39;Spirit Air Lines&#39;, &#39;United Air Lines Inc.&#39;, &#39;Shuttle America Corp.&#39;}&#34;,
 &#39;YEAR&#39;: 2015}</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">temp</span> <span class="o">=</span> <span class="p">[(</span><span class="n">i</span><span class="p">[</span><span class="s1">&#39;YEAR&#39;</span><span class="p">],</span> <span class="n">i</span><span class="p">[</span><span class="s1">&#39;PASSENGERS&#39;</span><span class="p">])</span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">dict</span><span class="p">(</span><span class="n">passenger_graph</span><span class="p">[</span><span class="s1">&#39;CLE&#39;</span><span class="p">][</span><span class="s1">&#39;ORD&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span>
<span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">temp</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<h2 id="Exercise">Exercise<a class="anchor-link" href="#Exercise">&#182;</a></h2><p>Find the busiest route in 1990 and in 2015 according to number of passengers, and plot the time series of number of passengers on these routes.</p>
<p>You can use the DataFrame instead of working with the network. It will be faster ;)
[5 mins]</p>

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<div class="prompt input_prompt">In&nbsp;[6]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">temp</span> <span class="o">=</span> <span class="n">pass_air_data</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;YEAR&#39;</span><span class="p">])[</span><span class="s1">&#39;PASSENGERS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="nb">max</span><span class="p">)</span> <span class="o">==</span> <span class="n">pass_air_data</span><span class="p">[</span><span class="s1">&#39;PASSENGERS&#39;</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pass_air_data</span><span class="p">[</span><span class="n">temp</span><span class="p">][</span><span class="n">pass_air_data</span><span class="o">.</span><span class="n">YEAR</span><span class="o">.</span><span class="n">isin</span><span class="p">([</span><span class="mi">1990</span><span class="p">,</span> <span class="mi">2015</span><span class="p">])]</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Unnamed: 0</th>
      <th>YEAR</th>
      <th>ORIGIN</th>
      <th>DEST</th>
      <th>UNIQUE_CARRIER_NAME</th>
      <th>PASSENGERS</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>3917</th>
      <td>3917</td>
      <td>1990</td>
      <td>LAX</td>
      <td>HNL</td>
      <td>{'Heavylift Cargo Airlines Lt', 'Hawaiian Airl...</td>
      <td>1827164.0</td>
    </tr>
    <tr>
      <th>445978</th>
      <td>445978</td>
      <td>2015</td>
      <td>LAX</td>
      <td>SFO</td>
      <td>{'Hawaiian Airlines Inc.', 'Delta Air Lines In...</td>
      <td>1869066.0</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pass_air_data</span><span class="p">[(</span><span class="n">pass_air_data</span><span class="p">[</span><span class="s1">&#39;ORIGIN&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;LAX&#39;</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">pass_air_data</span><span class="p">[</span><span class="s1">&#39;DEST&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;HNL&#39;</span><span class="p">)]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="s1">&#39;YEAR&#39;</span><span class="p">,</span> <span class="s1">&#39;PASSENGERS&#39;</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1515268be0&gt;</pre>
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<div class="prompt input_prompt">In&nbsp;[9]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pass_air_data</span><span class="p">[(</span><span class="n">pass_air_data</span><span class="p">[</span><span class="s1">&#39;ORIGIN&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;LAX&#39;</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">pass_air_data</span><span class="p">[</span><span class="s1">&#39;DEST&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;SFO&#39;</span><span class="p">)]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="s1">&#39;YEAR&#39;</span><span class="p">,</span> <span class="s1">&#39;PASSENGERS&#39;</span><span class="p">)</span>
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<div class="prompt output_prompt">Out[9]:</div>


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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x15224e7ef0&gt;</pre>
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<p>So let's have a look at the important nodes in this network, i.e. important airports in this network. We'll use pagerank, betweenness centrality and degree centrality.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># nx.pagerank(passenger_graph)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">year_network</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">year</span><span class="p">):</span>
    <span class="n">temp_g</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">DiGraph</span><span class="p">()</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">G</span><span class="o">.</span><span class="n">edges</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
        <span class="k">if</span> <span class="n">i</span><span class="p">[</span><span class="mi">2</span><span class="p">][</span><span class="s1">&#39;YEAR&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">year</span><span class="p">:</span>
            <span class="n">temp_g</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">weight</span><span class="o">=</span><span class="n">i</span><span class="p">[</span><span class="mi">2</span><span class="p">][</span><span class="s1">&#39;PASSENGERS&#39;</span><span class="p">])</span>
    <span class="k">return</span> <span class="n">temp_g</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pass_2015</span> <span class="o">=</span> <span class="n">year_network</span><span class="p">(</span><span class="n">passenger_graph</span><span class="p">,</span> <span class="mi">2015</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">)</span>
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<pre>1258</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">pass_2015</span><span class="o">.</span><span class="n">edges</span><span class="p">())</span>
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<pre>25354</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Load in the GPS coordinates of all the airports</span>
<span class="n">lat_long</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="s1">&#39;datasets/GlobalAirportDatabase.txt&#39;</span><span class="p">,</span> <span class="n">delimiter</span><span class="o">=</span><span class="s1">&#39;:&#39;</span><span class="p">,</span> <span class="n">header</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">lat_long</span><span class="p">[</span><span class="n">lat_long</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">isin</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">pass_2015</span><span class="o">.</span><span class="n">nodes</span><span class="p">()))]</span>
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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>0</th>
      <th>1</th>
      <th>2</th>
      <th>3</th>
      <th>4</th>
      <th>5</th>
      <th>6</th>
      <th>7</th>
      <th>8</th>
      <th>9</th>
      <th>10</th>
      <th>11</th>
      <th>12</th>
      <th>13</th>
      <th>14</th>
      <th>15</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>1321</th>
      <td>EGYC</td>
      <td>CLF</td>
      <td>COLTISHALL</td>
      <td>COLTISHALL</td>
      <td>ENGLAND</td>
      <td>52</td>
      <td>45</td>
      <td>17</td>
      <td>N</td>
      <td>1</td>
      <td>21</td>
      <td>26</td>
      <td>E</td>
      <td>21</td>
      <td>52.755</td>
      <td>1.357</td>
    </tr>
    <tr>
      <th>3380</th>
      <td>KABI</td>
      <td>ABI</td>
      <td>ABILENE RGNL</td>
      <td>ABILENE</td>
      <td>USA</td>
      <td>32</td>
      <td>24</td>
      <td>40</td>
      <td>N</td>
      <td>99</td>
      <td>40</td>
      <td>54</td>
      <td>W</td>
      <td>546</td>
      <td>32.411</td>
      <td>-99.682</td>
    </tr>
    <tr>
      <th>3381</th>
      <td>KABQ</td>
      <td>ABQ</td>
      <td>NaN</td>
      <td>ALBUQUERQUE</td>
      <td>USA</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>U</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>U</td>
      <td>0</td>
      <td>0.000</td>
      <td>0.000</td>
    </tr>
    <tr>
      <th>3382</th>
      <td>KACK</td>
      <td>ACK</td>
      <td>NANTUCKET MEM</td>
      <td>NANTUCKET</td>
      <td>USA</td>
      <td>41</td>
      <td>15</td>
      <td>10</td>
      <td>N</td>
      <td>70</td>
      <td>3</td>
      <td>36</td>
      <td>W</td>
      <td>15</td>
      <td>41.253</td>
      <td>-70.060</td>
    </tr>
    <tr>
      <th>3383</th>
      <td>KACT</td>
      <td>ACT</td>
      <td>WACO RGNL</td>
      <td>WACO</td>
      <td>USA</td>
      <td>31</td>
      <td>36</td>
      <td>40</td>
      <td>N</td>
      <td>97</td>
      <td>13</td>
      <td>49</td>
      <td>W</td>
      <td>158</td>
      <td>31.611</td>
      <td>-97.230</td>
    </tr>
    <tr>
      <th>3384</th>
      <td>KACY</td>
      <td>ACY</td>
      <td>ATLANTIC CITY INTERNATIONAL</td>
      <td>ATLANTIC CITY</td>
      <td>USA</td>
      <td>39</td>
      <td>27</td>
      <td>27</td>
      <td>N</td>
      <td>74</td>
      <td>34</td>
      <td>37</td>
      <td>W</td>
      <td>23</td>
      <td>39.458</td>
      <td>-74.577</td>
    </tr>
    <tr>
      <th>3386</th>
      <td>KADW</td>
      <td>ADW</td>
      <td>ANDREWS AFB</td>
      <td>CAMP SPRINGS</td>
      <td>USA</td>
      <td>38</td>
      <td>48</td>
      <td>38</td>
      <td>N</td>
      <td>76</td>
      <td>52</td>
      <td>1</td>
      <td>W</td>
      <td>86</td>
      <td>38.811</td>
      <td>-76.867</td>
    </tr>
    <tr>
      <th>3387</th>
      <td>KAEX</td>
      <td>AEX</td>
      <td>ALEXANDRIA INTERNATIONAL</td>
      <td>ALEXANDRIA</td>
      <td>USA</td>
      <td>31</td>
      <td>19</td>
      <td>38</td>
      <td>N</td>
      <td>92</td>
      <td>32</td>
      <td>54</td>
      <td>W</td>
      <td>28</td>
      <td>31.327</td>
      <td>-92.548</td>
    </tr>
    <tr>
      <th>3389</th>
      <td>KAGS</td>
      <td>AGS</td>
      <td>AUGUSTA RGNL AT BUSH FLD</td>
      <td>BUSH FIELD</td>
      <td>USA</td>
      <td>33</td>
      <td>22</td>
      <td>11</td>
      <td>N</td>
      <td>81</td>
      <td>57</td>
      <td>52</td>
      <td>W</td>
      <td>44</td>
      <td>33.370</td>
      <td>-81.964</td>
    </tr>
    <tr>
      <th>3391</th>
      <td>KALB</td>
      <td>ALB</td>
      <td>ALBANY INTERNATIONAL</td>
      <td>ALBANY</td>
      <td>USA</td>
      <td>42</td>
      <td>44</td>
      <td>53</td>
      <td>N</td>
      <td>73</td>
      <td>48</td>
      <td>10</td>
      <td>W</td>
      <td>87</td>
      <td>42.748</td>
      <td>-73.803</td>
    </tr>
    <tr>
      <th>3394</th>
      <td>KAMA</td>
      <td>AMA</td>
      <td>AMARILLO INTERNATIONAL</td>
      <td>AMARILLO</td>
      <td>USA</td>
      <td>35</td>
      <td>13</td>
      <td>9</td>
      <td>N</td>
      <td>101</td>
      <td>42</td>
      <td>21</td>
      <td>W</td>
      <td>1100</td>
      <td>35.219</td>
      <td>-101.706</td>
    </tr>
    <tr>
      <th>3395</th>
      <td>KANB</td>
      <td>ANB</td>
      <td>ANNISTON METROPOLITAN</td>
      <td>ANNISTON</td>
      <td>USA</td>
      <td>33</td>
      <td>35</td>
      <td>17</td>
      <td>N</td>
      <td>85</td>
      <td>51</td>
      <td>29</td>
      <td>W</td>
      <td>187</td>
      <td>33.588</td>
      <td>-85.858</td>
    </tr>
    <tr>
      <th>3397</th>
      <td>KAOO</td>
      <td>AOO</td>
      <td>ALTOONA BLAIR CO</td>
      <td>ALTOONA</td>
      <td>USA</td>
      <td>40</td>
      <td>17</td>
      <td>47</td>
      <td>N</td>
      <td>78</td>
      <td>19</td>
      <td>12</td>
      <td>W</td>
      <td>459</td>
      <td>40.296</td>
      <td>-78.320</td>
    </tr>
    <tr>
      <th>3399</th>
      <td>KARA</td>
      <td>ARA</td>
      <td>ACADIANA REGIONAL</td>
      <td>LOUISIANA</td>
      <td>USA</td>
      <td>30</td>
      <td>2</td>
      <td>15</td>
      <td>N</td>
      <td>91</td>
      <td>53</td>
      <td>2</td>
      <td>W</td>
      <td>8</td>
      <td>30.038</td>
      <td>-91.884</td>
    </tr>
    <tr>
      <th>3400</th>
      <td>KART</td>
      <td>ART</td>
      <td>WATERTOWN INTERNATIONAL</td>
      <td>WATERTOWN</td>
      <td>USA</td>
      <td>43</td>
      <td>59</td>
      <td>30</td>
      <td>N</td>
      <td>76</td>
      <td>1</td>
      <td>18</td>
      <td>W</td>
      <td>100</td>
      <td>43.992</td>
      <td>-76.022</td>
    </tr>
    <tr>
      <th>3401</th>
      <td>KATL</td>
      <td>ATL</td>
      <td>THE WILLIAM B HARTSFIELD ATLANTA INTERNATIONAL</td>
      <td>ATLANTA</td>
      <td>USA</td>
      <td>33</td>
      <td>38</td>
      <td>25</td>
      <td>N</td>
      <td>84</td>
      <td>25</td>
      <td>37</td>
      <td>W</td>
      <td>313</td>
      <td>33.640</td>
      <td>-84.427</td>
    </tr>
    <tr>
      <th>3402</th>
      <td>KAUG</td>
      <td>AUG</td>
      <td>AUGUSTA STATE</td>
      <td>AUGUSTA</td>
      <td>USA</td>
      <td>44</td>
      <td>19</td>
      <td>14</td>
      <td>N</td>
      <td>69</td>
      <td>47</td>
      <td>50</td>
      <td>W</td>
      <td>108</td>
      <td>44.321</td>
      <td>-69.797</td>
    </tr>
    <tr>
      <th>3403</th>
      <td>KAUS</td>
      <td>AUS</td>
      <td>AUSTIN BERGSTROM INTERNATIONAL</td>
      <td>AUSTIN</td>
      <td>USA</td>
      <td>30</td>
      <td>11</td>
      <td>40</td>
      <td>N</td>
      <td>97</td>
      <td>40</td>
      <td>11</td>
      <td>W</td>
      <td>166</td>
      <td>30.194</td>
      <td>-97.670</td>
    </tr>
    <tr>
      <th>3406</th>
      <td>KBAD</td>
      <td>BAD</td>
      <td>BARKSDALE AFB</td>
      <td>SHREVEPORT</td>
      <td>USA</td>
      <td>32</td>
      <td>30</td>
      <td>6</td>
      <td>N</td>
      <td>93</td>
      <td>39</td>
      <td>45</td>
      <td>W</td>
      <td>51</td>
      <td>32.502</td>
      <td>-93.663</td>
    </tr>
    <tr>
      <th>3407</th>
      <td>KBCT</td>
      <td>BCT</td>
      <td>BOCA RATON</td>
      <td>BOCA RATON</td>
      <td>USA</td>
      <td>26</td>
      <td>22</td>
      <td>42</td>
      <td>N</td>
      <td>80</td>
      <td>6</td>
      <td>27</td>
      <td>W</td>
      <td>4</td>
      <td>26.378</td>
      <td>-80.107</td>
    </tr>
    <tr>
      <th>3409</th>
      <td>KBDL</td>
      <td>BDL</td>
      <td>BRADLEY INTERNATIONAL</td>
      <td>WINDSOR LOCKS</td>
      <td>USA</td>
      <td>41</td>
      <td>56</td>
      <td>20</td>
      <td>N</td>
      <td>72</td>
      <td>40</td>
      <td>59</td>
      <td>W</td>
      <td>53</td>
      <td>41.939</td>
      <td>-72.683</td>
    </tr>
    <tr>
      <th>3410</th>
      <td>KBDR</td>
