HW-2-VOOR.html

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<title>HW-2-VOOR</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
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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="SI370-Winter-2018----Assignment-2">SI370 Winter 2018 -- Assignment 2<a class="anchor-link" href="#SI370-Winter-2018----Assignment-2">&#182;</a></h2><p>Due by: Jan 25 2:30pm.</p>
<p>Submission Instructions: Submit two files on Canvas:</p>
<ol>
<li><p>A Jupyter Notebook file named HW-2-YOUR_UNIQUE_NAME.ipynb. Please observe the following requirements: This file should show all of the required work, including code, results, visualizations (if any), and necessary comments to your code. Irrelevant code and results should be deleted prior to submission.</p>
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<p><strong>Please do NOT compress files. Before generating the html copy, please select Kernel -&gt; Restart &amp; Run All. This step guarantees all your output is consistent with your code.</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># load a few libraries we&#39;ll need</span>

<span class="o">%</span><span class="k">matplotlib</span> inline
<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">random</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">random</span> <span class="k">import</span> <span class="n">sample</span>
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<p>Next, setup your Jupyter Notebook display to use the same css files as we used in lab. Note: You do not need to attach the css files to your assignment. We will use the same css files in the folder of your assignment and your code should work.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># make the Pandas tables a little more readable</span>

<span class="kn">from</span> <span class="nn">IPython.core.display</span> <span class="k">import</span> <span class="n">HTML</span>
<span class="n">css</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="s1">&#39;style-table.css&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">read</span><span class="p">()</span> <span class="o">+</span> <span class="nb">open</span><span class="p">(</span><span class="s1">&#39;style-notebook.css&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">read</span><span class="p">()</span>
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<h2 id="0.-Readings">0. Readings<a class="anchor-link" href="#0.-Readings">&#182;</a></h2><ul>
<li><p>(McKinney, Wes. "Data Wrangling: Clean, Transform, Merge, Reshape". Python for Data Analysis. Chapter 7. (2012))[<a href="http://proquest.safaribooksonline.com.proxy.lib.umich.edu/book/programming/python/9781449323592/6dot-data-loading-storage-and-file-formats/ch06_html">http://proquest.safaribooksonline.com.proxy.lib.umich.edu/book/programming/python/9781449323592/6dot-data-loading-storage-and-file-formats/ch06_html</a>]</p>
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<li><p>(McKinney, Wes. "Data Wrangling: Clean, Transform, Merge, Reshape". Python for Data Analysis. Chapter 7. (2012))[<a href="http://proquest.safaribooksonline.com/book/programming/python/9781449323592/7dot-data-wrangling-clean-transform-merge-reshape/ch07_html">http://proquest.safaribooksonline.com/book/programming/python/9781449323592/7dot-data-wrangling-clean-transform-merge-reshape/ch07_html</a>]</p>
</li>
<li><p>(McKinney, Wes. "Data Aggregation and Group Operations". Python for Data Analysis. Chapter 9. (2012)) [<a href="http://proquest.safaribooksonline.com.proxy.lib.umich.edu/book/programming/python/9781449323592/9dot-data-aggregation-and-group-operations/ch09_html">http://proquest.safaribooksonline.com.proxy.lib.umich.edu/book/programming/python/9781449323592/9dot-data-aggregation-and-group-operations/ch09_html</a>]</p>
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<h2 id="1.-More-Names">1. More Names<a class="anchor-link" href="#1.-More-Names">&#182;</a></h2><p>In homework 1, we used the names dataset and learned how to do basic statistical analysis and report the Summary Statistics. In this assignment, we want to return to the names dataset, but this time do more interesting analysis on it.  This will give you a bit more practice with series/dataframe selection.</p>
<p>Some of the following questions are similar to those in assignment 1, but now that you learned more about Pandas, you can answer them in a more efficient and easier way (e.g. by using groupby).</p>
<p>For this purpose, we should first load the names dataset again.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_1995</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;names/yob1995.txt&#39;</span><span class="p">)</span>
<span class="n">df_1995</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th>0</th>
      <td>Deziray</td>
      <td>F</td>
      <td>8</td>
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      <th>1</th>
      <td>Nafis</td>
      <td>M</td>
      <td>11</td>
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      <th>2</th>
      <td>Christan</td>
      <td>F</td>
      <td>52</td>
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      <th>3</th>
      <td>Adeel</td>
      <td>M</td>
      <td>8</td>
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      <th>4</th>
      <td>Nicolo</td>
      <td>M</td>
      <td>30</td>
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<p>Answer the following questions using proper Pandas operations. Both your code and results should be included in your submitted Jupyter Notebook (same below). All the questions in this section involve <strong>df_1995</strong> only.</p>