      <td>BDR</td>
      <td>IGOR I SIKORSKY MEM</td>
      <td>STRATFORD</td>
      <td>USA</td>
      <td>41</td>
      <td>9</td>
      <td>48</td>
      <td>N</td>
      <td>73</td>
      <td>7</td>
      <td>34</td>
      <td>W</td>
      <td>3</td>
      <td>41.163</td>
      <td>-73.126</td>
    </tr>
    <tr>
      <th>3411</th>
      <td>KBED</td>
      <td>BED</td>
      <td>LAURENCE G HANSCOM FLD</td>
      <td>BEDFORD</td>
      <td>USA</td>
      <td>42</td>
      <td>28</td>
      <td>11</td>
      <td>N</td>
      <td>71</td>
      <td>17</td>
      <td>20</td>
      <td>W</td>
      <td>41</td>
      <td>42.470</td>
      <td>-71.289</td>
    </tr>
    <tr>
      <th>3412</th>
      <td>KBFI</td>
      <td>BFI</td>
      <td>BOEING FLD KING CO INTERNATIONAL</td>
      <td>SEATTLE</td>
      <td>USA</td>
      <td>47</td>
      <td>31</td>
      <td>47</td>
      <td>N</td>
      <td>122</td>
      <td>18</td>
      <td>7</td>
      <td>W</td>
      <td>6</td>
      <td>47.530</td>
      <td>-122.302</td>
    </tr>
    <tr>
      <th>3413</th>
      <td>KBFL</td>
      <td>BFL</td>
      <td>MEADOWS FLD</td>
      <td>BAKERSFIELD</td>
      <td>USA</td>
      <td>35</td>
      <td>26</td>
      <td>0</td>
      <td>N</td>
      <td>119</td>
      <td>3</td>
      <td>24</td>
      <td>W</td>
      <td>155</td>
      <td>35.433</td>
      <td>-119.057</td>
    </tr>
    <tr>
      <th>3414</th>
      <td>KBFM</td>
      <td>BFM</td>
      <td>MOBILE DOWNTOWN</td>
      <td>MOBILE</td>
      <td>USA</td>
      <td>30</td>
      <td>37</td>
      <td>35</td>
      <td>N</td>
      <td>88</td>
      <td>4</td>
      <td>4</td>
      <td>W</td>
      <td>8</td>
      <td>30.626</td>
      <td>-88.068</td>
    </tr>
    <tr>
      <th>3415</th>
      <td>KBGR</td>
      <td>BGR</td>
      <td>BANGOR INTERNATIONAL</td>
      <td>BANGOR</td>
      <td>USA</td>
      <td>44</td>
      <td>48</td>
      <td>26</td>
      <td>N</td>
      <td>68</td>
      <td>49</td>
      <td>41</td>
      <td>W</td>
      <td>59</td>
      <td>44.807</td>
      <td>-68.828</td>
    </tr>
    <tr>
      <th>3417</th>
      <td>KBHM</td>
      <td>BHM</td>
      <td>BIRMINGHAM INTERNATIONAL</td>
      <td>BIRMINGHAM</td>
      <td>USA</td>
      <td>33</td>
      <td>33</td>
      <td>46</td>
      <td>N</td>
      <td>86</td>
      <td>45</td>
      <td>12</td>
      <td>W</td>
      <td>197</td>
      <td>33.563</td>
      <td>-86.753</td>
    </tr>
    <tr>
      <th>3418</th>
      <td>KBIF</td>
      <td>BIF</td>
      <td>BIGGS AAF</td>
      <td>EL PASO</td>
      <td>USA</td>
      <td>31</td>
      <td>50</td>
      <td>58</td>
      <td>N</td>
      <td>106</td>
      <td>22</td>
      <td>48</td>
      <td>W</td>
      <td>1203</td>
      <td>31.849</td>
      <td>-106.380</td>
    </tr>
    <tr>
      <th>3421</th>
      <td>KBLI</td>
      <td>BLI</td>
      <td>BELLINGHAM INTERNATIONAL</td>
      <td>BELLINGHAM</td>
      <td>USA</td>
      <td>48</td>
      <td>47</td>
      <td>33</td>
      <td>N</td>
      <td>122</td>
      <td>32</td>
      <td>15</td>
      <td>W</td>
      <td>52</td>
      <td>48.792</td>
      <td>-122.537</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>6624</th>
      <td>PAUN</td>
      <td>UNK</td>
      <td>UNALAKLEET</td>
      <td>UNALAKLEET</td>
      <td>USA</td>
      <td>63</td>
      <td>53</td>
      <td>18</td>
      <td>N</td>
      <td>160</td>
      <td>47</td>
      <td>56</td>
      <td>W</td>
      <td>7</td>
      <td>63.888</td>
      <td>-160.799</td>
    </tr>
    <tr>
      <th>6625</th>
      <td>PAVD</td>
      <td>VDZ</td>
      <td>VALDEZ PIONEER FIELD</td>
      <td>VALDEZ</td>
      <td>USA</td>
      <td>61</td>
      <td>8</td>
      <td>2</td>
      <td>N</td>
      <td>146</td>
      <td>14</td>
      <td>54</td>
      <td>W</td>
      <td>37</td>
      <td>61.134</td>
      <td>-146.248</td>
    </tr>
    <tr>
      <th>6627</th>
      <td>PAWT</td>
      <td>AIN</td>
      <td>WAINWRIGHT AS</td>
      <td>FORT WAINWRIGHT</td>
      <td>USA</td>
      <td>70</td>
      <td>36</td>
      <td>48</td>
      <td>N</td>
      <td>159</td>
      <td>51</td>
      <td>37</td>
      <td>W</td>
      <td>11</td>
      <td>70.613</td>
      <td>-159.860</td>
    </tr>
    <tr>
      <th>6629</th>
      <td>PAYA</td>
      <td>YAK</td>
      <td>YAKUTAT</td>
      <td>YAKUTAT</td>
      <td>USA</td>
      <td>59</td>
      <td>30</td>
      <td>11</td>
      <td>N</td>
      <td>139</td>
      <td>39</td>
      <td>36</td>
      <td>W</td>
      <td>12</td>
      <td>59.503</td>
      <td>-139.660</td>
    </tr>
    <tr>
      <th>6633</th>
      <td>PFYU</td>
      <td>FYU</td>
      <td>FORT YUKON</td>
      <td>FORT YUKON</td>
      <td>USA</td>
      <td>66</td>
      <td>34</td>
      <td>17</td>
      <td>N</td>
      <td>145</td>
      <td>15</td>
      <td>1</td>
      <td>W</td>
      <td>132</td>
      <td>66.571</td>
      <td>-145.250</td>
    </tr>
    <tr>
      <th>6638</th>
      <td>PGRO</td>
      <td>ROP</td>
      <td>ROTA INTERNATIONAL</td>
      <td>ROTA</td>
      <td>MARIANA ISLANDS</td>
      <td>14</td>
      <td>10</td>
      <td>28</td>
      <td>N</td>
      <td>145</td>
      <td>14</td>
      <td>36</td>
      <td>E</td>
      <td>186</td>
      <td>14.174</td>
      <td>145.243</td>
    </tr>
    <tr>
      <th>6639</th>
      <td>PGSN</td>
      <td>SPN</td>
      <td>SAIPAN INTERNATIONAL</td>
      <td>SAIPAN</td>
      <td>MARIANA ISLANDS</td>
      <td>15</td>
      <td>7</td>
      <td>10</td>
      <td>N</td>
      <td>145</td>
      <td>43</td>
      <td>45</td>
      <td>E</td>
      <td>66</td>
      <td>15.119</td>
      <td>145.729</td>
    </tr>
    <tr>
      <th>6641</th>
      <td>PGUA</td>
      <td>UAM</td>
      <td>ANDERSEN AFB</td>
      <td>ANDERSEN</td>
      <td>MARIANA ISLANDS</td>
      <td>13</td>
      <td>35</td>
      <td>2</td>
      <td>N</td>
      <td>144</td>
      <td>55</td>
      <td>48</td>
      <td>E</td>
      <td>192</td>
      <td>13.584</td>
      <td>144.930</td>
    </tr>
    <tr>
      <th>6642</th>
      <td>PGUM</td>
      <td>GUM</td>
      <td>GUAM INTERNATIONAL</td>
      <td>AGANA</td>
      <td>MARIANA ISLANDS</td>
      <td>13</td>
      <td>29</td>
      <td>2</td>
      <td>N</td>
      <td>144</td>
      <td>47</td>
      <td>49</td>
      <td>E</td>
      <td>91</td>
      <td>13.484</td>
      <td>144.797</td>
    </tr>
    <tr>
      <th>6649</th>
      <td>PHHN</td>
      <td>HNM</td>
      <td>HANA</td>
      <td>HANA</td>
      <td>USA</td>
      <td>20</td>
      <td>47</td>
      <td>44</td>
      <td>N</td>
      <td>156</td>
      <td>0</td>
      <td>51</td>
      <td>W</td>
      <td>24</td>
      <td>20.796</td>
      <td>-156.014</td>
    </tr>
    <tr>
      <th>6652</th>
      <td>PHJH</td>
      <td>JHM</td>
      <td>KAPALUA</td>
      <td>LAHANIA-KAPALUA</td>
      <td>USA</td>
      <td>20</td>
      <td>57</td>
      <td>46</td>
      <td>N</td>
      <td>156</td>
      <td>40</td>
      <td>27</td>
      <td>W</td>
      <td>79</td>
      <td>20.963</td>
      <td>-156.674</td>
    </tr>
    <tr>
      <th>6655</th>
      <td>PHKO</td>
      <td>KOA</td>
      <td>KONA INTERNATIONAL AT KEAHOLE</td>
      <td>KONA</td>
      <td>USA</td>
      <td>19</td>
      <td>44</td>
      <td>19</td>
      <td>N</td>
      <td>156</td>
      <td>2</td>
      <td>44</td>
      <td>W</td>
      <td>15</td>
      <td>19.739</td>
      <td>-156.046</td>
    </tr>
    <tr>
      <th>6658</th>
      <td>PHLI</td>
      <td>LIH</td>
      <td>LIHUE</td>
      <td>LIHUE</td>
      <td>USA</td>
      <td>21</td>
      <td>58</td>
      <td>34</td>
      <td>N</td>
      <td>159</td>
      <td>20</td>
      <td>19</td>
      <td>W</td>
      <td>47</td>
      <td>21.976</td>
      <td>-159.339</td>
    </tr>
    <tr>
      <th>6659</th>
      <td>PHMK</td>
      <td>MKK</td>
      <td>MOLOKAI</td>
      <td>MOLOKAI</td>
      <td>USA</td>
      <td>21</td>
      <td>9</td>
      <td>10</td>
      <td>N</td>
      <td>157</td>
      <td>5</td>
      <td>46</td>
      <td>W</td>
      <td>139</td>
      <td>21.153</td>
      <td>-157.096</td>
    </tr>
    <tr>
      <th>6661</th>
      <td>PHMU</td>
      <td>MUE</td>
      <td>WAIMEA KOHALA</td>
      <td>KAMUELA</td>
      <td>USA</td>
      <td>20</td>
      <td>0</td>
      <td>4</td>
      <td>N</td>
      <td>155</td>
      <td>40</td>
      <td>5</td>
      <td>W</td>
      <td>815</td>
      <td>20.001</td>
      <td>-155.668</td>
    </tr>
    <tr>
      <th>6665</th>
      <td>PHNG</td>
      <td>NGF</td>
      <td>KANEOHE BAY MCAF</td>
      <td>KANEOHE BAY</td>
      <td>USA</td>
      <td>21</td>
      <td>26</td>
      <td>57</td>
      <td>N</td>
      <td>157</td>
      <td>46</td>
      <td>4</td>
      <td>W</td>
      <td>6</td>
      <td>21.449</td>
      <td>-157.768</td>
    </tr>
    <tr>
      <th>6666</th>
      <td>PHNL</td>
      <td>HNL</td>
      <td>HONOLULU INTERNATIONAL</td>
      <td>HONOLULU</td>
      <td>USA</td>
      <td>21</td>
      <td>18</td>
      <td>57</td>
      <td>N</td>
      <td>157</td>
      <td>55</td>
      <td>36</td>
      <td>W</td>
      <td>4</td>
      <td>21.316</td>
      <td>-157.927</td>
    </tr>
    <tr>
      <th>6667</th>
      <td>PHNY</td>
      <td>LNY</td>
      <td>LANAI</td>
      <td>LANAI</td>
      <td>USA</td>
      <td>20</td>
      <td>47</td>
      <td>8</td>
      <td>N</td>
      <td>156</td>
      <td>57</td>
      <td>5</td>
      <td>W</td>
      <td>399</td>
      <td>20.786</td>
      <td>-156.951</td>
    </tr>
    <tr>
      <th>6668</th>
      <td>PHOG</td>
      <td>OGG</td>
      <td>KAHULUI</td>
      <td>KAHULUI</td>
      <td>USA</td>
      <td>20</td>
      <td>53</td>
      <td>55</td>
      <td>N</td>
      <td>156</td>
      <td>25</td>
      <td>50</td>
      <td>W</td>
      <td>17</td>
      <td>20.899</td>
      <td>-156.431</td>
    </tr>
    <tr>
      <th>6670</th>
      <td>PHTO</td>
      <td>ITO</td>
      <td>HILO INTERNATIONAL</td>
      <td>HILO</td>
      <td>USA</td>
      <td>19</td>
      <td>43</td>
      <td>13</td>
      <td>N</td>
      <td>155</td>
      <td>2</td>
      <td>55</td>
      <td>W</td>
      <td>12</td>
      <td>19.720</td>
      <td>-155.049</td>
    </tr>
    <tr>
      <th>6686</th>
      <td>PPIZ</td>
      <td>PIZ</td>
      <td>POINT LAY LRRS</td>
      <td>POINT LAY</td>
      <td>USA</td>
      <td>69</td>
      <td>43</td>
      <td>58</td>
      <td>N</td>
      <td>163</td>
      <td>0</td>
      <td>19</td>
      <td>W</td>
      <td>8</td>
      <td>69.733</td>
      <td>-163.005</td>
    </tr>
    <tr>
      <th>8020</th>
      <td>TIST</td>
      <td>STT</td>
      <td>CYRIL E KING</td>
      <td>ST. THOMAS</td>
      <td>VIRGIN ISL.</td>
      <td>18</td>
      <td>20</td>
      <td>14</td>
      <td>N</td>
      <td>64</td>
      <td>58</td>
      <td>24</td>
      <td>W</td>
      <td>8</td>
      <td>18.337</td>
      <td>-64.973</td>
    </tr>
    <tr>
      <th>8021</th>
      <td>TISX</td>
      <td>STX</td>
      <td>HENRY E ROHLSEN</td>
      <td>ST. CRIOX ISLAND</td>
      <td>VIRGIN ISL.</td>
      <td>17</td>
      <td>42</td>
      <td>6</td>
      <td>N</td>
      <td>64</td>
      <td>47</td>
      <td>54</td>
      <td>W</td>
      <td>20</td>
      <td>17.702</td>
      <td>-64.798</td>
    </tr>
    <tr>
      <th>8022</th>
      <td>TJBQ</td>
      <td>BQN</td>
      <td>RAFAEL HERNANDEZ</td>
      <td>AGUADILLA</td>
      <td>PUERTO RICO</td>
      <td>18</td>
      <td>29</td>
      <td>41</td>
      <td>N</td>
      <td>67</td>
      <td>7</td>
      <td>46</td>
      <td>W</td>
      <td>73</td>
      <td>18.495</td>
      <td>-67.129</td>
    </tr>
    <tr>
      <th>8023</th>
      <td>TJCG</td>
      <td>VQS</td>
      <td>NaN</td>
      <td>VIEQUES</td>
      <td>PUERTO RICO</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>U</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>U</td>
      <td>0</td>
      <td>0.000</td>
      <td>0.000</td>
    </tr>
    <tr>
      <th>8024</th>
      <td>TJCP</td>
      <td>CPX</td>
      <td>NaN</td>
      <td>CULEBRA</td>
      <td>PUERTO RICO</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>U</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>U</td>
      <td>0</td>
      <td>0.000</td>
      <td>0.000</td>
    </tr>
    <tr>
      <th>8027</th>
      <td>TJIG</td>
      <td>SIG</td>
      <td>FERNANDO LUIS RIBAS DOMINICCI</td>
      <td>SAN JUAN</td>
      <td>PUERTO RICO</td>
      <td>18</td>
      <td>27</td>
      <td>24</td>
      <td>N</td>
      <td>66</td>
      <td>5</td>
      <td>53</td>
      <td>W</td>
      <td>4</td>
      <td>18.457</td>
      <td>-66.098</td>
    </tr>
    <tr>
      <th>8028</th>
      <td>TJMZ</td>
      <td>MAZ</td>
      <td>EUGENIO MARIA DE HOSTOS</td>
      <td>MAYAGUEZ</td>
      <td>PUERTO RICO</td>
      <td>18</td>
      <td>15</td>
      <td>20</td>
      <td>N</td>
      <td>67</td>
      <td>8</td>
      <td>54</td>
      <td>W</td>
      <td>9</td>
      <td>18.256</td>
      <td>-67.148</td>
    </tr>
    <tr>
      <th>8030</th>
      <td>TJPS</td>
      <td>PSE</td>
      <td>MERCEDITA</td>
      <td>PONCE</td>
      <td>PUERTO RICO</td>
      <td>18</td>
      <td>0</td>
      <td>29</td>
      <td>N</td>
      <td>66</td>
      <td>33</td>
      <td>46</td>
      <td>W</td>
      <td>8</td>
      <td>18.008</td>
      <td>-66.563</td>
    </tr>
    <tr>
      <th>8031</th>
      <td>TJSJ</td>
      <td>SJU</td>
      <td>LUIS MUNOZ MARIN INTERNATIONAL</td>
      <td>SAN JUAN</td>
      <td>PUERTO RICO</td>
      <td>18</td>
      <td>26</td>
      <td>21</td>
      <td>N</td>
      <td>66</td>
      <td>0</td>
      <td>6</td>
      <td>W</td>
      <td>3</td>
      <td>18.439</td>
      <td>-66.002</td>
    </tr>
  </tbody>
</table>
<p>371 rows × 16 columns</p>
</div>
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<div class="prompt input_prompt">In&nbsp;[17]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pos_dict</span> <span class="o">=</span> <span class="p">{}</span>
<span class="k">for</span> <span class="n">airport</span> <span class="ow">in</span> <span class="n">lat_long</span><span class="p">[</span><span class="n">lat_long</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">isin</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">pass_2015</span><span class="o">.</span><span class="n">nodes</span><span class="p">()))]</span><span class="o">.</span><span class="n">iterrows</span><span class="p">():</span>
    <span class="n">pos_dict</span><span class="p">[</span><span class="n">airport</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">1</span><span class="p">]]</span> <span class="o">=</span> <span class="p">(</span><span class="n">airport</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">15</span><span class="p">],</span> <span class="n">airport</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">14</span><span class="p">])</span> 
</pre></div>

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<div class="input">
<div class="prompt input_prompt">In&nbsp;[18]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pos_dict</span>
</pre></div>

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<div class="prompt output_prompt">Out[18]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>{&#39;ABI&#39;: (-99.682, 32.411),
 &#39;ABQ&#39;: (-106.609, 35.04),
 &#39;ABY&#39;: (0.0, 0.0),
 &#39;ACK&#39;: (-70.06, 41.253),
 &#39;ACT&#39;: (-97.23, 31.611),
 &#39;ACY&#39;: (-74.577, 39.458),
 &#39;ADK&#39;: (-176.646, 51.878),
 &#39;ADQ&#39;: (-152.494, 57.75),
 &#39;ADW&#39;: (-76.867, 38.811),
 &#39;AEX&#39;: (-92.54799999999999, 31.326999999999998),
 &#39;AGS&#39;: (-81.964, 33.37),
 &#39;AIN&#39;: (-159.86, 70.613),
 &#39;AKN&#39;: (-156.649, 58.677),
 &#39;ALB&#39;: (-73.803, 42.748000000000005),
 &#39;AMA&#39;: (-101.706, 35.219),
 &#39;ANB&#39;: (-85.85799999999999, 33.588),
 &#39;ANC&#39;: (-149.996, 61.174),
 &#39;AOO&#39;: (-78.32, 40.296),
 &#39;ARA&#39;: (-91.884, 30.038),
 &#39;ART&#39;: (-76.02199999999999, 43.992),
 &#39;ATL&#39;: (-84.427, 33.64),
 &#39;AUG&#39;: (-69.797, 44.321000000000005),
 &#39;AUS&#39;: (-97.67, 30.194000000000003),
 &#39;BAD&#39;: (-93.663, 32.501999999999995),
 &#39;BCT&#39;: (-80.107, 26.378),
 &#39;BDL&#39;: (-72.683, 41.93899999999999),
 &#39;BDR&#39;: (-73.126, 41.163000000000004),
 &#39;BED&#39;: (-71.289, 42.47),
 &#39;BET&#39;: (-161.838, 60.78),
 &#39;BFI&#39;: (-122.302, 47.53),
 &#39;BFL&#39;: (-119.057, 35.433),
 &#39;BFM&#39;: (-88.068, 30.625999999999998),
 &#39;BGR&#39;: (-68.828, 44.806999999999995),
 &#39;BHM&#39;: (-86.75299999999999, 33.563),
 &#39;BIF&#39;: (-106.38, 31.849),
 &#39;BLI&#39;: (-122.537, 48.792),
 &#39;BLV&#39;: (-89.835, 38.545),
 &#39;BNA&#39;: (-86.678, 36.124),
 &#39;BOI&#39;: (-116.223, 43.56399999999999),
 &#39;BOS&#39;: (-71.005, 42.364),
 &#39;BPT&#39;: (-94.021, 29.951),
 &#39;BQK&#39;: (0.0, 0.0),
 &#39;BQN&#39;: (-67.12899999999999, 18.495),
 &#39;BRO&#39;: (-97.426, 25.906999999999996),
 &#39;BRW&#39;: (-156.766, 71.285),
 &#39;BTI&#39;: (-143.577, 70.134),
 &#39;BTR&#39;: (-91.149, 30.533),
 &#39;BTT&#39;: (-151.528, 66.915),
 &#39;BTV&#39;: (-73.153, 44.472),
 &#39;BUF&#39;: (-78.732, 42.94),
 &#39;BUR&#39;: (-118.359, 34.201),
 &#39;BWI&#39;: (-76.668, 39.175),
 &#39;CAE&#39;: (-81.119, 33.939),
 &#39;CDB&#39;: (-162.724, 55.206),
 &#39;CDC&#39;: (-113.09899999999999, 37.701),
 &#39;CDV&#39;: (-145.477, 60.492),
 &#39;CEF&#39;: (-72.53399999999999, 42.198),
 &#39;CEW&#39;: (-86.522, 30.779),
 &#39;CHA&#39;: (-85.204, 35.035),
 &#39;CHS&#39;: (-80.04, 32.899),
 &#39;CIC&#39;: (-121.85799999999999, 39.795),
 &#39;CLE&#39;: (-81.85, 41.412),
 &#39;CLF&#39;: (1.357, 52.755),
 &#39;CLL&#39;: (-96.36399999999999, 30.588),
 &#39;CLT&#39;: (-80.943, 35.214),
 &#39;CMH&#39;: (-82.89200000000001, 39.998000000000005),
 &#39;CNM&#39;: (-104.26299999999999, 32.336999999999996),
 &#39;COS&#39;: (-104.7, 38.806),
 &#39;COU&#39;: (-92.219, 38.818000000000005),
 &#39;CPR&#39;: (-106.464, 42.908),
 &#39;CPX&#39;: (0.0, 0.0),
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 &#39;CVG&#39;: (-84.662, 39.046),
 &#39;CVS&#39;: (-103.322, 34.383),
 &#39;CYS&#39;: (-104.81200000000001, 41.156000000000006),
 &#39;DAL&#39;: (-96.852, 32.847),
 &#39;DAY&#39;: (-84.219, 39.902),
 &#39;DCA&#39;: (-77.03699999999999, 38.852),
 &#39;DEN&#39;: (-104.667, 39.858000000000004),
 &#39;DET&#39;: (-83.01, 42.409),
 &#39;DFW&#39;: (-97.037, 32.896),
 &#39;DHN&#39;: (-85.449, 31.320999999999998),
 &#39;DLG&#39;: (-158.503, 59.045),
 &#39;DLH&#39;: (-92.194, 46.842),
 &#39;DMA&#39;: (-110.883, 32.166),
 &#39;DOV&#39;: (-75.46600000000001, 39.13),
 &#39;DPA&#39;: (-88.249, 41.908),
 &#39;DRO&#39;: (-107.75399999999999, 37.150999999999996),
 &#39;DRT&#39;: (-100.926, 29.373),
 &#39;DSM&#39;: (-93.663, 41.534),
 &#39;DTW&#39;: (-83.353, 42.211999999999996),
 &#39;DUT&#39;: (-166.543, 53.9),
 &#39;EDF&#39;: (-149.806, 61.251000000000005),
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 &#39;EFD&#39;: (-95.15899999999999, 29.607),
 &#39;EHM&#39;: (-162.061, 58.647),
 &#39;EIL&#39;: (-147.101, 64.666),
 &#39;ELD&#39;: (-92.81299999999999, 33.221),
 &#39;ELP&#39;: (-106.37799999999999, 31.807),
 &#39;ENA&#39;: (-151.245, 60.573),
 &#39;ENV&#39;: (-114.031, 40.719),
 &#39;EWN&#39;: (-77.043, 35.073),
 &#39;EWR&#39;: (-74.169, 40.692),
 &#39;EYW&#39;: (-81.759, 24.555999999999997),
 &#39;FAI&#39;: (-147.856, 64.815),
 &#39;FAT&#39;: (-119.71799999999999, 36.775999999999996),
 &#39;FBK&#39;: (-147.614, 64.837),
 &#39;FFO&#39;: (-84.04799999999999, 39.826),
 &#39;FLL&#39;: (-80.153, 26.072),
 &#39;FLO&#39;: (-79.72399999999999, 34.185),
 &#39;FMH&#39;: (-70.521, 41.658),
 &#39;FMN&#39;: (-108.23, 36.741),
 &#39;FMY&#39;: (-81.863, 26.586),
 &#39;FOD&#39;: (-94.193, 42.551),
 &#39;FOE&#39;: (-95.664, 38.951),
 &#39;FOK&#39;: (-72.632, 40.844),
 &#39;FSI&#39;: (-98.402, 34.65),
 &#39;FSM&#39;: (-94.367, 35.336),
 &#39;FTW&#39;: (-97.36200000000001, 32.82),
 &#39;FXE&#39;: (-80.171, 26.197),
 &#39;FYU&#39;: (-145.25, 66.571),
 &#39;FYV&#39;: (-94.17, 36.005),
 &#39;GAL&#39;: (-156.937, 64.736),
 &#39;GCK&#39;: (-100.72399999999999, 37.927),
 &#39;GEG&#39;: (-117.53399999999999, 47.62),
 &#39;GFK&#39;: (-97.176, 47.949),
 &#39;GGG&#39;: (-94.711, 32.385),
 &#39;GKN&#39;: (-145.45600000000002, 62.155),
 &#39;GNV&#39;: (-82.272, 29.69),
 &#39;GRB&#39;: (-88.12899999999999, 44.485),
 &#39;GRF&#39;: (-122.581, 47.07899999999999),
 &#39;GRK&#39;: (-97.829, 31.066999999999997),
 &#39;GRR&#39;: (-85.523, 42.881),
 &#39;GSB&#39;: (-77.961, 35.339),
 &#39;GTF&#39;: (-111.37100000000001, 47.482),
 &#39;GUM&#39;: (144.797, 13.484000000000002),
 &#39;GUS&#39;: (-86.152, 40.648),
 &#39;GVT&#39;: (-96.065, 33.068000000000005),
 &#39;HFD&#39;: (-72.65, 41.736000000000004),
 &#39;HIB&#39;: (-92.839, 47.386),
 &#39;HKY&#39;: (-81.389, 35.741),
 &#39;HLN&#39;: (-111.98299999999999, 46.607),
 &#39;HMN&#39;: (-106.10600000000001, 32.852),
 &#39;HNL&#39;: (-157.92700000000002, 21.316),
 &#39;HNM&#39;: (-156.014, 20.796),
 &#39;HOB&#39;: (-103.21700000000001, 32.688),
 &#39;HOM&#39;: (-151.476, 59.646),
 &#39;HON&#39;: (-98.228, 44.385),
 &#39;HOP&#39;: (-87.49600000000001, 36.668),
 &#39;HOU&#39;: (-95.279, 29.645),
 &#39;HPN&#39;: (-73.707, 41.067),
 &#39;HRL&#39;: (-97.654, 26.228),
 &#39;HRO&#39;: (-93.155, 36.260999999999996),
 &#39;HUF&#39;: (-87.307, 39.451),
 &#39;HVR&#39;: (-109.762, 48.543),
 &#39;IAB&#39;: (-97.26700000000001, 37.623000000000005),
 &#39;IAD&#39;: (-77.456, 38.944),
 &#39;IAG&#39;: (-78.946, 43.107),
 &#39;IAH&#39;: (-95.34, 29.98),
 &#39;ICT&#39;: (-97.43299999999999, 37.65),
 &#39;ILG&#39;: (-75.60600000000001, 39.679),
 &#39;ILI&#39;: (-154.911, 59.754),
 &#39;ILM&#39;: (-77.903, 34.271),
 &#39;IND&#39;: (-86.294, 39.717),
 &#39;INL&#39;: (-93.40299999999999, 48.566),
 &#39;INT&#39;: (-80.222, 36.134),
 &#39;IPL&#39;: (-115.579, 32.834),
 &#39;IPT&#39;: (-76.921, 41.242),
 &#39;ISN&#39;: (-103.64200000000001, 48.178000000000004),
 &#39;ISP&#39;: (-73.1, 40.795),
 &#39;ITO&#39;: (-155.049, 19.72),
 &#39;JAN&#39;: (-90.07600000000001, 32.311),
 &#39;JAX&#39;: (-81.688, 30.494),
 &#39;JBR&#39;: (-90.646, 35.832),
 &#39;JFK&#39;: (-73.779, 40.64),
 &#39;JHM&#39;: (-156.674, 20.963),
 &#39;JNU&#39;: (-134.576, 58.355),
 &#39;KOA&#39;: (-156.046, 19.739),
 &#39;KTN&#39;: (-131.714, 55.356),
 &#39;LAN&#39;: (-84.587, 42.778999999999996),
 &#39;LAS&#39;: (-115.152, 36.08),
 &#39;LAX&#39;: (-118.40799999999999, 33.942),
 &#39;LBB&#39;: (-101.823, 33.664),
 &#39;LCH&#39;: (-93.223, 30.125999999999998),
 &#39;LCK&#39;: (-82.928, 39.814),
 &#39;LFI&#39;: (-76.36, 37.083),
 &#39;LFT&#39;: (-91.98700000000001, 30.205),
 &#39;LGA&#39;: (-73.872, 40.777),
 &#39;LGB&#39;: (-118.15100000000001, 33.818000000000005),
 &#39;LIH&#39;: (-159.339, 21.976),
 &#39;LIT&#39;: (-92.22399999999999, 34.729),
 &#39;LNK&#39;: (-96.759, 40.851),
 &#39;LNY&#39;: (-156.951, 20.785999999999998),
 &#39;LRD&#39;: (-99.461, 27.544),
 &#39;LSF&#39;: (-84.991, 32.336999999999996),
 &#39;LSV&#39;: (-115.03399999999999, 36.236),
 &#39;LUK&#39;: (-84.419, 39.103),
 &#39;LUR&#39;: (-166.11, 68.875),
 &#39;MAF&#39;: (-102.20200000000001, 31.941999999999997),
 &#39;MAZ&#39;: (-67.148, 18.256),
 &#39;MCC&#39;: (-121.40100000000001, 38.667),
 &#39;MCF&#39;: (-82.521, 27.849),
 &#39;MCG&#39;: (-155.606, 62.953),
 &#39;MCI&#39;: (-94.714, 39.297),
 &#39;MCN&#39;: (-83.649, 32.693000000000005),
 &#39;MCO&#39;: (-81.316, 28.429000000000002),
 &#39;MDT&#39;: (-76.763, 40.193000000000005),
 &#39;MDW&#39;: (-87.75200000000001, 41.786),
 &#39;MEM&#39;: (-89.977, 35.042),
 &#39;MER&#39;: (-120.568, 37.38),
 &#39;MFE&#39;: (-98.23899999999999, 26.176),
 &#39;MHR&#39;: (-121.29700000000001, 38.554),
 &#39;MIA&#39;: (-80.291, 25.793000000000003),
 &#39;MIB&#39;: (-101.35700000000001, 48.416000000000004),
 &#39;MKE&#39;: (-87.896, 42.946999999999996),
 &#39;MKK&#39;: (-157.096, 21.153000000000002),
 &#39;MKL&#39;: (-88.916, 35.6),
 &#39;MLB&#39;: (-80.645, 28.103),
 &#39;MLU&#39;: (-92.037, 32.510999999999996),
 &#39;MOB&#39;: (-88.243, 30.691),
 &#39;MOD&#39;: (-120.954, 37.626),
 &#39;MOT&#39;: (-101.28, 48.25899999999999),
 &#39;MQT&#39;: (-87.56200000000001, 46.534),
 &#39;MRI&#39;: (-149.846, 61.214),
 &#39;MSN&#39;: (-89.337, 43.14),
 &#39;MSP&#39;: (-93.21700000000001, 44.88),
 &#39;MSS&#39;: (-74.845, 44.93600000000001),
 &#39;MSY&#39;: (-90.258, 29.993000000000002),
 &#39;MUE&#39;: (-155.668, 20.000999999999998),
 &#39;MWH&#39;: (-119.32, 47.208),
 &#39;MXF&#39;: (-86.36200000000001, 32.379),
 &#39;MYR&#39;: (-78.928, 33.68),
 &#39;NBG&#39;: (-90.035, 29.825),
 &#39;NGF&#39;: (-157.768, 21.449),
 &#39;NGU&#39;: (-76.289, 36.938),
 &#39;NIP&#39;: (-81.681, 30.236),
 &#39;NJK&#39;: (-115.67200000000001, 32.829),
 &#39;NKX&#39;: (-117.14299999999999, 32.868),
 &#39;NPA&#39;: (-87.319, 30.353),
 &#39;NQA&#39;: (-89.87, 35.357),
 &#39;NQX&#39;: (-81.689, 24.576),
 &#39;NTD&#39;: (-119.12100000000001, 34.12),
 &#39;NTU&#39;: (-76.033, 36.821),
 &#39;NUQ&#39;: (-122.04799999999999, 37.415),
 &#39;NUW&#39;: (-122.656, 48.352),
 &#39;NZC&#39;: (-81.876, 30.219),
 &#39;NZY&#39;: (-117.215, 32.699),
 &#39;OAK&#39;: (-122.221, 37.721),
 &#39;OFF&#39;: (-95.913, 41.118),
 &#39;OGG&#39;: (-156.431, 20.899),
 &#39;OGS&#39;: (-75.46600000000001, 44.681999999999995),
 &#39;OKC&#39;: (-97.601, 35.393),
 &#39;OMA&#39;: (-95.89399999999999, 41.302),
 &#39;OME&#39;: (-165.445, 64.512),
 &#39;ONT&#39;: (-117.601, 34.056),
 &#39;OPF&#39;: (-80.278, 25.906999999999996),
 &#39;ORD&#39;: (-87.904, 41.979),
 &#39;ORF&#39;: (-76.20100000000001, 36.894),
 &#39;ORL&#39;: (-81.333, 28.545),
 &#39;ORT&#39;: (-141.929, 62.961000000000006),
 &#39;OTZ&#39;: (-162.59799999999998, 66.884),
 &#39;PAE&#39;: (-122.281, 47.906000000000006),
 &#39;PAM&#39;: (-85.57600000000001, 30.07),
 &#39;PAQ&#39;: (-149.089, 61.595),
 &#39;PBG&#39;: (-73.468, 44.651),
 &#39;PBI&#39;: (-80.096, 26.683000000000003),
 &#39;PCA&#39;: (-98.78200000000001, 20.077),
 &#39;PDX&#39;: (-122.59700000000001, 45.589),
 &#39;PHF&#39;: (-76.493, 37.132),
 &#39;PHL&#39;: (-75.241, 39.872),
 &#39;PHN&#39;: (-82.529, 42.911),
 &#39;PHX&#39;: (-112.008, 33.434),
 &#39;PIE&#39;: (-82.68700000000001, 27.910999999999998),
 &#39;PIT&#39;: (-80.233, 40.491),
 &#39;PIZ&#39;: (-163.005, 69.733),
 &#39;PML&#39;: (-161.819, 59.011),
 &#39;PNE&#39;: (-75.01100000000001, 40.082),
 &#39;PNS&#39;: (-87.18700000000001, 30.473000000000003),
 &#39;POB&#39;: (-79.014, 35.171),
 &#39;PPG&#39;: (-170.71, -14.331),
 &#39;PQI&#39;: (-68.045, 46.68899999999999),
 &#39;PRC&#39;: (-112.419, 34.654),
 &#39;PSE&#39;: (-66.563, 18.008),
 &#39;PSP&#39;: (-116.507, 33.829),
 &#39;PUB&#39;: (-104.49600000000001, 38.289),
 &#39;PVD&#39;: (-71.428, 41.724),
 &#39;PWM&#39;: (-70.309, 43.646),
 &#39;RCA&#39;: (-103.103, 44.145),
 &#39;RDU&#39;: (-78.78699999999999, 35.876999999999995),
 &#39;RIC&#39;: (-77.319, 37.505),
 &#39;RIV&#39;: (-117.259, 33.881),
 &#39;RME&#39;: (-75.407, 43.233999999999995),
 &#39;RNO&#39;: (-119.76799999999999, 39.498000000000005),
 &#39;ROC&#39;: (-77.672, 43.119),
 &#39;ROP&#39;: (145.243, 14.174000000000001),
 &#39;ROW&#39;: (-104.531, 33.301),
 &#39;RSW&#39;: (-81.755, 26.535999999999998),
 &#39;SAC&#39;: (-121.493, 38.513000000000005),
 &#39;SAF&#39;: (-106.088, 35.617),
 &#39;SAN&#39;: (-117.189, 32.733000000000004),
 &#39;SAT&#39;: (-98.47, 29.534000000000002),
 &#39;SAV&#39;: (-81.202, 32.126999999999995),
 &#39;SBY&#39;: (-75.51, 38.34),
 &#39;SCC&#39;: (-148.465, 70.195),
 &#39;SCK&#39;: (-121.23899999999999, 37.894),
 &#39;SEA&#39;: (-122.309, 47.449),
 &#39;SFB&#39;: (0.0, 0.0),
 &#39;SFO&#39;: (-122.375, 37.619),
 &#39;SFZ&#39;: (-71.491, 41.92100000000001),
 &#39;SGY&#39;: (-135.316, 59.46),
 &#39;SHV&#39;: (-93.82600000000001, 32.446),
 &#39;SIG&#39;: (-66.098, 18.457),
 &#39;SIT&#39;: (-135.361, 57.047),
 &#39;SJC&#39;: (-121.929, 37.361999999999995),
 &#39;SJT&#39;: (-100.49600000000001, 31.358),
 &#39;SJU&#39;: (-66.002, 18.439),
 &#39;SKF&#39;: (-98.581, 29.384),
 &#39;SLC&#39;: (-111.978, 40.788000000000004),
 &#39;SMF&#39;: (-121.59100000000001, 38.695),
 &#39;SNA&#39;: (-117.868, 33.676),
 &#39;SNP&#39;: (-170.22, 57.167),
 &#39;SPB&#39;: (-122.86200000000001, 45.773),
 &#39;SPN&#39;: (145.72899999999998, 15.119000000000002),
 &#39;SPS&#39;: (-98.492, 33.989000000000004),
 &#39;SSC&#39;: (-80.473, 33.973),
 &#39;STL&#39;: (-90.36, 38.748000000000005),
 &#39;STT&#39;: (-64.973, 18.337),
 &#39;STX&#39;: (-64.798, 17.702),
 &#39;SUU&#39;: (-121.927, 38.263000000000005),
 &#39;SUX&#39;: (-96.384, 42.402),
 &#39;SVN&#39;: (-81.146, 32.01),
 &#39;SVW&#39;: (-155.57399999999998, 61.097),
 &#39;SWF&#39;: (-74.105, 41.504),
 &#39;SYA&#39;: (174.114, 52.711999999999996),
 &#39;SYR&#39;: (-76.10600000000001, 43.111000000000004),
 &#39;SZL&#39;: (-93.54799999999999, 38.73),
 &#39;TAL&#39;: (-152.109, 65.17399999999999),
 &#39;TBN&#39;: (-92.141, 37.741),
 &#39;TEB&#39;: (-74.061, 40.85),
 &#39;TIK&#39;: (-97.38600000000001, 35.415),
 &#39;TKA&#39;: (-150.094, 62.32),
 &#39;TKF&#39;: (0.0, 0.0),
 &#39;TLH&#39;: (-84.35, 30.396),
 &#39;TLJ&#39;: (-155.976, 62.894),
 &#39;TMB&#39;: (-80.433, 25.648000000000003),
 &#39;TNC&#39;: (-167.922, 65.563),
 &#39;TNT&#39;: (-80.89699999999999, 25.862),
 &#39;TPA&#39;: (-82.53299999999999, 27.975),
 &#39;TTN&#39;: (-74.813, 40.277),
 &#39;TUL&#39;: (-95.88799999999999, 36.198),
 &#39;TUS&#39;: (-110.941, 32.116),
 &#39;TXK&#39;: (-93.991, 33.454),
 &#39;TYR&#39;: (-95.402, 32.354),
 &#39;TYS&#39;: (-83.993, 35.812),
 &#39;UAM&#39;: (144.93, 13.584000000000001),
 &#39;UNK&#39;: (-160.799, 63.888000000000005),
 &#39;UTO&#39;: (-153.704, 65.993),
 &#39;VAD&#39;: (-83.193, 30.968000000000004),
 &#39;VCV&#39;: (-117.37899999999999, 34.593),
 &#39;VDZ&#39;: (-146.248, 61.13399999999999),
 &#39;VPS&#39;: (-86.525, 30.483),
 &#39;VQS&#39;: (0.0, 0.0),
 &#39;VRB&#39;: (-80.418, 27.656),
 &#39;WRB&#39;: (-83.59200000000001, 32.64),
 &#39;WRI&#39;: (-74.594, 40.016),
 &#39;WWD&#39;: (-74.908, 39.008),
 &#39;YAK&#39;: (-139.66, 59.503),
 &#39;YIP&#39;: (-83.53, 42.238),
 &#39;YNG&#39;: (-80.679, 41.261),
 &#39;YUM&#39;: (-114.60600000000001, 32.656)}</pre>
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<h2 id="Exercise">Exercise<a class="anchor-link" href="#Exercise">&#182;</a></h2><p>Using the position dictionary <code>pos_dict</code> create a plot of the airports, only the nodes not the edges.</p>
<ul>
<li>As we don't have coordinates for all the airports we have to create a subgraph first.</li>
<li>Use <code>nx.subgraph(Graph, iterable of nodes)</code> to create the subgraph</li>
<li>Use <code>nx.draw_networkx_nodes(G, pos)</code> to map the nodes. </li>
</ul>
<p>or</p>
<ul>
<li>Just use a scatter plot :)</li>
</ul>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span> <span class="mi">9</span><span class="p">))</span>
<span class="n">G</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">subgraph</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">,</span> <span class="n">pos_dict</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
<span class="n">nx</span><span class="o">.</span><span class="n">draw_networkx_nodes</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">pos</span><span class="o">=</span><span class="n">pos_dict</span><span class="p">,</span> <span class="n">node_size</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.6</span><span class="p">,</span> <span class="n">node_color</span><span class="o">=</span><span class="s1">&#39;b&#39;</span><span class="p">)</span>
<span class="c1"># nx.draw_networkx_edges(G, pos=pos_dict, width=0.1, arrows=False)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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
"
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<div class="prompt input_prompt">In&nbsp;[20]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</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">9</span><span class="p">))</span>
<span class="n">x</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">pos_dict</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span>
<span class="n">y</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">pos_dict</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
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<div class="prompt output_prompt">Out[20]:</div>


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<pre>&lt;matplotlib.collections.PathCollection at 0x1510f0b2e8&gt;</pre>
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<h3 id="What-about-degree-distribution-of-this-network?">What about degree distribution of this network?<a class="anchor-link" href="#What-about-degree-distribution-of-this-network?">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[21]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">degree_centrality</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">)</span><span class="o">.</span><span class="n">values</span><span class="p">()))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<p>Let's plot a log log plot to get a better overview of this.</p>

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<div class="prompt input_prompt">In&nbsp;[22]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">d</span> <span class="o">=</span> <span class="p">{}</span>
<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">dict</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">degree</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">))</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
    <span class="k">if</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">d</span><span class="p">:</span>
        <span class="n">d</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">d</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">log2</span><span class="p">(</span><span class="nb">list</span><span class="p">((</span><span class="n">d</span><span class="o">.</span><span class="n">keys</span><span class="p">())))</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">log2</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">d</span><span class="o">.</span><span class="n">values</span><span class="p">()))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.4</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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<h3 id="Directed-Graphs">Directed Graphs<a class="anchor-link" href="#Directed-Graphs">&#182;</a></h3><p><img src="images/pagerank.png" alt="title"></p>

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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="n">G</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">DiGraph</span><span class="p">()</span>

<span class="n">G</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="n">weight</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>

<span class="c1"># print(G.edges())</span>
<span class="c1"># G[1][2]</span>
<span class="c1"># G[2][1]</span>
<span class="c1"># G.is_directed()</span>
<span class="c1"># type(G)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">G</span><span class="o">.</span><span class="n">add_edges_from</span><span class="p">([(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="p">(</span><span class="mi">4</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="p">(</span><span class="mi">6</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="p">(</span><span class="mi">7</span><span class="p">,</span> <span class="mi">2</span><span class="p">)])</span>
<span class="n">nx</span><span class="o">.</span><span class="n">draw_circular</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">with_labels</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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
"
>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[25]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">G</span><span class="o">.</span><span class="n">in_degree</span><span class="p">()</span>
</pre></div>

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</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">
<div class="prompt output_prompt">Out[25]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>InDegreeView({1: 0, 2: 6, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0})</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[26]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nx</span><span class="o">.</span><span class="n">pagerank</span><span class="p">(</span><span class="n">G</span><span class="p">)</span>
</pre></div>

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<div class="output_wrapper">
<div class="output">


<div class="output_area">
<div class="prompt output_prompt">Out[26]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>{1: 0.0826448180198328,
 2: 0.5041310918810031,
 3: 0.0826448180198328,
 4: 0.0826448180198328,
 5: 0.0826448180198328,
 6: 0.0826448180198328,
 7: 0.0826448180198328}</pre>
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<div class="prompt input_prompt">In&nbsp;[27]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">G</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">)</span>
<span class="n">nx</span><span class="o">.</span><span class="n">draw_circular</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">with_labels</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
</pre></div>

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49SoUKFzKJ94okn8PX1xcvLi3LlymmcNgcdOXKE8PBwli1bRu/evZkyZUq2Xyr++uuvWbZsGVu2bMm1e6Pr169P//798fPzY926dRqCsFEqYZFsdGWjdmtFGxcXR/Hixa8Zp23atCleXl5UrlyZggULmh0/Tzl58iQRERHMmzePbt26sXfv3hxZqevw4cN07dqV5cuX5/pKYO+//z5r1qxh6NChfPjhh7n63nJ7VMIid+HSpUtZ3k9rGMY1RfvGG29k3uZTuHBhs6PneWfOnGHMmDF8+umnBAQEZO5slBPS0tLw9/fnvffeo0GDBjnyHjeTL18+5syZQ+3atXnmmWd48cUXcz2D3JxKWCQLly9f5sCBA1aL9syZM3h4eGQW7XPPPUePHj0yx2ntfTlGR3T+/Hk++ugjPv74Y9q0acPWrVupUKFCjr5nSEgI9913HwMGDMjR97kZd3d35s+fT9u2bdm8eTMPPvigaVnkRiphydMyMjI4duyY1aI9cuQI5cuXzyzaWrVq8frrr+Pl5UX58uU1TmsnEhMTmTp1KmPGjOGFF15g48aNeHh45Pj7/vDDD8yePZstW7aY/nelSZMmBAYG0q5dO1atWoWzs7OpeeRfKmHJE242Tlu0aNFrLh8/++yzeHl5UaVKFY3T2rHU1FRmzJjByJEjeeqpp1izZg01atTIlfc+ceIEnTp1Yv78+ZQqVSpX3vNWhgwZwtq1axk+fDghISFmx5F/qITFYVy6dIm4uDirZZuWlnbN/bSvvfZa5jhtkSJFzI4u2SgtLY158+YRGhpK9erV+frrr3P0vtzrpaen065dO7p27cpzzz2Xa+97K87OzixYsIA6derQpEkTnnnmGbMjCSphsTOXL1/m4MGDVov277//pmrVqplF26RJE7p27YqXlxfu7u4ap3VwGRkZLFmyhJCQEMqWLcuCBQto2LBhrueIiIggPT2d4ODgXH/vWylbtiyff/457du3Z8uWLbi7u5sdKc9TCYvNMQyD48ePWy3aQ4cO8eCDD2YWbY0aNWjdujVeXl5UqFBBY115kGEYfP311wwdOhRXV1emTJlC06ZNTfml6+eff2by5Mls3rzZZv8uNm/enICAADp06MD//vc/08er8zqVsJjmzJkzNyzDeOXPhQsXvmactnHjxpnjtC4uLmZHFxtgGAarVq0iKCiI5ORkhg8fzssvv2zaFY+///6bdu3a8dlnn1GuXDlTMtyusLAwnnnmGcaNG0f//v3NjpOnqYQlRyUmJmY5Tpuampo5Tuvp6cmrr76a+eeiRYuaHV1s2K+//sqQIUM4ceIEYWFhvPHGG6ae0WVkZNCpUyf8/Pxo2bKlaTluV4ECBVi0aBHe3t40atSIp556yuxIeZZKWO5ZWlpaluO0p06dokqVKtec0Xbp0gUvLy9KlSqlcVq5I5s2bWLo0KHs2bOHkJAQ2rdvf887G2WHCRMm8PfffzNixAizo9y2ihUrMmPGDPz8/NiyZQvFixc3O1KeZP7fXrELhmHw119/WS3agwcPUrZs2cyifeSRRzLPaitWrGizY2NiP3bs2EFwcDC///47Q4YM4auvvrKZ28d+//13Ro0axR9//GF36zO/8sorrFmzhi5durB06VL9UmwClbBc4+zZs1aLNjY2Fjc3t2vGaRs2bIiXlxdVq1bVOK3kiLi4OEJCQli1ahUDBgxgwYIFuLq6mh0r09mzZ/Hz82P69Ok89NBDZse5K6NGjaJhw4ZMmTKFd955x+w4eY5K+HbEx8Ps2bBtG5w7B0WLQq1a0Lkz2OEU/6SkJPbt22e1bJOSkq4p2pdffjlznLZYsWJmR5c84vDhw4SHh7N8+XL69OnD9OnTbe5+bsMweOutt2jZsiVt2rQxO85dK1SoEIsXL6Z+/fo0aNCA2rVrmx0pT1EJ30xUFEREwLffWj5PTv73sWXLICQEWrSAQYPA29ucjFlIS0vj0KFDVs9oT5w4QeXKlTOL9qmnnqJjx454eXlRpkwZXZIS05w4cYKRI0eyYMECunfvnmM7G2WHadOmsW/fPubPn292lHtWtWpVJk2ahK+vL9HR0Tb3C48jUwlnZdo06NcPkpLAMG58PCnJ8t8VK+D772HsWAgMzNWIhmFw4sQJq2e0Bw4coHTp0tec1bZq1QovLy8qVapkE5NZRK44ffo0o0ePZsaMGXTs2JFdu3ZRunRps2NlaevWrYSEhLB+/XqHGYpp27YtP/30E927d2fBggX6ZTyX6F9ia64UcGLirY81DMtx/fpZPs+BIj579myW2+a5uLhcU7QdOnTAy8sLDw8Pmxo7E7Hm/PnzTJgwgUmTJvHaa6/x559/5vjORvfqwoUL+Pr68tFHH+Hl5WV2nGz10UcfUa9ePT777DO6dOlidpw8QSV8vaiomxZwLFATeB245iLUlSL29oa6de/4bZOTk7Mcp7106dI1RduyZUv69OmDp6enzV6qE7mZxMREJk+ezNixY3nxxRf5/fffqVq1qtmxbskwDN5++20aNWpEu3btzI6T7VxdXVm8eDFNmjShfv36ubbhRV6mEr5eRMS/l5qt6AlkOfqblGR5/tKlVh9OT0/n8OHDVov2r7/+4qGHHsos2ieffJKAgAC8vLwoW7asLg2JQ0hJScnc2ahhw4asXbuW6tWrmx3rts2ZM4fo6Gj++OMPs6PkmOrVqzNmzBh8fHyIiorCzc3N7EgOTSV8tfh4yyQsa2PAQCRQDGgAxFk7wDAwVq4kfscO9iYk3FC0+/fvx93d/Zqz2hYtWuDl5cVDDz2kcVpxWGlpacyZM4ewsDAeffRRvvnmG7ubhbtr1y769+/P2rVrue+++8yOk6M6duzI6tWr6d27NzNnzjQ7jkPTv/pXmz07y4fOA8HAamDWTV4iKTmZqfXq8ePjj2cWbbt27TLHafVbpeQlGRkZLF68mJCQEMqXL8+iRYto0KCB2bHuWFJSEr6+vkREROSJS7ROTk5MnTqVunXrsnDhQvz9/c2O5LBUwlfbtu3a25CuMhToAtxqyogbEPr664TOnZvN4UTsh2EYfPXVVwwdOpT77ruPadOm0bRpU7Nj3bU+ffpQs2bNPDVZqUiRIixevJjnn38eb29vPD09zY7kkFTCVzt3zuqXtwKrgC23+zoJCdkUSMS+GIbBDz/8QFBQEJcvXyYiIoKXXnrJruc0REZGsmbNGjZv3mzX38fdePzxxwkNDcXX15cNGzZQqFAhsyM5HG0kebUsdu5ZCxwEKgJlgLHAUiDLES0thC550C+//EKTJk1499136d+/P9HR0bRq1cquiysuLo5evXqxePFi7r//frPjmCIwMJAqVapoy8McohK+Wq1aYOXG+27APixnxFuBHsBLwPfWXsPVFWrWzMGQIrYlKiqK5s2b06FDB7p06cKOHTvw8fGx+83iU1JSaNu2LcHBwXY3iSw7OTk5MXPmTL755huWL19udhyHY98/JdmtUyerX3bDcgZ85aMw4AJYXTXaMLJ8HRFHsn37dlq3bk3r1q35z3/+Q0xMDB07dnSYWf4ffPABFSpU0KYGQLFixYiMjKRHjx4cPHjQ7DgORSV8tVKlLGtB3+Ly2TCuW6jjCicnaNnSLjd1ELldsbGx+Pv706xZMxo3bkxsbCyBgYE2s7Vgdvjqq69YsWIFn332mV1fTs9O9erVY8CAAfj5+XH58mWz4zgMlfD1Bg2yXFK+G66ulueLOKBDhw7RpUsXnnrqKWrUqEFcXBzvv/++wy2PevjwYbp168aiRYu00f113nvvPUqWLElQUJDZURyGSvh63t6WzRju9H5eNzfL8+5iyUoRW/bXX3/Rq1cvateuTdmyZYmNjWXIkCEOudPO5cuX8fPzo2/fvjz11FNmx7E5+fLlY/bs2SxatIhvr+wuJ/dEJWxNYOC/RXyrS1FOTv8WcC7voiSSk06fPs2AAQOoUaMGBQoUYPfu3QwfPtyhzw6Dg4MpUqQI/a5syCI3eOCBB1iwYAFvvvkmx48fNzuO3VMJZyUwENatg9atLTOmr7/k5upq+Xrr1pbjVMDiIM6dO0dISAheXl5cuHCB7du3M378eEqVKmV2tBz1/fffM2/ePObOnWv3M7tzWuPGjenZsyf+/v6kp6ebHceuOcY0xpxSt65lM4ZTpyxLWm7fblmIo3hxy21InTppEpY4jEuXLjF58mTGjRtHy5YtiYqKokqVKmbHyhV//fUXnTp1YtGiRQ7/y0Z2GTRoEGvXriU8PJxhw4aZHcduqYRvh7s76EZ1cVApKSl88sknRERE0LhxY9atW8cjjzxidqxck56eTrt27ejevTvPPPOM2XHshrOzM/Pnz6d27do0adKEZ5991uxIdknXXETyqMuXLzNz5kw8PT354YcfWLlyJUuWLMlTBQwwcuRIDMNg6NChZkexO2XKlGHOnDkEBAQQHx9vdhy7pDNhkTwmPT2dyMhIhg0bRsWKFVm8eHGenQm8bt06pk6dyubNm3F2djY7jl16/vnn6dixIx06dGDlypUaT79D+r8lkkcYhsGyZct47LHHmDx5Mp988gmrV6/OswV86tQp2rdvz+eff86DDz5odhy7FhoaysWLFxk7dqzZUeyOzoRFHJxhGHz//fcEBQWRnp7OqFGjaNmyZZ5eCSojI4OOHTvi7+/Piy++aHYcu5c/f34WLVpE3bp1adSokV3uGW0WlbCIA1u3bh1BQUGcPn2asLAw2rRpo8uFwPjx40lISGD48OFmR3EYFSpUYObMmfj7+xMdHU2JEiXMjmQX9NMo4oD++OMPXnjhBTp37kzXrl3Zvn07r7/+ugoY2LhxI6NHjyYyMpICBQqYHcehvPzyy7Ru3ZouXbpgGIbZceyCfiJFHMi2bdt49dVXee2113jttdeIiYmhQ4cOmnT0j4SEBPz8/Pjkk0+oVKmS2XEc0qhRozh69CiTJ082O4pdUAmLOICYmBjatm3LCy+8wLPPPktsbCzdu3fXmd5VDMPgrbfeyjxbk5xRsGBBIiMjCQ8PJzo62uw4Nk8lLGLHDh48yJtvvkmjRo2oVasWcXFx9OnTBxcXF7Oj2ZypU6dy8OBBxowZY3YUh1e1alUmT56Mr68v58+fNzuOTVMJi9ih48eP07NnT+rUqUO5cuWIjY1l8ODBFC5c2OxoNmnLli0MGzaMyMhIChUqZHacPMHHx4emTZvSvXt3jQ/fhEpYxI78/fff9OvXj0cffRQXFxf27NlDeHg4xYoVMzuazbpw4QK+vr58/PHHeHp6mh0nT5kwYQI7d+5k1qxZZkexWSphETtw9uxZgoODefjhh0lMTGT79u2MGzcOd20gclOGYdCjRw+aNGmCn5+f2XHyHFdXV5YsWcKgQYPYsWOH2XFskkpYxIZdunSJiIgIPD09OXLkCJs2bWLq1KmUK1fO7Gh24fPPP+fPP/9k4sSJZkfJs6pVq8bYsWPx9fXl0qVLZsexOSphERuUnJzMxIkT8fDwYOvWrfzyyy98/vnnVK5c2exodmPXrl188MEHLF68GDc3N7Pj5GkdO3akbt269O7d2+woNkclLGJDLl++zKeffoqnpyerV6/mu+++Y/HixVSrVs3saHYlMTERHx8fRo0aRY0aNcyOI8CUKVNYv349CxYsMDuKTdGylSI2ID09nYULFzJs2DCqVKnCF198Qf369c2OZbfeffddHnvsMTp37mx2FPlH4cKFWbJkCU2bNsXb2xsvLy+zI9kElbCIiTIyMli+fDnBwcEUK1aMWbNmaWP5e7Ro0SLWrVvH5s2b8/QmFbaoVq1ahIeH4+vry4YNG3Q/O7ocLWIKwzBYuXIldevWZcSIEYwZM4Zff/1VBXyPYmNj6d27N4sXL6ZIkSJmxxErunfvjqenJ/369TM7ik3QmbBILvvpp58ICgoiISGB8PBwWrdurY0VskFKSgpt27YlJCSEJ554wuw4kgUnJydmzJhB7dq1WbZsGW3atDE7kqlUwiK5ZOPGjQQFBXHgwAGGDRuGv7+/NlbIRgMGDKBSpUr07NnT7ChyC0WLFiUyMpKXXnqJJ554Ik/P+tev3yI5bOvWrbz88su88cYb+Pj4sGfPHgICAlTA2WjFihV8/fXXzJo1S+PAdsLb25tBgwbh5+d4LporAAAgAElEQVTH5cuXzY5jGpWwSA7Zs2cPvr6+vPjiizRr1ozY2Fi6deumnY2y2aFDh+jWrRuLFi2iePHiZseRO9CnTx/c3d0ZMmSI2VFMoxIWyWYHDhygU6dONG7cmMcff5y4uDjeffddzQTNAZcvX8bPz4/+/fvrli475OTkxOzZs4mMjGTlypVmxzGFSlgkmxw7dozAwEDq1q1LxYoViY2NZdCgQdrZKAcNHTqUYsWK0bdvX7OjyF0qWbIkCxcu5M033+TYsWNmx8l1KmGRe3Tq1Cn69u1LzZo1KVy4MHv27CEsLEw7G+Ww7777jvnz5zNnzhzNLrdzjRo1olevXvj7+5OWlmZ2nFylv7kid+ns2bMEBQVRrVo1kpOT2bFjB2PGjNHORrng+PHjdO7cmQULFuj/t4MYOHAgBQsWJDw83OwouUolLHKHLl68yMiRI/H09OT48eNs3ryZKVOm8OCDD5odLU9IT0+nXbt2BAYG0qRJE7PjSDZxdnZm3rx5zJw5kzVr1pgdJ9eohEVuU3JyMhMmTMDDw4Nt27bx66+/8tlnn/HQQw+ZHS1PGT58OE5OTnl6Rq2jKlOmDHPmzCEgIID4+Hiz4+QKlbDILaSmpvLJJ5/g6enJ2rVr+eGHH4iMjOThhx82O1qes3btWqZPn86CBQt0n7WDatasGZ07dyYgIICMjAyz4+Q4lbBIFtLT05k7dy7VqlVj6dKlfPnll3z11VfUqlXL7Gh50qlTp2jfvj2zZ8+mbNmyZseRHDRs2DASExMZPXq02VFynJatFLlORkYGS5cuJTg4mJIlS/L5559r7NFkGRkZdOjQgYCAAJo3b252HMlh+fPnZ9GiRdStW5enn36aBg0amB0px6iERf5xZWejoKAgnJ2dmTBhAs2bN9cyiDZg3LhxnDt3jrCwMLOjSC4pX748M2bMwM/Pjy1btlCiRAmzI+UIlbAIsGbNGoKCgjh37lzmzkYqX9uwYcMGxo4dyx9//KElP/OYl19+mbVr19K5c2dWrFjhkD+TKmHJ0zZs2EBQUBCHDh0iNDSUtm3basKPDUlISMDPz49PP/2USpUqmR1HTBAREUGjRo2YNGkSvXv3tnwxPh5mz4Zt2+DcOShaFGrVgs6dwc7uG1cJS560detWgoKC2LZtG8HBwXTs2FFnWTbGMAy6dOnCq6++yquvvmp2HDFJwYIFiYyMpH79+jQrWpTqX30F335reTA5+d8Dly2DkBBo0QIGDQJvb3MC3yHNjpY8Zffu3fj4+NCiRQteeOEF9u7dy1tvvaUCtkFTpkzh0KFDeWKGrNxclSpV+PbVV6ncuTPGihWW8r26gAGSkixfW7ECnnkGpk0zJeudUglLnrB//346duxIkyZNqFOnDnFxcfTu3Vs7G9mo6OhoQkNDWbx4MYUKFTI7jpht2jTqLFyIq2HgZBg3P9YwIDER+vWziyJWCYtDO3r0KD169MDb25vKlSsTGxvLBx98wH333Wd2NMnChQsX8PX1ZdKkSXh4eJgdR8wWFWUp1MTEzC9NBuoChYBOWT3vShFv2pTjEe+FSlgcUnx8PO+//z61atXi/vvvJyYmhmHDhlG0aFGzo8lNGIZB9+7defbZZ2nbtq3ZccQWRERYLjVf5UEgCHjzVs9NSrI834ZpYpY4lISEBMaOHcv06dPx9/dn586dWl3Jjnz22Wds376d33//3ewoYgvi4y2TsK67BN3mn/9uAo7e7PmGAStXwqlTNjtrWmfC4hAuXLjA8OHD8fT05MSJE0RHRzNp0iQVsB3ZuXMnAwcOZPHixbi5uZkdR2zB7Nn3/hpOTtnzOjlEJSx2LSkpifHjx+Ph4cGuXbv47bffmDVrlu4ptTOJiYn4+PgwevRoqlevbnYcsRXbtt04C/pOJSXB9u3ZkycH6HK02KXU1FRmzZrFiBEjqFu3LqtWraJmzZpmx5K71Lt3b2rXrk2nTp3MjiK25Ny57HmdhITseZ0coBIWu5KWlsb8+fMJDQ3Fy8uL5cuX420nN+WLdQsXLuTnn39m8+bNDrksodyD7JpIWbx49rxODlAJi13IyMjgyy+/JDg4GHd3d+bMmcPTTz9tdiy5R7Gxsbz77rv8+OOPFClSxOw4Ymtq1YKlS2+4JJ32z0f6Px/JWMrMaqG5uoINXyXTmLDYNMMw+Oabb6hduzZjxoxh4sSJ/PzzzypgB5CcnIyPjw+hoaE8/vjjZscRW5TF8MRwwBX4EJj/z5+HZ/UahpHl69gCnQmLzVq9ejVBQUFcvHiR8PBwXn31VV2udCD9+/enatWqBAYGmh1FbFWpUpa1oFesuOY2pWH/fNySkxO0bGmztyeBSlhs0G+//UZQUBBHjx4lNDQUHx8f7WzkYJYvX84333zDli1b9IuV3NygQfD999esmHXbXF0tz7dhuhwtNiM6OpqXXnoJPz8/2rVrx65du/Dz81MBO5iDBw/SvXt3IiMjKVasmNlxxNZ5e8PYsXCn9467uVmeV7duzuTKJiphMd2uXbt4/fXXadWqFS1atGDv3r106dKF/Pl1ocbRXL58GT8/Pz744AOefPJJs+OIvQgM/LeIb3XlxMnp3wK2g6EOlbCYZt++fQQEBPDMM8/w5JNPEhcXxzvvvKNdcxxYUFAQJUqU4L333jM7itibwEBYtw5atwYXF8ul5qu5ulq+3rq15Tg7KGDQmLCY4MiRIwwfPpylS5fSq1cvpkyZwv333292LMlh3377LQsXLmTLli3ky6ff/+Uu1K1ruWXp1CnLUpTbt1sW4ihe3HIbUqdONj0JyxqVsOSakydPEhERwdy5c+nWrRsxMTGULFnS7FiSC44dO0bnzp1ZsmQJDzzwgNlxxN65u0P//manyBb6dVRyXEJCAoMHD6Z69epkZGSwa9cuPvzwQxVwHpGenk67du3o2bOn7u8WuY5KWHLMhQsXCA8Px9PTk1OnTrFlyxY+/vhjypQpY3Y0yUXh4eE4OzszePBgs6OI2BxdjpZsl5SUxNSpUxk9ejTNmjVjw4YNeHp6mh1LTPDTTz/x6aefsnnzZt1qJmKFSliyTWpqKjNnzmTEiBE8+eSTrF69mkcffdTsWGKS+Ph4AgICmD17tvZ1FsmCSljuWVpaGvPmzSMsLIxq1arx1VdfUdfGb5CXnJWRkUGHDh0ICAjghRdeMDuOiM1SCctdy8jI4IsvviAkJITSpUszd+5cGjdubHYssQFjxozJXPNbRLKmEpY7ZhgG//3vfxk6dCiFChVi0qRJNGvWTGsAC2BZ+3v8+PFERUVp1TORW9BPiNw2wzBYtWoVQUFBJCUlER4eziuvvKLylUxnzpzBz8+PGTNmULFiRbPjiNg8lbDclvXr1zNkyBD++uuvzJ2NtOqRXM0wDLp06UKbNm145ZVXzI4jYhdUwnJTmzdvJigoiN27dxMSEkJAQIAuMYpVkydP5siRI0RGRpodRcRu6F9TsWrnzp0EBwezceNGBg8ezIoVK7SxgmRp8+bNhIeHs2HDBv09EbkDup4o14iLi6N9+/Y899xzPPXUU8TGxtKzZ0/9wypZOn/+PL6+vkyePJmqVauaHUfErqiEBbDsbNStWzfq16+Pl5cXsbGx9OvXD7c73Uhb8hTDMOjevTtNmzbFx8fH7DgidkeXo/O4kydPMnLkSObPn0+3bt3Yu3cvJUqUMDuW2IlZs2axY8cO/vjjD7OjiNglnQnnUWfOnGHgwIE88sgjODk5sXPnTiIiIlTActt27NjBoEGDWLJkCa7Xb7AuIrdFJZzHnD9/nrCwMLy8vDhz5gx//vknH330kXY2kjty6dIlfH19GTNmDI888ojZcUTslko4j0hMTGTMmDF4eHgQGxvLxo0b+fTTT6lQoYLZ0cQO9e7dmzp16tCxY0ezo4jYNY0JO7iUlBRmzJjByJEjadCgAT/99BM1atQwO5bYsQULFvDrr7+yefNmrZYmco9Uwg4qLS2NuXPnEhYWRvXq1fnvf/9LnTp1zI4ldm7v3r306dOHVatWUbhwYbPjiNg9lbCDycjIYPHixYSEhFCuXDkWLFhAw4YNzY4lDiA5ORlfX1/CwsJ47LHHzI4j4hBUwg7CMAy+/vprhg4diqurK1OnTqVp06a6XCjZpl+/fnh4eNCjRw+zo4g4DJWwnTMMgx9//JGgoCBSUlIYMWIErVq1UvlKtlq2bBkrV64kOjpaf7dEspFK2I79+uuvDBkyhJMnTxIWFsbrr7+unY0k2x04cIAePXrwzTffUKxYMbPjiDgUlbAd2rRpE0FBQcTExBASEkL79u21s5HkiMuXL+Pn58fAgQOpV6+e2XFEHI5Om+zIjh07aNOmDf/5z3949dVXiYmJoVOnTipgyTFDhgzB3d2d9957z+woIg5JJWwHYmNjadeuHU2bNqVhw4bExsYSGBhIwYIFzY4mDmzlypUsWrSIzz//XOPAIjlEJWzDDh8+zFtvvcVTTz3FI488QlxcHH379tU6vZLjjh07xptvvsnChQt54IEHzI4j4rBUwjboxIkT9O7dmyeeeIJSpUqxd+9egoKCKFKkiNnRJA9IS0vD39+fXr160bhxY7PjiDg0lbANOX36NB988AHVq1fH2dmZ3bt3M3LkSO1sJLkqPDycAgUKMHDgQLOjiDg8zeixAefPn2f8+PFMmjSJN954g23btlG+fHmzY0ketGbNGmbMmEF0dDTOzs5mxxFxeDoTNlFiYiKjR4/Gw8OD/fv388cffzB9+nQVsJji5MmTBAQEMHfuXG1tKZJLdCZsgpSUFD799FMiIiJo2LAha9eupXr16mbHkjwsIyODDh060KlTJ5o1a2Z2HJE8QyWci9LS0pgzZw5hYWHUrFmT//3vfzzxxBNmxxJh9OjRXLp0idDQULOjiOQpKuHbER8Ps2fDtm1w7hwULQq1akHnzuDufsunZ2RkEBkZSUhICBUqVGDRokU0aNAg53OL3Ib169czYcIENm3apIVfRHKZfuJuJioKIiLg228tnycn//vYsmUQEgItWsCgQeDtfcPTDcNgxYoVBAcHU7hwYT755BOee+65XAovcmtnzpzB39+fmTNnUqFCBbPjiOQ5KuGsTJsG/fpBUhIYxo2PJyVZ/rtiBXz/PYwdC4GBgKV8f/jhB4KCgkhLS+PDDz+kZcuWWnVIbIphGHTu3JnXXnuNl19+2ew4InmSStiaKwWcmHjrYw3Dcly/fgD8XKMGQUFBnDp1irCwMF577TXtbCQ26eOPP+b48eN88cUXZkcRybNUwteLirJawM8AG/n3f1g5IObqAxITSX7nHcaVKcNbERG0a9dO91mKzdq0aRMjRoxg48aNWoNcxEQq4etFRPx7qfk6k4G3bvLUgobBsnr1cO7QIUeiiWSHc+fO0bZtWyZPnkyVKlXMjiOSp+k66dXi4y2TsKyNAd+GfIaB83ffwalT2RxMJHsYhkH37t15/vnn8fHxMTuOSJ6nEr7a7Nk3fXgQ8ADQEFib1UFOTrd8HRGzzJw5k927dzN+/Hizo4gIuhx9rW3brr0N6SqjgOpAQSASeBnYClS9/sCkJNi+PQdDityd7du3M3jwYH755RdthyliI3QmfLVz57J86EmgCFAI6IjlbHhlVgcnJGR3MpF7cunSJXx8fBg3bhzVqlUzO46I/EMlfLWiRW/7UCcgy5Hj4sWzI41ItunVqxf16tWjgyYNitgUlfDVatUCF5cbvnwW+B5IBtKABcDPQHNrr+HqCjVr5mBIkTszb948fvvtN6ZMmWJ2FBG5jkr4ap06Wf3yZSAIcMcyMWsSsAJ42MqxaWlppAcE5FBAkTsTExPD+++/z5IlSyhcuLDZcUTkOirhq5UqZVkL+rrlJd2BKOAClrPijcDzVp5uODnxa5Ei1HzuOb788ksyMjJyPLJIVpKTk/H19SU8PJxatWqZHUdErFAJX2/QIMsl5bvg5OpKk+++Y/z48Xz44YfUrVuXlStXYtzlfcci96Jv3754eXnRvXt3s6OISBZUwtfz9rZsxuDmdmfPc3ODsWNx8vbmxRdfJCoqiqCgIPr370+jRo346aefciaviBVLly7lu+++Y8aMGdo4RMSGqYStCQz8t4hv9Q+Yk1NmAV/ZRcnyZSfatGnDtm3bePvtt+natSvNmjVj48aNORxe8roDBw4QGBhIZGQkRe9gxr+I5D6VcFYCA2HdOmjd2jJj+vpL1K6ulq+3bm057qoCvpqzszPt2rVj9+7d+Pr64uPjw8svv8zWrVtz4ZuQvCY1NZW2bdsyaNAgvK3scS0itkUrZt1M3bqwdKllLejZsy0rYSUkWO4DrlnTMpva3f22XqpAgQJ07dqVgIAAPv30U1q0aMHTTz9NaGioFk+QbDN48GBKlSpFnz59zI4iIrdBJXw73N2hf/9seSkXFxd69+5Nly5dmDRpEo0bN+all14iJCSEypUrZ8t7SN70v//9jyVLlrBlyxaNA4vYCV2ONsl9993HwIEDiYuLo1KlStStW5fAwECOHTtmdjSxQ0ePHqVLly4sXLiQkiVLmh1HRG6TSthkRYsWJTQ0lJiYGIoUKUKtWrXo27cvp7QdotymtLQ0/P396d27N40aNTI7jojcAZWwjXjggQcYPXo0O3bsICUlhWrVqhEUFMTZs2fNjiY2LiwsjEKFCjFw4ECzo4jIHVIJ25iyZcsyefJkoqOj+euvv/D09GTEiBFcvHjR7Ghig1avXs3MmTOZN28e+fLpx1nE3uin1kZVqlSJWbNmsX79enbu3ImHhwcTJkwgKSnJ7GhiI06ePEmHDh2YO3cuZcqUMTuOiNwFlbCN8/LyYuHChfz444+sW7cOT09Ppk+fTmpqqtnRxEQZGRkEBATQuXNnmjVrZnYcEblLKmE7UbNmTVasWMHy5ctZvnw51apVY86cOaSnp5sdTUwwatQokpKSGDZsmNlRROQeqITtjLe3N99//z2zZ89m5syZPProo3zxxRfasSkPWb9+PRMnTmTRokXkz69b/UXsmUrYTj399NP8/PPPfPTRR4waNYo6derwzTffaMcmB3f69Gn8/f2ZOXMm5cuXNzuOiNwjlbAdc3Jyonnz5kRFRREcHMzAgQNp0KABa9asMTua5ADDMOjcuTOvv/46rVq1MjuOiGQDlbADcHJyonXr1vz555/06tWL7t2707RpUzZs2GB2NMlGEydO5MSJE0RERJgdRUSyiUrYgTg7O+Pv78+uXbvw9/enbdu2tGrVii1btpgdTe7Rpk2bGDlyJJGRkRQsWNDsOCKSTVTCDqhAgQJ06dKFvXv30rx5c1566SXeeOMNdu/ebXY0uQvnzp3D19eXKVOmUKVKFbPjiEg2Ugk7sEKFCtGrVy/i4uLw9vamSZMmdOzYkf3795sdTW6TYRh069aN5s2b88Ybb5gdR0SymUo4D3Bzc2PAgAHExsZSpUoV6tWrR48ePTh69KjZ0eQWZsyYwZ49exg/frzZUUQkB6iE85CiRYsSEhJCTEwMRYsW5bHHHuO9994jPj7e7GhixbZt2xgyZAhLlizBxcXF7DgikgNUwnlQyZIlGTVqFDt37iQ9PZ1HHnmEIUOGkJCQYHY0+celS5fw9fVl/PjxPPzww2bHEZEcohLOw8qUKcPHH39MdHQ0J0+exNPTk+HDh3PhwgWzo+V577zzDvXr1ycgIMDsKCKSg1TCQqVKlZg5cyYbNmxg9+7deHh4MG7cOO3YZJK5c+eyceNGJk+ebHYUEclhKmHJ5OnpyYIFC1i1ahXr16/Hw8ODqVOnasemXLRnzx769u3L4sWLue+++8yOIyI5TCUsN6hZsybLli3jq6++4uuvv+bhhx9m9uzZpKWlmR3NoSUlJeHr68uIESOoVauW2XFEJBeohCVLdevW5bvvvmPu3Ll8/vnnPProoyxZskQ7NuWQvn37Uq1aNbp27Wp2FBHJJU6Gtt2R22AYBj/++CNBQUGkpqYSHh5Oq1atcHJyMjuaQ/jiiy8YOHAg0dHRFC1a1Ow4Ygvi42H2bE78+CP7o6Np0KIF1KoFnTuDu7vZ6SSbqITljhiGwddff83QoUNxc3Nj+PDhNG3aVGV8D/bv30/9+vVZuXIldevWNTuOmC0qCiIi4NtvLZ8nJ//7mKsrGAa0aAGDBoG3tzkZJduohOWuZGRksGTJEoKDgylXrhwjRoygQYMGZseyO6mpqTRq1Ah/f3/69Oljdhwx27Rp0K8fJCVZyjYrTk6WQh47FgIDcy+fZDuVsNyTtLQ05s6dS1hYGNWrV2f48OHUrl3b7Fh2o2/fvsTFxbFixQpdTcjrrhRwYuLtP8fNTUVs51TCki1SUlKYOXNm5hlxaGgoNWrUMDuWTfvmm2/o2bMnW7ZsoUSJEmbHETNFRcEzz9xZAV/h5gbr1oGGMuySZkdLtihUqBA9e/YkLi6OJ598kmeffZaAgAD27dtndjSbdPToUd566y0WLlyoAhbLGPB1i+MUvu7DGehl7blJSZbni11SCUu2cnNzo3///sTFxeHp6cmTTz5Jt27dOHLkiNnRbEZaWhp+fn68++67NGzY0Ow4Yrb4eMskrOsuSl686uMk4ApY3czSMGDlSjh1KqeTSg5QCUuOuP/++wkODiYmJoYSJUrw2GOP0adPH06ePGl2NNMNGzYMV1dXPvjgA7OjiC2YPfuWh3wJlAIaZ3WAk9NtvY7YHpWw5KiSJUvy4YcfsmvXLgzDoHr16gwaNIgzZ86YHc0Uq1at4vPPP2fevHnky6cfPwG2bbv2NiQr5gAdgCyn7iUlwfbt2RxMcoP+FZBcUaZMGSZOnMiWLVs4ffo0Xl5ehIWFcf78ebOj5ZoTJ07QoUMH5s6dS+nSpc2OI7bi3LmbPnwYWAd0vNXraCtSu6QSllxVsWJFPv30UzZu3MjevXvx9PRk7NixDr9jU0ZGBgEBAbz11ls0bdrU7DhiS26xQtpcoBFQ+VavU7x4NgWS3KQSFlN4eHgwf/581qxZw4YNG/Dw8GDKlCkOu2PThx9+SEpKCsHBwWZHEVtTqxa4uGT58Fxu4yzY1RVq1szOVJJLdJ+w2ITNmzczdOhQdu3aRUhICAEBAeTPn9/sWNnil19+4Y033mDTpk2UL1/e7Dhia+LjoVIlq+PCvwHPAyeAIjd7DRcXOHxYa0rbIZ0Ji02oU6cOK1euZP78+cyZM4caNWoQGRlp9zs2nT59mnbt2jFr1iwVsFhXqpRlLWgrK6bNAdpwiwJ2coKWLVXAdkpnwmJzDMNg1apVBAUFkZSURHh4OK+88ordLetoGAavvPIKDz/8MGPHjjU7jtgyrZiVZ6mExWYZhsF///tfhg4diouLC8OHD6dZs2Z2U8YTJkwgMjKSX375hYIFC5odR2yd1o7Ok1TCYvMyMjL44osvCA4OpkyZMowYMYJGjRqZHeumoqKieOmll/j999+pXPmW81pFLLSLUp6jMWGxefny5cPX15edO3fSqVMn2rdvT4sWLdi0aZPZ0aw6d+4cvr6+TJs2TQUsdyYw0HJpuXVry2QrV9drH3d1tXy9dWvLcSpgu6czYbE7qampmTs2Pfnkk4SFhfHoo4+aHQuwXEL38fGhVKlSTJkyxew4Ys9OnbIsRbl9u2UhjuLFLbchdeqkSVgORCUsdisxMZFp06YxevRomjVrRmhoKB4eHqZmmj59OtOnT2fjxo243OTeTxER0OVosWNubm707duXuLg4qlWrRv369enatSuHDx82Jc+2bdsYOnQoS5YsUQGLyG1RCYvdK1KkCEOHDmXv3r24u7vzxBNP0Lt3b06cOJFrGS5evIiPjw8TJkzAy8sr195XROybSlgcRokSJRg5ciS7du3C2dmZGjVqMHDgQE6fPp3j792zZ08aNGhA+/btc/y9RMRxqITF4ZQuXZoJEyawdetWEhISePjhhwkNDc2xHZvmzJlDVFQUkyZNypHXFxHHpYlZ4vD27dtHaGgo3333Hf3796dnz564ubmxYMECDh48yJAhQ7J+cny8ZYbqtm2WLeeKFrUsuN+5M7i7s2fPHho3bsyaNWuoqQX0ReQOqYQlz9i1axfBwcH89ttv9OvXj7CwMJKTk/nf//534/aCUVEQEQHffmv5/OrF9V1dwTBIe+EFAnbu5LkPPqBr1665942IiMNQCUueEx0djb+/PzExMQAUL16cmJgY3K/ce3mbqxZlAJednSk4aRJOWjRBRO6CSljynPPnz/Pggw9y6dKlzK898sgj7Ny5E6fp07V+r4jkGpWw5Dn79+/Hz8+PxMRE0tPTOX/+PBcuXCBm/nzKtG1rtYAjgVDgMFAGmA00vvoA7WQjIndBJSxyRZs2sGLFDZegfwTeAhYD9YC//vl6uasPcnKyrOe7dGluJBURB6ESFgHLLOhKla6dgPWPBkCXfz5uysUFDh/Wur4ictt0n7AIWG5DsiId2AScAjyA8sA7QJK1g52csnwdERFrVMIiYLkP2MpZ8EngMvAl8AuwFdgCDLf2GklJlh1vRERuk0pYBCwLcVhxZTfXXkBZ4AHgfWBlVq+TkJDdyUTEgamERcCyEpYVxbFcgna63dcpXjybAolIXqASFgHLUpRZbD/YGZgExAMJwEdAK2sHurpaNl0XEblNmh0tAjedHX0ZeBdYCLgAPsDof/58Dc2OFpE7pDNhEYBSpaBFC8sM5+sUAKYCZ4ETwMdYKWAnJ2jZUgUsIndEZ8IiV0RFwTPP3NmSlVdoxSwRuQs6Exa5wtvbsga0m9udPe/K2tEqYBG5Q/nNDiBiU65swnAbuyjh5GSZjKXNG0TkLulytIg1mzZZ9hNeudJStklXrZH1z37CtGwJgwbpDFhE7ppKWORmTp2yLEW5fbtlIY7ixS23IXXqpElYInLPVMIiIiIm0cQsERERk6iERURETKISFhERMYlKWERExCQqYWzAFNcAAADYSURBVBEREZOohEVEREyiEhYRETGJSlhERMQkKmERERGTqIRFRERMohIWERExiUpYRETEJCphERERk6iERURETKISFhERMYlKWERExCQqYREREZOohEVEREyiEhYRETGJSlhERMQkKmERERGTqIRFRERMohIWERExiUpYRETEJCphERERk6iERURETKISFhERMYlKWERExCQqYREREZOohEVEREyiEhYRETGJSlhERMQkKmERERGTqIRFRERMohIWERExiUpYRETEJCphERERk6iERURETPJ/zKKMTMImEo0AAAAASUVORK5CYII=
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<div class="prompt input_prompt">In&nbsp;[28]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nx</span><span class="o">.</span><span class="n">pagerank</span><span class="p">(</span><span class="n">G</span><span class="p">)</span>
</pre></div>

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<div class="prompt output_prompt">Out[28]:</div>


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<pre>{1: 0.08024854052495894,
 2: 0.4844028780560986,
 3: 0.08024854052495894,
 4: 0.08024854052495894,
 5: 0.08024854052495894,
 6: 0.11435441931910648,
 7: 0.08024854052495894}</pre>
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<div class="prompt input_prompt">In&nbsp;[29]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">G</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">8</span><span class="p">)</span>
<span class="n">nx</span><span class="o">.</span><span class="n">draw_circular</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">with_labels</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[30]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nx</span><span class="o">.</span><span class="n">pagerank</span><span class="p">(</span><span class="n">G</span><span class="p">)</span>
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<pre>{1: 0.05378612718073915,
 2: 0.3246687852772877,
 3: 0.05378612718073915,
 4: 0.05378612718073915,
 5: 0.05378612718073915,
 6: 0.0766454192258098,
 7: 0.05378612718073915,
 8: 0.3297551595932067}</pre>
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<h3 id="Moving-back-to-Airports">Moving back to Airports<a class="anchor-link" href="#Moving-back-to-Airports">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[31]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">sorted</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">pagerank</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">,</span> <span class="n">weight</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)[:</span><span class="mi">10</span><span class="p">]</span>
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<pre>[(&#39;ANC&#39;, 0.010425531156396332),
 (&#39;HPN&#39;, 0.008715287139161587),
 (&#39;FAI&#39;, 0.007865131822111036),
 (&#39;DFW&#39;, 0.007168038232113773),
 (&#39;DEN&#39;, 0.006557279519803018),
 (&#39;ATL&#39;, 0.006367579588749718),
 (&#39;ORD&#39;, 0.006178836107660135),
 (&#39;YIP&#39;, 0.005821525504523931),
 (&#39;ADQ&#39;, 0.005482597083474197),
 (&#39;MSP&#39;, 0.005481962582230961)]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">sorted</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">betweenness_centrality</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)[</span><span class="mi">0</span><span class="p">:</span><span class="mi">10</span><span class="p">]</span>
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<pre>[(&#39;ANC&#39;, 0.28907458480586606),
 (&#39;FAI&#39;, 0.08042857784594384),
 (&#39;SEA&#39;, 0.06745549919241699),
 (&#39;HPN&#39;, 0.06046810178534726),
 (&#39;ORD&#39;, 0.045544143864829294),
 (&#39;ADQ&#39;, 0.040170160000905696),
 (&#39;DEN&#39;, 0.038543251364241436),
 (&#39;BFI&#39;, 0.03811277548952854),
 (&#39;MSP&#39;, 0.03774809342340624),
 (&#39;TEB&#39;, 0.036229439542316354)]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">sorted</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">degree_centrality</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)[</span><span class="mi">0</span><span class="p">:</span><span class="mi">10</span><span class="p">]</span>
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<pre>[(&#39;ATL&#39;, 0.3643595863166269),
 (&#39;ORD&#39;, 0.354813046937152),
 (&#39;DFW&#39;, 0.3420843277645187),
 (&#39;MSP&#39;, 0.3261734287987271),
 (&#39;DEN&#39;, 0.31821797931583135),
 (&#39;ANC&#39;, 0.3046937151949085),
 (&#39;MEM&#39;, 0.29196499602227527),
 (&#39;LAX&#39;, 0.2840095465393795),
 (&#39;IAH&#39;, 0.28082736674622116),
 (&#39;DTW&#39;, 0.27446300715990457)]</pre>
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<p>'ANC' is the airport code of Anchorage airport, a place in Alaska, and according to pagerank and betweenness centrality it is the most important airport in this network Isn't that weird? Thoughts?</p>
<p>related blog post: <a href="https://toreopsahl.com/2011/08/12/why-anchorage-is-not-that-important-binary-ties-and-sample-selection/">https://toreopsahl.com/2011/08/12/why-anchorage-is-not-that-important-binary-ties-and-sample-selection/</a></p>
<p>Let's look at weighted version, i.e taking into account the number of people flying to these places.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">sorted</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">betweenness_centrality</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">,</span> <span class="n">weight</span><span class="o">=</span><span class="s1">&#39;weight&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)[</span><span class="mi">0</span><span class="p">:</span><span class="mi">10</span><span class="p">]</span>
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<pre>[(&#39;SEA&#39;, 2.2656145673621046e+50),
 (&#39;ANC&#39;, 1.4996592705774285e+49),
 (&#39;CDV&#39;, 1.1625885650735055e+49),
 (&#39;ADQ&#39;, 8.328664868877188e+48),
 (&#39;BFI&#39;, 6.99097447478957e+48),
 (&#39;PHX&#39;, 3.84552515586718e+48),
 (&#39;PDX&#39;, 3.120901981185909e+48),
 (&#39;LRD&#39;, 4.583490839909188e+47),
 (&#39;SIT&#39;, 1.7910862390475677e+46),
 (&#39;FAI&#39;, 1.137539313512378e+46)]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">sorted</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">pagerank</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">,</span> <span class="n">weight</span><span class="o">=</span><span class="s1">&#39;weight&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)[</span><span class="mi">0</span><span class="p">:</span><span class="mi">10</span><span class="p">]</span>
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<pre>[(&#39;ATL&#39;, 0.037535963029303135),
 (&#39;ORD&#39;, 0.028329766122739346),
 (&#39;SEA&#39;, 0.028274564067008245),
 (&#39;ANC&#39;, 0.027127866647567035),
 (&#39;DFW&#39;, 0.02570050418889442),
 (&#39;DEN&#39;, 0.025260024346433315),
 (&#39;LAX&#39;, 0.02394043498608451),
 (&#39;PHX&#39;, 0.018373176636420224),
 (&#39;CLT&#39;, 0.01780703930063076),
 (&#39;LAS&#39;, 0.017649683141049966)]</pre>
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<h2 id="How-reachable-is-this-network?">How reachable is this network?<a class="anchor-link" href="#How-reachable-is-this-network?">&#182;</a></h2><p>We calculate the average shortest path length of this network, it gives us an idea about the number of jumps we need to make around the network to go from one airport to any other airport in this network.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># nx.average_shortest_path_length(pass_2015)</span>
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<p>Wait, What??? This network is not connected. That seems like a really stupid thing to do.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">list</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">weakly_connected_components</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">))</span>
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<pre>[{&#39;WSN&#39;,
  &#39;PKB&#39;,
  &#39;A1K&#39;,
  &#39;CMI&#39;,
  &#39;GUP&#39;,
  &#39;IRK&#39;,
  &#39;HUT&#39;,
  &#39;GAL&#39;,
  &#39;05A&#39;,
  &#39;AFW&#39;,
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  &#39;UGI&#39;,
  &#39;ALB&#39;,
  &#39;HVN&#39;,
  &#39;BOI&#39;,
  &#39;LOZ&#39;,
  &#39;RDG&#39;,
  &#39;MTM&#39;,
  &#39;EMK&#39;,
  &#39;TRI&#39;,
  &#39;TLA&#39;,
  &#39;WTL&#39;,
  &#39;PGD&#39;,
  &#39;BCT&#39;,
  &#39;SVS&#39;,
  &#39;TCL&#39;,
  &#39;JHW&#39;,
  &#39;GAI&#39;,
  &#39;B19&#39;,
  &#39;ECP&#39;,
  &#39;BBD&#39;,
  &#39;JZE&#39;,
  &#39;GNU&#39;,
  &#39;AOH&#39;,
  &#39;MVL&#39;,
  &#39;PDX&#39;,
  &#39;HAO&#39;,
  &#39;CVO&#39;,
  &#39;TVF&#39;,
  &#39;PNS&#39;,
  &#39;ANI&#39;,
  &#39;CLM&#39;,
  &#39;RKD&#39;,
  &#39;DQH&#39;,
  &#39;VIK&#39;,
  &#39;GRF&#39;,
  &#39;PDK&#39;,
  &#39;FYU&#39;,
  &#39;KOT&#39;,
  &#39;BKL&#39;,
  &#39;PWK&#39;,
  &#39;DOV&#39;,
  &#39;AZ3&#39;,
  &#39;ROC&#39;,
  &#39;GLV&#39;,
  &#39;PIR&#39;,
  &#39;KZB&#39;,
  &#39;PHF&#39;,
  &#39;A03&#39;,
  &#39;LCH&#39;,
  &#39;UXP&#39;,
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  &#39;MCO&#39;,
  &#39;OLF&#39;,
  &#39;CAK&#39;,
  &#39;HLM&#39;,
  &#39;HSH&#39;,
  &#39;GYR&#39;,
  &#39;ORV&#39;,
  &#39;RBG&#39;,
  &#39;GLH&#39;,
  &#39;KYU&#39;,
  &#39;TXK&#39;,
  &#39;JLA&#39;,
  &#39;BTM&#39;,
  &#39;HPN&#39;,
  &#39;VEL&#39;,
  &#39;LMA&#39;,
  &#39;AOS&#39;,
  &#39;TIW&#39;,
  &#39;UAM&#39;,
  &#39;NTU&#39;,
  &#39;SAN&#39;,
  &#39;EAT&#39;,
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  &#39;TOG&#39;,
  &#39;EHM&#39;,
  &#39;NUQ&#39;,
  &#39;ME3&#39;,
  &#39;MTN&#39;,
  &#39;ZXC&#39;,
  &#39;CEF&#39;,
  &#39;YKM&#39;,
  &#39;KOY&#39;,
  &#39;MKG&#39;,
  &#39;ILG&#39;,
  &#39;WA9&#39;,
  &#39;ENN&#39;,
  &#39;CWI&#39;,
  &#39;SHH&#39;,
  &#39;MNZ&#39;,
  &#39;JLN&#39;,
  &#39;RIC&#39;,
  &#39;JAC&#39;,
  &#39;NQX&#39;,
  &#39;WBQ&#39;,
  &#39;HYL&#39;,
  &#39;KAE&#39;,
  &#39;EAR&#39;,
  &#39;BFT&#39;,
  &#39;AL7&#39;,
  &#39;LNY&#39;,
  &#39;MMI&#39;,
  &#39;EKX&#39;,
  &#39;SHG&#39;,
  &#39;EEK&#39;,
  &#39;MD1&#39;,
  &#39;N1C&#39;,
  &#39;PUW&#39;,
  &#39;AMW&#39;,
  &#39;NLG&#39;,
  &#39;LAM&#39;,
  &#39;NY7&#39;,
  &#39;FLG&#39;,
  &#39;SVA&#39;,
  &#39;SC1&#39;,
  &#39;GEK&#39;,
  &#39;LAR&#39;,
  &#39;SVH&#39;,
  &#39;NUP&#39;,
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  &#39;BLD&#39;,
  &#39;SUU&#39;,
  &#39;FWL&#39;,
  &#39;IAB&#39;,
  &#39;JZY&#39;,
  &#39;SPS&#39;,
  &#39;EWN&#39;,
  &#39;GTY&#39;,
  &#39;KMY&#39;,
  &#39;MMT&#39;,
  &#39;DCA&#39;,
  &#39;LKP&#39;,
  &#39;A26&#39;,
  &#39;CTZ&#39;,
  &#39;KLL&#39;,
  &#39;VWK&#39;,
  &#39;LZU&#39;,
  &#39;ZXB&#39;,
  &#39;SZL&#39;,
  &#39;CEM&#39;,
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  &#39;MWH&#39;,
  &#39;XWH&#39;,
  &#39;GRB&#39;,
  &#39;SVC&#39;,
  &#39;ERI&#39;,
  &#39;OOK&#39;,
  &#39;KVC&#39;,
  &#39;ATY&#39;,
  &#39;DOF&#39;,
  &#39;CLE&#39;,
  &#39;DAY&#39;,
  &#39;TEB&#39;,
  &#39;ARB&#39;,
  &#39;MLL&#39;,
  &#39;EAU&#39;,
  &#39;APN&#39;,
  &#39;GPM&#39;,
  &#39;MXY&#39;,
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  &#39;ABY&#39;,
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  &#39;GRR&#39;,
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  &#39;SXQ&#39;,
  &#39;SBA&#39;,
  &#39;PA7&#39;,
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  &#39;TYR&#39;,
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  &#39;MZJ&#39;,
  &#39;BFM&#39;,
  &#39;SDF&#39;,
  &#39;SIT&#39;,
  &#39;HOP&#39;,
  &#39;NNK&#39;,
  &#39;PSE&#39;,
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  &#39;VCV&#39;,
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  &#39;FWH&#39;,
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  &#39;AKP&#39;,
  &#39;RCE&#39;,
  &#39;HKB&#39;,
  &#39;UUK&#39;,
  &#39;ILI&#39;,
  &#39;FBS&#39;,
  &#39;WAA&#39;,
  &#39;CHO&#39;,
  &#39;MMU&#39;,
  &#39;RWI&#39;,
  &#39;HYS&#39;,
  &#39;ENA&#39;,
  &#39;A29&#39;,
  &#39;AKB&#39;,
  &#39;OSC&#39;,
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  &#39;MOB&#39;,
  &#39;HPB&#39;,
  &#39;PPV&#39;,
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  &#39;STL&#39;,
  &#39;HNL&#39;,
  &#39;OKC&#39;,
  &#39;RQV&#39;,
  &#39;SMX&#39;,
  &#39;BIF&#39;,
  &#39;KNW&#39;,
  &#39;VOK&#39;,
  &#39;LNI&#39;,
  &#39;TMB&#39;,
  &#39;MAZ&#39;,
  &#39;NJ1&#39;,
  &#39;ISM&#39;,
  &#39;RQZ&#39;,
  &#39;ADS&#39;,
  &#39;EDW&#39;,
  &#39;MSY&#39;,
  &#39;SBY&#39;,
  &#39;DIK&#39;,
  &#39;BFF&#39;,
  &#39;CSM&#39;,
  &#39;SJT&#39;,
  &#39;COU&#39;,
  &#39;XXN&#39;,
  &#39;SEG&#39;,
  &#39;DHN&#39;,
  &#39;GCK&#39;,
  &#39;BAF&#39;,
  &#39;VPZ&#39;,
  &#39;AZ1&#39;,
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  &#39;BQK&#39;,
  &#39;KKH&#39;,
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  &#39;SHX&#39;,
  &#39;SSC&#39;,
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  &#39;ALO&#39;,
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  &#39;PSM&#39;,
  &#39;BIH&#39;,
  &#39;XSD&#39;,
  &#39;MTJ&#39;,
  &#39;CIK&#39;,
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  &#39;FYV&#39;,
  &#39;MQJ&#39;,
  &#39;MCF&#39;,
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  &#39;CNM&#39;,
  &#39;LKV&#39;,
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  &#39;BUR&#39;,
  &#39;CKB&#39;,
  &#39;DE3&#39;,
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  &#39;TDF&#39;,
  &#39;MHK&#39;,
  &#39;SLK&#39;,
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  &#39;A35&#39;,
  &#39;MRF&#39;,
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  &#39;MDH&#39;,
  &#39;KCG&#39;,
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  &#39;WCR&#39;,
  &#39;JAX&#39;,
  &#39;HUS&#39;,
  &#39;CID&#39;,
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  &#39;KOA&#39;,
  &#39;ITO&#39;,
  &#39;VZY&#39;,
  &#39;IMT&#39;,
  &#39;OGA&#39;,
  &#39;TWA&#39;,
  &#39;KCR&#39;,
  &#39;ELN&#39;,
  &#39;PPC&#39;,
  &#39;FAI&#39;,
  &#39;NGF&#39;,
  &#39;CON&#39;,
  &#39;OLU&#39;,
  &#39;GFK&#39;,
  &#39;NME&#39;,
  &#39;KWF&#39;,
  &#39;DIO&#39;,
  &#39;CDV&#39;,
  &#39;UXR&#39;,
  &#39;BHM&#39;,
  &#39;LYH&#39;,
  &#39;HOM&#39;,
  &#39;MGM&#39;,
  &#39;MTO&#39;,
  &#39;DTW&#39;,
  &#39;CRP&#39;,
  &#39;MRY&#39;,
  &#39;CLG&#39;,
  &#39;PBK&#39;,
  &#39;ZXN&#39;,
  &#39;LVD&#39;,
  &#39;EGE&#39;,
  &#39;HTO&#39;,
  &#39;MYU&#39;,
  &#39;HHH&#39;,
  &#39;PIE&#39;,
  &#39;ROA&#39;,
  &#39;SXP&#39;,
  &#39;LGA&#39;,
  &#39;RQI&#39;,
  &#39;MUE&#39;,
  &#39;JRF&#39;,
  &#39;XWA&#39;,
  &#39;VEE&#39;,
  &#39;CMX&#39;,
  &#39;CHP&#39;,
  &#39;TBN&#39;,
  &#39;APF&#39;,
  &#39;EYW&#39;,
  &#39;OCF&#39;,
  &#39;BZN&#39;,
  &#39;BTV&#39;,
  &#39;BQN&#39;,
  &#39;MEI&#39;,
  &#39;RBY&#39;,
  &#39;7AK&#39;,
  &#39;CZF&#39;,
  &#39;BPT&#39;,
  &#39;OAJ&#39;,
  &#39;MNT&#39;,
  &#39;RQN&#39;,
  &#39;KPB&#39;,
  &#39;TUL&#39;,
  &#39;ISN&#39;,
  &#39;UKI&#39;,
  &#39;MIA&#39;,
  &#39;RDB&#39;,
  &#39;EGX&#39;,
  &#39;MMH&#39;,
  &#39;VAD&#39;,
  &#39;TVL&#39;,
  &#39;DET&#39;,
  &#39;TIK&#39;,
  &#39;WFB&#39;,
  &#39;KSM&#39;,
  &#39;APA&#39;,
  &#39;EKO&#39;,
  &#39;MCE&#39;,
  &#39;EDE&#39;,
  &#39;JHM&#39;,
  &#39;BRD&#39;,
  &#39;COD&#39;,
  &#39;GSH&#39;,
  &#39;ONP&#39;,
  &#39;RSH&#39;,
  &#39;VZE&#39;,
  &#39;ACT&#39;,
  &#39;A43&#39;,
  &#39;WA1&#39;,
  &#39;LMT&#39;,
  &#39;DQL&#39;,
  &#39;LCK&#39;,
  &#39;CDB&#39;,
  &#39;RKS&#39;,
  &#39;TRM&#39;,
  &#39;WQZ&#39;,
  &#39;CKX&#39;,
  &#39;DMN&#39;,
  &#39;DAL&#39;,
  &#39;PBX&#39;,
  &#39;DCK&#39;,
  &#39;SOW&#39;,
  &#39;RNO&#39;,
  &#39;SHR&#39;,
  &#39;FMY&#39;,
  &#39;CXF&#39;,
  &#39;KNB&#39;,
  &#39;JRV&#39;,
  &#39;HNH&#39;,
  &#39;GSP&#39;,
  &#39;1NY&#39;,
  &#39;ALS&#39;,
  &#39;NGU&#39;,
  &#39;TN9&#39;,
  &#39;BTR&#39;,
  &#39;BLI&#39;,
  &#39;EAA&#39;,
  &#39;HGR&#39;,
  &#39;FTW&#39;,
  &#39;ROG&#39;,
  &#39;CMH&#39;,
  &#39;NPA&#39;,
  &#39;AUK&#39;,
  &#39;CIC&#39;,
  &#39;GNV&#39;,
  &#39;ACK&#39;,
  &#39;F70&#39;,
  &#39;DUA&#39;,
  &#39;DRG&#39;,
  &#39;SSW&#39;,
  &#39;MHR&#39;,
  &#39;GTR&#39;,
  &#39;TEX&#39;,
  &#39;VGC&#39;,
  &#39;LGC&#39;,
  &#39;ROP&#39;,
  &#39;MDW&#39;,
  &#39;AGS&#39;,
  &#39;GDC&#39;,
  &#39;MRC&#39;,
  &#39;HCR&#39;,
  &#39;A20&#39;,
  &#39;VQS&#39;,
  &#39;PIA&#39;,
  &#39;KWT&#39;,
  &#39;TLF&#39;,
  &#39;DTO&#39;,
  &#39;SGY&#39;,
  &#39;SVN&#39;,
  &#39;NJK&#39;,
  &#39;FRG&#39;,
  &#39;ELD&#39;,
  &#39;DMA&#39;,
  &#39;MCI&#39;,
  &#39;MI2&#39;,
  &#39;SCM&#39;,
  &#39;LSE&#39;,
  &#39;WSX&#39;,
  &#39;NKI&#39;,
  &#39;BAD&#39;,
  &#39;POB&#39;,
  &#39;SDM&#39;,
  &#39;RBD&#39;,
  &#39;SUS&#39;,
  &#39;FAQ&#39;,
  &#39;SIG&#39;,
  &#39;ORD&#39;,
  &#39;AWM&#39;,
  &#39;JAN&#39;,
  &#39;KY3&#39;,
  &#39;BOK&#39;,
  &#39;LRD&#39;,
  &#39;UOX&#39;,
  &#39;EDA&#39;,
  &#39;MVN&#39;,
  &#39;UNK&#39;,
  &#39;WNA&#39;,
  &#39;SBP&#39;,
  &#39;RLU&#39;,
  &#39;PCA&#39;,
  &#39;PTD&#39;,
  &#39;LCI&#39;,
  &#39;ABL&#39;,
  &#39;KGK&#39;,
  &#39;NC1&#39;,
  &#39;PBI&#39;,
  &#39;PVC&#39;,
  &#39;FCA&#39;,
  &#39;RBW&#39;,
  &#39;RIL&#39;,
  &#39;PPG&#39;,
  &#39;BRW&#39;,
  &#39;BTT&#39;,
  &#39;FLT&#39;,
  &#39;BDY&#39;,
  &#39;N1Y&#39;,
  &#39;SWO&#39;,
  &#39;MT2&#39;,
  &#39;CT1&#39;,
  &#39;TCT&#39;,
  &#39;KUK&#39;,
  &#39;SYB&#39;,
  &#39;WWP&#39;,
  &#39;A3K&#39;,
  &#39;MQI&#39;,
  &#39;SWD&#39;,
  &#39;TTN&#39;,
  &#39;IRC&#39;,
  &#39;CEC&#39;,
  &#39;BRL&#39;,
  &#39;VIS&#39;,
  &#39;PWA&#39;,
  &#39;KPR&#39;,
  &#39;PAH&#39;,
  &#39;KEH&#39;,
  &#39;CHI&#39;,
  &#39;SEE&#39;,
  &#39;HSL&#39;,
  &#39;KOZ&#39;,
  &#39;06A&#39;,
  &#39;AGC&#39;,
  &#39;VCT&#39;,
  &#39;LWM&#39;,
  &#39;KYK&#39;,
  &#39;BUF&#39;,
  &#39;ASN&#39;,
  &#39;QSO&#39;,
  &#39;BED&#39;,
  &#39;SBD&#39;,
  &#39;CGI&#39;,
  &#39;HVC&#39;,
  &#39;GAM&#39;,
  &#39;MA2&#39;,
  &#39;POU&#39;,
  &#39;CPS&#39;,
  &#39;KGX&#39;,
  &#39;ATT&#39;,
  &#39;LBL&#39;,
  &#39;BLV&#39;,
  &#39;ZXM&#39;,
  &#39;ELV&#39;,
  &#39;VDZ&#39;,
  &#39;XNA&#39;,
  &#39;ELY&#39;,
  &#39;NEW&#39;,
  &#39;TX1&#39;,
  &#39;SGR&#39;,
  &#39;IGM&#39;,
  &#39;FRD&#39;,
  &#39;SRV&#39;,
  &#39;WVL&#39;,
  &#39;SMO&#39;,
  &#39;FMN&#39;,
  &#39;BFB&#39;,
  &#39;NIN&#39;,
  &#39;ELI&#39;,
  &#39;AK6&#39;,
  &#39;AHN&#39;,
  &#39;GTF&#39;,
  &#39;CO3&#39;,
  &#39;HIO&#39;,
  &#39;WTK&#39;,
  &#39;WHD&#39;,
  &#39;OHC&#39;,
  &#39;GRI&#39;,
  &#39;SUM&#39;,
  &#39;SCH&#39;,
  &#39;STT&#39;,
  &#39;NNL&#39;,
  &#39;BMG&#39;,
  &#39;HVR&#39;,
  &#39;GEG&#39;,
  &#39;IAD&#39;,
  &#39;TLH&#39;,
  &#39;CIU&#39;,
  &#39;JBR&#39;,
  &#39;KBC&#39;,
  &#39;KPY&#39;,
  &#39;ZXU&#39;,
  &#39;KEK&#39;,
  &#39;ANC&#39;,
  &#39;LRU&#39;,
  &#39;RAP&#39;,
  &#39;BTI&#39;,
  &#39;MSC&#39;,
  &#39;TAL&#39;,
  &#39;BCE&#39;,
  &#39;ART&#39;,
  &#39;UST&#39;,
  &#39;PIT&#39;,
  &#39;BOS&#39;,
  &#39;NIB&#39;,
  &#39;CDL&#39;,
  &#39;IYK&#39;,
  &#39;SDX&#39;,
  &#39;DQY&#39;,
  &#39;PIP&#39;,
  ...},
 {&#39;SPB&#39;, &#39;SSB&#39;},
 {&#39;AIK&#39;}]</pre>
</div>

</div>

</div>
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<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="SPB,-SSB,-AIK-anyone?">SPB, SSB, AIK anyone?<a class="anchor-link" href="#SPB,-SSB,-AIK-anyone?">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[38]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pass_air_data</span><span class="p">[(</span><span class="n">pass_air_data</span><span class="p">[</span><span class="s1">&#39;YEAR&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">2015</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">pass_air_data</span><span class="p">[</span><span class="s1">&#39;ORIGIN&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;AIK&#39;</span><span class="p">)]</span>
</pre></div>

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<div class="prompt output_prompt">Out[38]:</div>


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<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>Unnamed: 0</th>
      <th>YEAR</th>
      <th>ORIGIN</th>
      <th>DEST</th>
      <th>UNIQUE_CARRIER_NAME</th>
      <th>PASSENGERS</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>433338</th>
      <td>433338</td>
      <td>2015</td>
      <td>AIK</td>
      <td>AIK</td>
      <td>{'Wright Air Service'}</td>
      <td>0.0</td>
    </tr>
  </tbody>
</table>
</div>
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</div>

</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pass_2015</span><span class="o">.</span><span class="n">remove_nodes_from</span><span class="p">([</span><span class="s1">&#39;SPB&#39;</span><span class="p">,</span> <span class="s1">&#39;SSB&#39;</span><span class="p">,</span> <span class="s1">&#39;AIK&#39;</span><span class="p">])</span>
</pre></div>

</div>
</div>
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<div class="prompt input_prompt">In&nbsp;[40]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nx</span><span class="o">.</span><span class="n">is_weakly_connected</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">)</span>
</pre></div>

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<div class="output_wrapper">
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<div class="output_area">
<div class="prompt output_prompt">Out[40]:</div>


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<pre>True</pre>
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</div>
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<div class="prompt input_prompt">In&nbsp;[41]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nx</span><span class="o">.</span><span class="n">is_strongly_connected</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">)</span>
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<pre>False</pre>
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<h3 id="Strongly-vs-weakly-connected-graphs.">Strongly vs weakly connected graphs.<a class="anchor-link" href="#Strongly-vs-weakly-connected-graphs.">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[42]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">G</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">DiGraph</span><span class="p">()</span>
<span class="n">G</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
<span class="n">G</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span>
<span class="n">G</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">nx</span><span class="o">.</span><span class="n">draw</span><span class="p">(</span><span class="n">G</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[43]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">G</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">)</span>
<span class="n">nx</span><span class="o">.</span><span class="n">draw</span><span class="p">(</span><span class="n">G</span><span class="p">)</span>
</pre></div>

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
"
>
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<div class="prompt input_prompt">In&nbsp;[44]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nx</span><span class="o">.</span><span class="n">is_strongly_connected</span><span class="p">(</span><span class="n">G</span><span class="p">)</span>
</pre></div>

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<div class="output_area">
<div class="prompt output_prompt">Out[44]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>False</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[45]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">list</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">strongly_connected_components</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">))</span>
</pre></div>

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<div class="prompt output_prompt">Out[45]:</div>


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<pre>[{&#39;BCE&#39;},
 {&#39;WA3&#39;},
 {&#39;WA9&#39;},
 {&#39;TIW&#39;},
 {&#39;RQV&#39;},
 {&#39;SUA&#39;},
 {&#39;POU&#39;},
 {&#39;MA5&#39;},
 {&#39;MXF&#39;},
 {&#39;TSP&#39;},
 {&#39;MSV&#39;},
 {&#39;AST&#39;},
 {&#39;XXU&#39;},
 {&#39;OR2&#39;},
 {&#39;CLG&#39;},
 {&#39;QQN&#39;},
 {&#39;WVI&#39;},
 {&#39;CO3&#39;},
 {&#39;BOK&#39;},
 {&#39;XXY&#39;},
 {&#39;ZXC&#39;},
 {&#39;ZXT&#39;},
 {&#39;C1A&#39;},
 {&#39;ELN&#39;},
 {&#39;BKE&#39;},
 {&#39;EKI&#39;},
 {&#39;MA4&#39;},
 {&#39;MI6&#39;},
 {&#39;TMB&#39;},
 {&#39;XWF&#39;},
 {&#39;LZU&#39;},
 {&#39;GUF&#39;},
 {&#39;N1Y&#39;},
 {&#39;DKK&#39;},
 {&#39;TIX&#39;},
 {&#39;MRF&#39;},
 {&#39;VAD&#39;},
 {&#39;WSN&#39;,
  &#39;A1K&#39;,
  &#39;PKB&#39;,
  &#39;CMI&#39;,
  &#39;GUP&#39;,
  &#39;IRK&#39;,
  &#39;HUT&#39;,
  &#39;GAL&#39;,
  &#39;TNC&#39;,
  &#39;AFW&#39;,
  &#39;05A&#39;,
  &#39;UGI&#39;,
  &#39;ALB&#39;,
  &#39;EMK&#39;,
  &#39;BOI&#39;,
  &#39;MTM&#39;,
  &#39;RDG&#39;,
  &#39;LOZ&#39;,
  &#39;HVN&#39;,
  &#39;TRI&#39;,
  &#39;WTL&#39;,
  &#39;TLA&#39;,
  &#39;SVS&#39;,
  &#39;PGD&#39;,
  &#39;BCT&#39;,
  &#39;TCL&#39;,
  &#39;JHW&#39;,
  &#39;GAI&#39;,
  &#39;BBD&#39;,
  &#39;ECP&#39;,
  &#39;JZE&#39;,
  &#39;GNU&#39;,
  &#39;AOH&#39;,
  &#39;MVL&#39;,
  &#39;PDX&#39;,
  &#39;ANI&#39;,
  &#39;TVF&#39;,
  &#39;PNS&#39;,
  &#39;DQH&#39;,
  &#39;CLM&#39;,
  &#39;CVO&#39;,
  &#39;RKD&#39;,
  &#39;VIK&#39;,
  &#39;PDK&#39;,
  &#39;FYU&#39;,
  &#39;KOT&#39;,
  &#39;BKL&#39;,
  &#39;PWK&#39;,
  &#39;DOV&#39;,
  &#39;AZ3&#39;,
  &#39;ROC&#39;,
  &#39;GLV&#39;,
  &#39;PIR&#39;,
  &#39;KZB&#39;,
  &#39;PHF&#39;,
  &#39;A03&#39;,
  &#39;HOB&#39;,
  &#39;LCH&#39;,
  &#39;ICT&#39;,
  &#39;YAK&#39;,
  &#39;XXP&#39;,
  &#39;OAK&#39;,
  &#39;OGS&#39;,
  &#39;GUS&#39;,
  &#39;FKL&#39;,
  &#39;NPT&#39;,
  &#39;TTD&#39;,
  &#39;RDU&#39;,
  &#39;AZO&#39;,
  &#39;SLQ&#39;,
  &#39;BVY&#39;,
  &#39;L41&#39;,
  &#39;ISO&#39;,
  &#39;SFB&#39;,
  &#39;MCO&#39;,
  &#39;OLF&#39;,
  &#39;CAK&#39;,
  &#39;HLM&#39;,
  &#39;HSH&#39;,
  &#39;GYR&#39;,
  &#39;ORV&#39;,
  &#39;RBG&#39;,
  &#39;KYU&#39;,
  &#39;GLH&#39;,
  &#39;TXK&#39;,
  &#39;JLA&#39;,
  &#39;BTM&#39;,
  &#39;VEL&#39;,
  &#39;LMA&#39;,
  &#39;HPN&#39;,
  &#39;AOS&#39;,
  &#39;UAM&#39;,
  &#39;NTU&#39;,
  &#39;SAN&#39;,
  &#39;EAT&#39;,
  &#39;LGU&#39;,
  &#39;TOG&#39;,
  &#39;EHM&#39;,
  &#39;ME3&#39;,
  &#39;MTN&#39;,
  &#39;CEF&#39;,
  &#39;YKM&#39;,
  &#39;KOY&#39;,
  &#39;MKG&#39;,
  &#39;ILG&#39;,
  &#39;ENN&#39;,
  &#39;CWI&#39;,
  &#39;SHH&#39;,
  &#39;WBQ&#39;,
  &#39;MNZ&#39;,
  &#39;JLN&#39;,
  &#39;NQX&#39;,
  &#39;RIC&#39;,
  &#39;JAC&#39;,
  &#39;KAE&#39;,
  &#39;HYL&#39;,
  &#39;EAR&#39;,
  &#39;AL7&#39;,
  &#39;BFT&#39;,
  &#39;LNY&#39;,
  &#39;EEK&#39;,
  &#39;SHG&#39;,
  &#39;MMI&#39;,
  &#39;EKX&#39;,
  &#39;AMW&#39;,
  &#39;N1C&#39;,
  &#39;MD1&#39;,
  &#39;PUW&#39;,
  &#39;NLG&#39;,
  &#39;LAM&#39;,
  &#39;NY7&#39;,
  &#39;FLG&#39;,
  &#39;SVA&#39;,
  &#39;SC1&#39;,
  &#39;GEK&#39;,
  &#39;LAR&#39;,
  &#39;NUP&#39;,
  &#39;SVH&#39;,
  &#39;WWT&#39;,
  &#39;FWL&#39;,
  &#39;SUU&#39;,
  &#39;BLD&#39;,
  &#39;IAB&#39;,
  &#39;JZY&#39;,
  &#39;SPS&#39;,
  &#39;EWN&#39;,
  &#39;GTY&#39;,
  &#39;KMY&#39;,
  &#39;DCA&#39;,
  &#39;LKP&#39;,
  &#39;CTZ&#39;,
  &#39;KLL&#39;,
  &#39;ZXB&#39;,
  &#39;VWK&#39;,
  &#39;SZL&#39;,
  &#39;CEM&#39;,
  &#39;HRO&#39;,
  &#39;XWH&#39;,
  &#39;OSU&#39;,
  &#39;ORL&#39;,
  &#39;MWH&#39;,
  &#39;SRQ&#39;,
  &#39;GRB&#39;,
  &#39;DOF&#39;,
  &#39;SVC&#39;,
  &#39;ERI&#39;,
  &#39;KVC&#39;,
  &#39;ATY&#39;,
  &#39;OOK&#39;,
  &#39;CLE&#39;,
  &#39;DAY&#39;,
  &#39;ARB&#39;,
  &#39;TEB&#39;,
  &#39;MLL&#39;,
  &#39;EAU&#39;,
  &#39;GPM&#39;,
  &#39;APN&#39;,
  &#39;MXY&#39;,
  &#39;SDY&#39;,
  &#39;IWD&#39;,
  &#39;MKC&#39;,
  &#39;PRC&#39;,
  &#39;BHB&#39;,
  &#39;PML&#39;,
  &#39;FTG&#39;,
  &#39;KWK&#39;,
  &#39;MSS&#39;,
  &#39;PLN&#39;,
  &#39;UXK&#39;,
  &#39;LIV&#39;,
  &#39;ONH&#39;,
  &#39;HOU&#39;,
  &#39;KLG&#39;,
  &#39;A63&#39;,
  &#39;A83&#39;,
  &#39;A72&#39;,
  &#39;VZR&#39;,
  &#39;ARC&#39;,
  &#39;MCW&#39;,
  &#39;LAN&#39;,
  &#39;GGW&#39;,
  &#39;EFD&#39;,
  &#39;A07&#39;,
  &#39;CGA&#39;,
  &#39;NUL&#39;,
  &#39;UBF&#39;,
  &#39;OGD&#39;,
  &#39;GCC&#39;,
  &#39;MVM&#39;,
  &#39;KPC&#39;,
  &#39;EWR&#39;,
  &#39;TN5&#39;,
  &#39;ITH&#39;,
  &#39;AOO&#39;,
  &#39;RNT&#39;,
  &#39;GBD&#39;,
  &#39;DHB&#39;,
  &#39;CLP&#39;,
  &#39;HYA&#39;,
  &#39;LAS&#39;,
  &#39;TOL&#39;,
  &#39;LBF&#39;,
  &#39;WRB&#39;,
  &#39;OXC&#39;,
  &#39;KVL&#39;,
  &#39;KLS&#39;,
  &#39;RMP&#39;,
  &#39;KCL&#39;,
  &#39;PHL&#39;,
  &#39;AZA&#39;,
  &#39;LIT&#39;,
  &#39;AIN&#39;,
  &#39;MEM&#39;,
  &#39;AK5&#39;,
  &#39;JZM&#39;,
  &#39;A27&#39;,
  &#39;HYG&#39;,
  &#39;SFZ&#39;,
  &#39;JMS&#39;,
  &#39;APC&#39;,
  &#39;LPR&#39;,
  &#39;ISP&#39;,
  &#39;ELP&#39;,
  &#39;CDC&#39;,
  &#39;ESC&#39;,
  &#39;PA2&#39;,
  &#39;HKY&#39;,
  &#39;FAR&#39;,
  &#39;BWG&#39;,
  &#39;AEX&#39;,
  &#39;NTD&#39;,
  &#39;LGB&#39;,
  &#39;WMO&#39;,
  &#39;DQS&#39;,
  &#39;DVT&#39;,
  &#39;WRI&#39;,
  &#39;A40&#39;,
  &#39;INT&#39;,
  &#39;FVZ&#39;,
  &#39;KTN&#39;,
  &#39;MCN&#39;,
  &#39;WSJ&#39;,
  &#39;MSO&#39;,
  &#39;OFU&#39;,
  &#39;PTK&#39;,
  &#39;FNL&#39;,
  &#39;MOU&#39;,
  &#39;VZM&#39;,
  &#39;EWB&#39;,
  &#39;GDV&#39;,
  &#39;WQU&#39;,
  &#39;BLM&#39;,
  &#39;STC&#39;,
  &#39;MGW&#39;,
  &#39;SCK&#39;,
  &#39;BKC&#39;,
  &#39;SAT&#39;,
  &#39;EUG&#39;,
  &#39;PAQ&#39;,
  &#39;DNL&#39;,
  &#39;UIN&#39;,
  &#39;SQA&#39;,
  &#39;TPL&#39;,
  &#39;BFL&#39;,
  &#39;VUO&#39;,
  &#39;TOP&#39;,
  &#39;CRS&#39;,
  &#39;BDR&#39;,
  &#39;MTP&#39;,
  &#39;PKA&#39;,
  &#39;FSI&#39;,
  &#39;HDN&#39;,
  &#39;SJC&#39;,
  &#39;LBE&#39;,
  &#39;OME&#39;,
  &#39;VLD&#39;,
  &#39;ORI&#39;,
  &#39;CYF&#39;,
  &#39;LAX&#39;,
  &#39;RST&#39;,
  &#39;GCN&#39;,
  &#39;JZU&#39;,
  &#39;ZNC&#39;,
  &#39;VWD&#39;,
  &#39;LVK&#39;,
  &#39;FRY&#39;,
  &#39;ALZ&#39;,
  &#39;MKE&#39;,
  &#39;AVW&#39;,
  &#39;LAW&#39;,
  &#39;CPX&#39;,
  &#39;ZXH&#39;,
  &#39;MTH&#39;,
  &#39;SUN&#39;,
  &#39;DDC&#39;,
  &#39;WBB&#39;,
  &#39;PIB&#39;,
  &#39;ABY&#39;,
  &#39;HRL&#39;,
  &#39;GRR&#39;,
  &#39;TYE&#39;,
  &#39;SXQ&#39;,
  &#39;PA7&#39;,
  &#39;SBA&#39;,
  &#39;NHZ&#39;,
  &#39;NQA&#39;,
  &#39;TN1&#39;,
  &#39;KMO&#39;,
  &#39;AUS&#39;,
  &#39;AXN&#39;,
  &#39;GYY&#39;,
  &#39;OPF&#39;,
  &#39;KKI&#39;,
  &#39;CVG&#39;,
  &#39;LNK&#39;,
  &#39;SOP&#39;,
  &#39;MFD&#39;,
  &#39;FXE&#39;,
  &#39;TIQ&#39;,
  &#39;RFD&#39;,
  &#39;MYK&#39;,
  &#39;SWF&#39;,
  &#39;HKS&#39;,
  &#39;HON&#39;,
  &#39;EGV&#39;,
  &#39;ALN&#39;,
  &#39;CAE&#39;,
  &#39;MJX&#39;,
  &#39;TYS&#39;,
  &#39;SKK&#39;,
  &#39;CLT&#39;,
  &#39;PEC&#39;,
  &#39;NUI&#39;,
  &#39;SYA&#39;,
  &#39;PTU&#39;,
  &#39;GUM&#39;,
  &#39;MBS&#39;,
  &#39;TYR&#39;,
  &#39;A50&#39;,
  &#39;RBN&#39;,
  &#39;CLD&#39;,
  &#39;IAG&#39;,
  &#39;PUL&#39;,
  &#39;SGF&#39;,
  &#39;SPN&#39;,
  &#39;LBB&#39;,
  &#39;LEX&#39;,
  &#39;ENW&#39;,
  &#39;MYF&#39;,
  &#39;PGM&#39;,
  &#39;BFM&#39;,
  &#39;MZJ&#39;,
  &#39;SDF&#39;,
  &#39;SIT&#39;,
  &#39;HOP&#39;,
  &#39;NNK&#39;,
  &#39;ALW&#39;,
  &#39;OJC&#39;,
  &#39;PSE&#39;,
  &#39;CWA&#39;,
  &#39;HIB&#39;,
  &#39;LNS&#39;,
  &#39;HNM&#39;,
  &#39;PRB&#39;,
  &#39;IN1&#39;,
  &#39;PQS&#39;,
  &#39;JZI&#39;,
  &#39;1G4&#39;,
  &#39;ADK&#39;,
  &#39;ABR&#39;,
  &#39;FBK&#39;,
  &#39;CIG&#39;,
  &#39;CDR&#39;,
  &#39;BTP&#39;,
  &#39;DBQ&#39;,
  &#39;SQV&#39;,
  &#39;OSH&#39;,
  &#39;ENV&#39;,
  &#39;BIS&#39;,
  &#39;CHS&#39;,
  &#39;WST&#39;,
  &#39;RBW&#39;,
  &#39;DTR&#39;,
  &#39;DRT&#39;,
  &#39;SKW&#39;,
  &#39;IND&#39;,
  &#39;AKK&#39;,
  &#39;EEN&#39;,
  &#39;VNY&#39;,
  &#39;HCB&#39;,
  &#39;HWD&#39;,
  &#39;HOT&#39;,
  &#39;DCU&#39;,
  &#39;FOD&#39;,
  &#39;SUX&#39;,
  &#39;VRB&#39;,
  &#39;TWF&#39;,
  &#39;MIB&#39;,
  &#39;AUW&#39;,
  &#39;FVX&#39;,
  &#39;HLN&#39;,
  &#39;PTH&#39;,
  &#39;RCA&#39;,
  &#39;AA8&#39;,
  &#39;LA2&#39;,
  &#39;MEO&#39;,
  &#39;LEW&#39;,
  &#39;FNR&#39;,
  &#39;SCE&#39;,
  &#39;GA6&#39;,
  &#39;LOT&#39;,
  &#39;ABQ&#39;,
  &#39;YIP&#39;,
  &#39;PSK&#39;,
  &#39;EXI&#39;,
  &#39;08A&#39;,
  &#39;LFT&#39;,
  &#39;PTV&#39;,
  &#39;FTY&#39;,
  &#39;CRW&#39;,
  &#39;A04&#39;,
  &#39;HNS&#39;,
  &#39;BFD&#39;,
  &#39;GRK&#39;,
  &#39;LKE&#39;,
  &#39;MRI&#39;,
  &#39;MRN&#39;,
  &#39;OPH&#39;,
  &#39;LWS&#39;,
  &#39;UMT&#39;,
  &#39;ORF&#39;,
  &#39;FWA&#39;,
  &#39;KTS&#39;,
  &#39;PSG&#39;,
  &#39;BWI&#39;,
  &#39;CVS&#39;,
  &#39;GBR&#39;,
  &#39;JQF&#39;,
  &#39;PQI&#39;,
  &#39;WWA&#39;,
  &#39;GKN&#39;,
  &#39;PIZ&#39;,
  &#39;LPS&#39;,
  &#39;SEA&#39;,
  &#39;IDA&#39;,
  &#39;VZA&#39;,
  &#39;SVW&#39;,
  &#39;QQY&#39;,
  &#39;MKK&#39;,
  &#39;JFK&#39;,
  &#39;BID&#39;,
  &#39;SAF&#39;,
  &#39;PVU&#39;,
  &#39;KPV&#39;,
  &#39;BMC&#39;,
  &#39;AID&#39;,
  &#39;OTZ&#39;,
  &#39;ADQ&#39;,
  &#39;SNP&#39;,
  &#39;COS&#39;,
  &#39;CEU&#39;,
  &#39;OGG&#39;,
  &#39;TNK&#39;,
  &#39;CHD&#39;,
  &#39;NKX&#39;,
  &#39;ANB&#39;,
  &#39;DQU&#39;,
  &#39;PAE&#39;,
  &#39;MQT&#39;,
  &#39;AK2&#39;,
  &#39;PHX&#39;,
  &#39;CNY&#39;,
  &#39;BRO&#39;,
  &#39;OLV&#39;,
  &#39;ONT&#39;,
  &#39;PBG&#39;,
  &#39;CNO&#39;,
  &#39;SLC&#39;,
  &#39;LIH&#39;,
  &#39;ME1&#39;,
  &#39;SCC&#39;,
  &#39;FDY&#39;,
  &#39;MLB&#39;,
  &#39;NIP&#39;,
  &#39;MYR&#39;,
  &#39;YNG&#39;,
  &#39;GSO&#39;,
  &#39;VPS&#39;,
  &#39;SYR&#39;,
  &#39;LAF&#39;,
  &#39;SMK&#39;,
  &#39;TEK&#39;,
  &#39;TSG&#39;,
  &#39;AL3&#39;,
  &#39;HIK&#39;,
  &#39;ILN&#39;,
  &#39;VCV&#39;,
  &#39;ME2&#39;,
  &#39;OWD&#39;,
  &#39;LWB&#39;,
  &#39;YUM&#39;,
  &#39;FAT&#39;,
  &#39;SKJ&#39;,
  &#39;MOD&#39;,
  &#39;WKK&#39;,
  &#39;CHA&#39;,
  &#39;CYS&#39;,
  &#39;MVW&#39;,
  &#39;CHZ&#39;,
  &#39;OLM&#39;,
  &#39;GGG&#39;,
  &#39;ELM&#39;,
  &#39;JNU&#39;,
  &#39;GJT&#39;,
  &#39;FOE&#39;,
  &#39;FWH&#39;,
  &#39;BDL&#39;,
  &#39;MNN&#39;,
  &#39;FNT&#39;,
  &#39;TDZ&#39;,
  &#39;AUK&#39;,
  &#39;GED&#39;,
  &#39;DLG&#39;,
  &#39;QMA&#39;,
  &#39;AKP&#39;,
  &#39;HKB&#39;,
  &#39;UUK&#39;,
  &#39;BKW&#39;,
  &#39;ILI&#39;,
  &#39;MFR&#39;,
  &#39;RCE&#39;,
  &#39;WAA&#39;,
  &#39;CHO&#39;,
  &#39;HYS&#39;,
  &#39;ENA&#39;,
  &#39;MMU&#39;,
  &#39;RWI&#39;,
  &#39;A29&#39;,
  &#39;AKB&#39;,
  &#39;OSC&#39;,
  &#39;DEC&#39;,
  &#39;HPB&#39;,
  &#39;MOB&#39;,
  &#39;PPV&#39;,
  &#39;HNL&#39;,
  &#39;STL&#39;,
  &#39;MDT&#39;,
  &#39;OKC&#39;,
  &#39;SMX&#39;,
  &#39;BIF&#39;,
  &#39;KNW&#39;,
  &#39;VOK&#39;,
  &#39;LNI&#39;,
  &#39;MAZ&#39;,
  &#39;NJ1&#39;,
  &#39;RQZ&#39;,
  &#39;EDW&#39;,
  &#39;ADS&#39;,
  &#39;MSY&#39;,
  &#39;SBY&#39;,
  &#39;DIK&#39;,
  &#39;A26&#39;,
  &#39;BFF&#39;,
  &#39;XXN&#39;,
  &#39;COU&#39;,
  &#39;SJT&#39;,
  &#39;CSM&#39;,
  &#39;SEG&#39;,
  &#39;DHN&#39;,
  &#39;GCK&#39;,
  &#39;BAF&#39;,
  &#39;AZ1&#39;,
  &#39;VPZ&#39;,
  &#39;AGN&#39;,
  &#39;DGB&#39;,
  &#39;BMI&#39;,
  &#39;DUJ&#39;,
  &#39;TLJ&#39;,
  &#39;KKH&#39;,
  &#39;BQK&#39;,
  &#39;PYM&#39;,
  &#39;AVP&#39;,
  &#39;NAD&#39;,
  &#39;FVQ&#39;,
  &#39;LUP&#39;,
  &#39;ABE&#39;,
  &#39;VT1&#39;,
  &#39;SHX&#39;,
  &#39;SSC&#39;,
  &#39;IN2&#39;,
  &#39;GVT&#39;,
  &#39;PA6&#39;,
  &#39;ATL&#39;,
  &#39;PWT&#39;,
  &#39;PA9&#39;,
  &#39;IPT&#39;,
  &#39;TLT&#39;,
  &#39;NYL&#39;,
  &#39;ASH&#39;,
  &#39;JZT&#39;,
  &#39;FOK&#39;,
  &#39;WYS&#39;,
  &#39;MLI&#39;,
  &#39;HUF&#39;,
  &#39;PDT&#39;,
  &#39;LAL&#39;,
  &#39;ALO&#39;,
  &#39;BYW&#39;,
  &#39;BIH&#39;,
  &#39;XSD&#39;,
  &#39;CIK&#39;,
  &#39;PSM&#39;,
  &#39;MTJ&#39;,
  &#39;ATW&#39;,
  &#39;GFL&#39;,
  &#39;FYV&#39;,
  &#39;MQJ&#39;,
  &#39;MCF&#39;,
  &#39;CNM&#39;,
  &#39;LKV&#39;,
  &#39;TUP&#39;,
  &#39;SSI&#39;,
  &#39;BUR&#39;,
  &#39;DE3&#39;,
  &#39;TDF&#39;,
  &#39;FMH&#39;,
  &#39;CKB&#39;,
  &#39;MHK&#39;,
  &#39;SLK&#39;,
  &#39;SCF&#39;,
  &#39;MKL&#39;,
  &#39;ROW&#39;,
  &#39;A35&#39;,
  &#39;VWN&#39;,
  &#39;SLE&#39;,
  &#39;IFP&#39;,
  &#39;MDH&#39;,
  &#39;KCG&#39;,
  &#39;BIL&#39;,
  &#39;WSB&#39;,
  &#39;HUS&#39;,
  &#39;PGA&#39;,
  &#39;JAX&#39;,
  &#39;WCR&#39;,
  &#39;CID&#39;,
  &#39;VZY&#39;,
  &#39;CKV&#39;,
  &#39;KOA&#39;,
  &#39;ITO&#39;,
  &#39;IMT&#39;,
  &#39;OGA&#39;,
  &#39;TWA&#39;,
  &#39;KCR&#39;,
  &#39;PPC&#39;,
  &#39;FAI&#39;,
  &#39;CON&#39;,
  &#39;OLU&#39;,
  &#39;GFK&#39;,
  &#39;NME&#39;,
  &#39;KWF&#39;,
  &#39;DIO&#39;,
  &#39;CDV&#39;,
  &#39;UXR&#39;,
  &#39;BHM&#39;,
  &#39;LYH&#39;,
  &#39;HOM&#39;,
  &#39;PBK&#39;,
  &#39;MGM&#39;,
  &#39;DTW&#39;,
  &#39;ZXN&#39;,
  &#39;CRP&#39;,
  &#39;MRY&#39;,
  &#39;MTO&#39;,
  &#39;LVD&#39;,
  &#39;EGE&#39;,
  &#39;HTO&#39;,
  &#39;MYU&#39;,
  &#39;HHH&#39;,
  &#39;PIE&#39;,
  &#39;ROA&#39;,
  &#39;SXP&#39;,
  &#39;LGA&#39;,
  &#39;RQI&#39;,
  &#39;MUE&#39;,
  &#39;JRF&#39;,
  &#39;XWA&#39;,
  &#39;VEE&#39;,
  &#39;CMX&#39;,
  &#39;CHP&#39;,
  &#39;TBN&#39;,
  &#39;APF&#39;,
  &#39;EYW&#39;,
  &#39;OCF&#39;,
  &#39;RBY&#39;,
  &#39;7AK&#39;,
  &#39;BTV&#39;,
  &#39;KPB&#39;,
  &#39;BZN&#39;,
  &#39;BQN&#39;,
  &#39;MEI&#39;,
  &#39;BPT&#39;,
  &#39;OAJ&#39;,
  &#39;RQN&#39;,
  &#39;CZF&#39;,
  &#39;MNT&#39;,
  &#39;TUL&#39;,
  &#39;UKI&#39;,
  &#39;ISN&#39;,
  &#39;MIA&#39;,
  &#39;RDB&#39;,
  &#39;EGX&#39;,
  &#39;MMH&#39;,
  &#39;DET&#39;,
  &#39;WFB&#39;,
  &#39;KSM&#39;,
  &#39;TVL&#39;,
  &#39;TIK&#39;,
  &#39;EKO&#39;,
  &#39;APA&#39;,
  &#39;MCE&#39;,
  &#39;EDE&#39;,
  &#39;JHM&#39;,
  &#39;BRD&#39;,
  &#39;ONP&#39;,
  &#39;GSH&#39;,
  &#39;COD&#39;,
  &#39;ROP&#39;,
  &#39;RSH&#39;,
  &#39;A43&#39;,
  &#39;ACT&#39;,
  &#39;VZE&#39;,
  &#39;WA1&#39;,
  &#39;LMT&#39;,
  &#39;DQL&#39;,
  &#39;LCK&#39;,
  &#39;CDB&#39;,
  &#39;RKS&#39;,
  &#39;TRM&#39;,
  &#39;WQZ&#39;,
  &#39;CKX&#39;,
  &#39;DMN&#39;,
  &#39;DAL&#39;,
  &#39;PBX&#39;,
  &#39;DCK&#39;,
  &#39;SOW&#39;,
  &#39;SHR&#39;,
  &#39;CXF&#39;,
  &#39;FMY&#39;,
  &#39;RNO&#39;,
  &#39;KNB&#39;,
  &#39;JRV&#39;,
  &#39;EAA&#39;,
  &#39;HNH&#39;,
  &#39;KXA&#39;,
  &#39;GSP&#39;,
  &#39;TN9&#39;,
  &#39;1NY&#39;,
  &#39;BTR&#39;,
  &#39;ALS&#39;,
  &#39;BLI&#39;,
  &#39;HGR&#39;,
  &#39;FTW&#39;,
  &#39;NGU&#39;,
  &#39;CMH&#39;,
  &#39;ROG&#39;,
  &#39;CIC&#39;,
  &#39;GNV&#39;,
  &#39;ACK&#39;,
  &#39;DUA&#39;,
  &#39;DRG&#39;,
  &#39;SSW&#39;,
  &#39;MHR&#39;,
  &#39;GTR&#39;,
  &#39;VGC&#39;,
  &#39;TEX&#39;,
  &#39;A20&#39;,
  &#39;KWT&#39;,
  &#39;AGS&#39;,
  &#39;MRC&#39;,
  &#39;MDW&#39;,
  &#39;HCR&#39;,
  &#39;LGC&#39;,
  &#39;GDC&#39;,
  &#39;VQS&#39;,
  &#39;PIA&#39;,
  &#39;TLF&#39;,
  &#39;DTO&#39;,
  &#39;SGY&#39;,
  &#39;FAQ&#39;,
  &#39;ELD&#39;,
  &#39;DMA&#39;,
  &#39;SVN&#39;,
  &#39;FRG&#39;,
  &#39;MCI&#39;,
  &#39;MI2&#39;,
  &#39;SCM&#39;,
  &#39;LSE&#39;,
  &#39;WSX&#39;,
  &#39;NKI&#39;,
  &#39;BAD&#39;,
  &#39;POB&#39;,
  &#39;RBD&#39;,
  &#39;SDM&#39;,
  &#39;SUS&#39;,
  &#39;SIG&#39;,
  &#39;ORD&#39;,
  &#39;JAN&#39;,
  &#39;LRD&#39;,
  &#39;UOX&#39;,
  &#39;EDA&#39;,
  &#39;MVN&#39;,
  &#39;UNK&#39;,
  &#39;WNA&#39;,
  &#39;RLU&#39;,
  &#39;PCA&#39;,
  &#39;PTD&#39;,
  &#39;SBP&#39;,
  &#39;LCI&#39;,
  &#39;ABL&#39;,
  &#39;KGK&#39;,
  &#39;NC1&#39;,
  &#39;PBI&#39;,
  &#39;PVC&#39;,
  &#39;BTT&#39;,
  &#39;BRW&#39;,
  &#39;RIL&#39;,
  &#39;IKO&#39;,
  &#39;FLT&#39;,
  &#39;KUK&#39;,
  &#39;FCA&#39;,
  &#39;MT2&#39;,
  &#39;SYB&#39;,
  &#39;PPG&#39;,
  &#39;BDY&#39;,
  &#39;CT1&#39;,
  &#39;SWO&#39;,
  &#39;A3K&#39;,
  &#39;TCT&#39;,
  &#39;WWP&#39;,
  &#39;MQI&#39;,
  &#39;SWD&#39;,
  &#39;TTN&#39;,
  &#39;IRC&#39;,
  &#39;BRL&#39;,
  &#39;CEC&#39;,
  &#39;PWA&#39;,
  &#39;KPR&#39;,
  &#39;VIS&#39;,
  &#39;KEH&#39;,
  &#39;PAH&#39;,
  &#39;CHI&#39;,
  &#39;HSL&#39;,
  &#39;SEE&#39;,
  &#39;KOZ&#39;,
  &#39;06A&#39;,
  &#39;VCT&#39;,
  &#39;AGC&#39;,
  &#39;LWM&#39;,
  &#39;KYK&#39;,
  &#39;BUF&#39;,
  &#39;ASN&#39;,
  &#39;QSO&#39;,
  &#39;BED&#39;,
  &#39;SBD&#39;,
  &#39;CGI&#39;,
  &#39;HVC&#39;,
  &#39;GAM&#39;,
  &#39;MA2&#39;,
  &#39;ATT&#39;,
  &#39;CPS&#39;,
  &#39;KGX&#39;,
  &#39;LBL&#39;,
  &#39;BLV&#39;,
  &#39;ZXM&#39;,
  &#39;VDZ&#39;,
  &#39;ELV&#39;,
  &#39;XNA&#39;,
  &#39;ELY&#39;,
  &#39;TX1&#39;,
  &#39;NEW&#39;,
  &#39;SGR&#39;,
  &#39;FRD&#39;,
  &#39;IGM&#39;,
  &#39;SRV&#39;,
  &#39;WVL&#39;,
  &#39;BFB&#39;,
  &#39;FMN&#39;,
  &#39;SMO&#39;,
  &#39;NIN&#39;,
  &#39;WHD&#39;,
  &#39;AK6&#39;,
  &#39;AHN&#39;,
  &#39;GTF&#39;,
  &#39;HIO&#39;,
  &#39;ELI&#39;,
  &#39;WTK&#39;,
  &#39;OHC&#39;,
  &#39;GRI&#39;,
  &#39;SCH&#39;,
  &#39;STT&#39;,
  &#39;NNL&#39;,
  &#39;BMG&#39;,
  &#39;HVR&#39;,
  &#39;GEG&#39;,
  &#39;IAD&#39;,
  &#39;TLH&#39;,
  &#39;CIU&#39;,
  &#39;JBR&#39;,
  &#39;KPY&#39;,
  &#39;KBC&#39;,
  &#39;ZXU&#39;,
  &#39;KEK&#39;,
  &#39;ANC&#39;,
  &#39;LRU&#39;,
  &#39;RAP&#39;,
  &#39;NIB&#39;,
  &#39;CDL&#39;,
  &#39;TAL&#39;,
  &#39;MSC&#39;,
  &#39;ART&#39;,
  &#39;UST&#39;,
  &#39;BOS&#39;,
  &#39;PIT&#39;,
  &#39;FBS&#39;,
  &#39;BTI&#39;,
  &#39;IYK&#39;,
  &#39;SDX&#39;,
  &#39;PIP&#39;,
  &#39;IAN&#39;,
  &#39;GVL&#39;,
  &#39;ADW&#39;,
  &#39;HTS&#39;,
  &#39;GGE&#39;,
  &#39;SHV&#39;,
  &#39;GUC&#39;,
  &#39;PVD&#39;,
  &#39;RSJ&#39;,
  &#39;MCG&#39;,
  &#39;CKD&#39;,
  &#39;FLO&#39;,
  &#39;KTB&#39;,
  &#39;BTL&#39;,
  &#39;BJI&#39;,
  &#39;TKJ&#39;,
  &#39;BNA&#39;,
  &#39;DE2&#39;,
  &#39;RSN&#39;,
  &#39;CBE&#39;,
  &#39;LFI&#39;,
  &#39;FSM&#39;,
  &#39;SDP&#39;,
  &#39;TVC&#39;,
  &#39;OWB&#39;,
  &#39;KLW&#39;,
  &#39;AIA&#39;,
  &#39;WA6&#39;,
  &#39;PUB&#39;,
  &#39;PCT&#39;,
  &#39;MFE&#39;,
  &#39;STP&#39;,
  &#39;PHO&#39;,
  &#39;AMA&#39;,
  &#39;TKA&#39;,
  &#39;DLH&#39;,
  &#39;KKA&#39;,
  &#39;DSM&#39;,
  &#39;OLE&#39;,
  &#39;BFI&#39;,
  &#39;GBH&#39;,
  &#39;FSD&#39;,
  &#39;RDD&#39;,
  &#39;BJC&#39;,
  &#39;PNE&#39;,
  &#39;6B0&#39;,
  &#39;MQY&#39;,
  &#39;ABI&#39;,
  &#39;WRG&#39;,
  &#39;MHT&#39;,
  &#39;ISS&#39;,
  &#39;MIE&#39;,
  ...},
 {&#39;LSV&#39;},
 {&#39;FFO&#39;},
 {&#39;NGF&#39;},
 {&#39;NPA&#39;},
 {&#39;NUQ&#39;},
 {&#39;UXP&#39;},
 {&#39;GSB&#39;},
 {&#39;VWX&#39;},
 {&#39;PAM&#39;},
 {&#39;GRF&#39;},
 {&#39;FPR&#39;},
 {&#39;HAO&#39;},
 {&#39;NJK&#39;},
 {&#39;DJN&#39;},
 {&#39;SUM&#39;},
 {&#39;NBG&#39;},
 {&#39;OFF&#39;},
 {&#39;AWM&#39;},
 {&#39;ISM&#39;},
 {&#39;KY3&#39;},
 {&#39;MMT&#39;},
 {&#39;QMN&#39;},
 {&#39;CDW&#39;},
 {&#39;MA1&#39;},
 {&#39;HIE&#39;},
 {&#39;B19&#39;},
 {&#39;F70&#39;},
 {&#39;DQY&#39;}]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pass_air_data</span><span class="p">[(</span><span class="n">pass_air_data</span><span class="p">[</span><span class="s1">&#39;YEAR&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">2015</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">pass_air_data</span><span class="p">[</span><span class="s1">&#39;DEST&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;TSP&#39;</span><span class="p">)]</span>
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<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>Unnamed: 0</th>
      <th>YEAR</th>
      <th>ORIGIN</th>
      <th>DEST</th>
      <th>UNIQUE_CARRIER_NAME</th>
      <th>PASSENGERS</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>450245</th>
      <td>450245</td>
      <td>2015</td>
      <td>ONT</td>
      <td>TSP</td>
      <td>{'Federal Express Corporation'}</td>
      <td>0.0</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pass_2015_strong</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">strongly_connected_component_subgraphs</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">),</span> <span class="n">key</span><span class="o">=</span><span class="nb">len</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">pass_2015_strong</span><span class="p">)</span>
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<pre>1190</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nx</span><span class="o">.</span><span class="n">average_shortest_path_length</span><span class="p">(</span><span class="n">pass_2015_strong</span><span class="p">)</span>
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<pre>3.174661992635574</pre>
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<h4 id="Exercise!-(Actually-this-is-a-game-:D)">Exercise! (Actually this is a game :D)<a class="anchor-link" href="#Exercise!-(Actually-this-is-a-game-:D)">&#182;</a></h4><p>How can we decrease the avg shortest path length of this network?</p>
<p>Think of an effective way to add new edges to decrease the avg shortest path length.
Let's see if we can come up with a nice way to do this, and the one who gets the highest decrease wins!!!</p>
<p>The rules are simple:</p>
<ul>
<li>You can't add more than 2% of the current edges( ~500 edges)</li>
</ul>
<p>[10 mins]</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sort_degree</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">degree_centrality</span><span class="p">(</span><span class="n">pass_2015_strong</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">top_count</span> <span class="o">=</span> <span class="mi">0</span>
<span class="k">for</span> <span class="n">n</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">sort_degree</span><span class="p">:</span>
    <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="k">for</span> <span class="n">node</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">sort_degree</span><span class="p">:</span>
        <span class="k">if</span> <span class="n">node</span> <span class="o">!=</span> <span class="n">n</span><span class="p">:</span>
            <span class="k">if</span> <span class="n">node</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">pass_2015_strong</span><span class="o">.</span><span class="n">adj</span><span class="p">[</span><span class="n">n</span><span class="p">]:</span>
                <span class="n">pass_2015_strong</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="n">n</span><span class="p">,</span> <span class="n">node</span><span class="p">)</span>
                <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
                <span class="k">if</span> <span class="n">count</span> <span class="o">==</span> <span class="mi">25</span><span class="p">:</span>
                    <span class="k">break</span>
    <span class="n">top_count</span> <span class="o">+=</span> <span class="mi">1</span>
    <span class="k">if</span> <span class="n">top_count</span> <span class="o">==</span> <span class="mi">20</span><span class="p">:</span>
        <span class="k">break</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nx</span><span class="o">.</span><span class="n">average_shortest_path_length</span><span class="p">(</span><span class="n">pass_2015_strong</span><span class="p">)</span>
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<pre>3.0887646564092415</pre>
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<h3 id="What-about-airlines?-Can-we-find-airline-specific-reachability?">What about airlines? Can we find airline specific reachability?<a class="anchor-link" href="#What-about-airlines?-Can-we-find-airline-specific-reachability?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">passenger_graph</span><span class="p">[</span><span class="s1">&#39;JFK&#39;</span><span class="p">][</span><span class="s1">&#39;SFO&#39;</span><span class="p">][</span><span class="mi">25</span><span class="p">]</span>
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<pre>{&#39;PASSENGERS&#39;: 1179941.0,
 &#39;UNIQUE_CARRIER_NAME&#39;: &#34;{&#39;Delta Air Lines Inc.&#39;, &#39;Virgin America&#39;, &#39;American Airlines Inc.&#39;, &#39;Sun Country Airlines d/b/a MN Airlines&#39;, &#39;JetBlue Airways&#39;, &#39;Vision Airlines&#39;, &#39;United Air Lines Inc.&#39;}&#34;,
 &#39;YEAR&#39;: 2015}</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">str_to_list</span><span class="p">(</span><span class="n">a</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">a</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;, &#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">str_to_list</span><span class="p">(</span><span class="n">passenger_graph</span><span class="p">[</span><span class="s1">&#39;JFK&#39;</span><span class="p">][</span><span class="s1">&#39;SFO&#39;</span><span class="p">][</span><span class="mi">25</span><span class="p">][</span><span class="s1">&#39;UNIQUE_CARRIER_NAME&#39;</span><span class="p">]):</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
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<pre>&#39;Delta Air Lines Inc.&#39;
&#39;Virgin America&#39;
&#39;American Airlines Inc.&#39;
&#39;Sun Country Airlines d/b/a MN Airlines&#39;
&#39;JetBlue Airways&#39;
&#39;Vision Airlines&#39;
&#39;United Air Lines Inc.&#39;
</pre>
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for origin, dest in passenger_graph.edges():
    for key in passenger_graph[origin][dest]:
        passenger_graph[origin][dest][key][&#39;airlines&#39;] = str_to_list(passenger_graph[origin][dest][key][&#39;UNIQUE_CARRIER_NAME&#39;])
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<pre>CPU times: user 41.4 s, sys: 223 ms, total: 41.6 s
Wall time: 41.8 s
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<h3 id="Exercise">Exercise<a class="anchor-link" href="#Exercise">&#182;</a></h3><p>Play around with United Airlines network.</p>
<ul>
<li>Extract a network for United Airlines flights from the metagraph <code>passenger_graph</code> for the year 2015</li>
<li>Make sure it's a weighted network, where weight is the number of passengers.</li>
<li>Find the number of airports and connections in this network</li>
<li>Find the most important airport, according to PageRank and degree centrality.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">united_network</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">DiGraph</span><span class="p">()</span>
<span class="k">for</span> <span class="n">origin</span><span class="p">,</span> <span class="n">dest</span> <span class="ow">in</span> <span class="n">passenger_graph</span><span class="o">.</span><span class="n">edges</span><span class="p">():</span>
    <span class="k">if</span> <span class="mi">25</span> <span class="ow">in</span> <span class="n">passenger_graph</span><span class="p">[</span><span class="n">origin</span><span class="p">][</span><span class="n">dest</span><span class="p">]:</span>
        <span class="k">if</span> <span class="s2">&quot;&#39;United Air Lines Inc.&#39;&quot;</span> <span class="ow">in</span> <span class="n">passenger_graph</span><span class="p">[</span><span class="n">origin</span><span class="p">][</span><span class="n">dest</span><span class="p">][</span><span class="mi">25</span><span class="p">][</span><span class="s1">&#39;airlines&#39;</span><span class="p">]:</span>
            <span class="n">united_network</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="n">origin</span><span class="p">,</span> <span class="n">dest</span><span class="p">,</span> <span class="n">weight</span><span class="o">=</span><span class="n">passenger_graph</span><span class="p">[</span><span class="n">origin</span><span class="p">][</span><span class="n">dest</span><span class="p">][</span><span class="mi">25</span><span class="p">][</span><span class="s1">&#39;PASSENGERS&#39;</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">united_network</span><span class="p">)</span>
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<pre>134</pre>
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<pre>1097</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">sorted</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">pagerank</span><span class="p">(</span><span class="n">united_network</span><span class="p">,</span> <span class="n">weight</span><span class="o">=</span><span class="s1">&#39;weight&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)[</span><span class="mi">0</span><span class="p">:</span><span class="mi">10</span><span class="p">]</span>
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<pre>[(&#39;ORD&#39;, 0.09229686412847604),
 (&#39;DEN&#39;, 0.06951536832747153),
 (&#39;LAX&#39;, 0.05547087049076451),
 (&#39;SFO&#39;, 0.04520212084776551),
 (&#39;IAH&#39;, 0.04398280474534501),
 (&#39;EWR&#39;, 0.03754166218607773),
 (&#39;ATL&#39;, 0.034778751100523315),
 (&#39;DFW&#39;, 0.03419728511206331),
 (&#39;PHX&#39;, 0.025365344038763896),
 (&#39;MSP&#39;, 0.022269133819322266)]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">sorted</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">degree_centrality</span><span class="p">(</span><span class="n">united_network</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)[</span><span class="mi">0</span><span class="p">:</span><span class="mi">10</span><span class="p">]</span>
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<pre>[(&#39;ORD&#39;, 1.1729323308270676),
 (&#39;DEN&#39;, 0.9172932330827067),
 (&#39;IAH&#39;, 0.8195488721804511),
 (&#39;EWR&#39;, 0.744360902255639),
 (&#39;SFO&#39;, 0.5789473684210527),
 (&#39;LAX&#39;, 0.5338345864661653),
 (&#39;IAD&#39;, 0.5112781954887218),
 (&#39;CLE&#39;, 0.39849624060150374),
 (&#39;STL&#39;, 0.3609022556390977),
 (&#39;PHL&#39;, 0.3308270676691729)]</pre>
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<h3 id="Exercise">Exercise<a class="anchor-link" href="#Exercise">&#182;</a></h3><p>We are in Cleveland so what should we do?</p>
<p>Obviously we will make a time series of number of passengers flying out of Cleveland with United Airlines over the years.</p>
<p>There are 2 ways of doing it.</p>
<ul>
<li>Create a new multidigraph specifically for this exercise.</li>
</ul>
<p>OR</p>
<ul>
<li>exploit the <code>pass_air_data</code> dataframe.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pass_air_data</span><span class="p">[(</span><span class="n">pass_air_data</span><span class="o">.</span><span class="n">ORIGIN</span> <span class="o">==</span> <span class="s1">&#39;CLE&#39;</span><span class="p">)</span> <span class="o">&amp;</span>
              <span class="p">(</span><span class="n">pass_air_data</span><span class="o">.</span><span class="n">UNIQUE_CARRIER_NAME</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">contains</span><span class="p">(</span><span class="s1">&#39;United Air Lines Inc.&#39;</span><span class="p">))</span>
             <span class="p">]</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;YEAR&#39;</span><span class="p">)[</span><span class="s1">&#39;PASSENGERS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1532b4dd68&gt;</pre>
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