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<h3 id="(a)-What-are-the-10-most-popular-names-in-1995?-(3-points)">(a) What are the 10 most popular names in 1995? (3 points)<a class="anchor-link" href="#(a)-What-are-the-10-most-popular-names-in-1995?-(3-points)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_1995_most_pop</span> <span class="o">=</span> <span class="n">df_1995</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;birth_count&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
<span class="n">df_1995_most_pop</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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<table border="1" class="dataframe">
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      <th>name</th>
      <th>gender</th>
      <th>birth_count</th>
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      <th>25236</th>
      <td>Michael</td>
      <td>M</td>
      <td>41403</td>
    </tr>
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      <th>7446</th>
      <td>Matthew</td>
      <td>M</td>
      <td>32874</td>
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      <th>24365</th>
      <td>Christopher</td>
      <td>M</td>
      <td>32668</td>
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      <th>16553</th>
      <td>Jacob</td>
      <td>M</td>
      <td>31122</td>
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      <th>16986</th>
      <td>Joshua</td>
      <td>M</td>
      <td>30715</td>
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      <th>16349</th>
      <td>Nicholas</td>
      <td>M</td>
      <td>29156</td>
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      <th>22273</th>
      <td>Tyler</td>
      <td>M</td>
      <td>29153</td>
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      <th>13046</th>
      <td>Jessica</td>
      <td>F</td>
      <td>27938</td>
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      <th>23033</th>
      <td>Brandon</td>
      <td>M</td>
      <td>26901</td>
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      <th>3026</th>
      <td>Daniel</td>
      <td>M</td>
      <td>26702</td>
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<h3 id="(b)-What-are-the-10-most-popular-boys'-names-in-1995?-(3-points)">(b) What are the 10 most popular boys' names in 1995? (3 points)<a class="anchor-link" href="#(b)-What-are-the-10-most-popular-boys'-names-in-1995?-(3-points)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_1995_most_pop_boys</span> <span class="o">=</span> <span class="n">df_1995</span><span class="p">[(</span><span class="n">df_1995</span><span class="p">[</span><span class="s1">&#39;gender&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;M&#39;</span><span class="p">)]</span>
<span class="n">df_1995_most_pop_boys</span> <span class="o">=</span> <span class="n">df_1995_most_pop_boys</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;birth_count&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
<span class="n">df_1995_most_pop_boys</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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<table border="1" class="dataframe">
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      <th>name</th>
      <th>gender</th>
      <th>birth_count</th>
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      <th>25236</th>
      <td>Michael</td>
      <td>M</td>
      <td>41403</td>
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      <th>7446</th>
      <td>Matthew</td>
      <td>M</td>
      <td>32874</td>
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      <th>24365</th>
      <td>Christopher</td>
      <td>M</td>
      <td>32668</td>
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      <th>16553</th>
      <td>Jacob</td>
      <td>M</td>
      <td>31122</td>
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      <th>16986</th>
      <td>Joshua</td>
      <td>M</td>
      <td>30715</td>
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      <th>16349</th>
      <td>Nicholas</td>
      <td>M</td>
      <td>29156</td>
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      <th>22273</th>
      <td>Tyler</td>
      <td>M</td>
      <td>29153</td>
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      <th>23033</th>
      <td>Brandon</td>
      <td>M</td>
      <td>26901</td>
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      <th>3026</th>
      <td>Daniel</td>
      <td>M</td>
      <td>26702</td>
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      <th>2393</th>
      <td>Austin</td>
      <td>M</td>
      <td>25906</td>
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<h3 id="(c)-What-are-the-10-most-popular-girls'-names-in-1995?">(c) What are the 10 most popular girls' names in 1995?<a class="anchor-link" href="#(c)-What-are-the-10-most-popular-girls'-names-in-1995?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_1995_most_pop_girls</span> <span class="o">=</span> <span class="n">df_1995</span><span class="p">[(</span><span class="n">df_1995</span><span class="p">[</span><span class="s1">&#39;gender&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;F&#39;</span><span class="p">)]</span>
<span class="n">df_1995_most_pop_girls</span> <span class="o">=</span> <span class="n">df_1995_most_pop_girls</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;birth_count&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
<span class="n">df_1995_most_pop_girls</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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      <th>13046</th>
      <td>Jessica</td>
      <td>F</td>
      <td>27938</td>
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      <th>23171</th>
      <td>Ashley</td>
      <td>F</td>
      <td>26603</td>
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      <th>12165</th>
      <td>Emily</td>
      <td>F</td>
      <td>24377</td>
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      <th>19798</th>
      <td>Samantha</td>
      <td>F</td>
      <td>21646</td>
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      <th>15869</th>
      <td>Sarah</td>
      <td>F</td>
      <td>21365</td>
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      <th>5046</th>
      <td>Taylor</td>
      <td>F</td>
      <td>20424</td>
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      <th>17535</th>
      <td>Hannah</td>
      <td>F</td>
      <td>17012</td>
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      <th>1811</th>
      <td>Brittany</td>
      <td>F</td>
      <td>16477</td>
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      <th>13226</th>
      <td>Amanda</td>
      <td>F</td>
      <td>16344</td>
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      <th>10566</th>
      <td>Elizabeth</td>
      <td>F</td>
      <td>16183</td>
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<h3 id="(d)-What-is-the-average-birth_count-of-all-names-in-1995?-(3-points)">(d) What is the average birth_count of all names in 1995? (3 points)<a class="anchor-link" href="#(d)-What-is-the-average-birth_count-of-all-names-in-1995?-(3-points)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_avg_birth_count</span> <span class="o">=</span> <span class="n">df_1995</span>
<span class="n">df_avg_birth_count</span> <span class="o">=</span> <span class="n">df_avg_birth_count</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">df_avg_birth_count</span>
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<pre>birth_count    140.366526
dtype: float64</pre>
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<h3 id="(e)-What-is-the-median-birth_count-of-boys'-names-in-1995?-(2-points)">(e) What is the median birth_count of boys' names in 1995? (2 points)<a class="anchor-link" href="#(e)-What-is-the-median-birth_count-of-boys'-names-in-1995?-(2-points)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_1995_median_boys</span> <span class="o">=</span> <span class="n">df_1995</span><span class="p">[(</span><span class="n">df_1995</span><span class="p">[</span><span class="s1">&#39;gender&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;M&#39;</span><span class="p">)]</span>
<span class="n">df_1995_median_boys</span> <span class="o">=</span> <span class="n">df_1995_median_boys</span><span class="o">.</span><span class="n">median</span><span class="p">()</span>
<span class="n">df_1995_median_boys</span>
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<pre>birth_count    11.0
dtype: float64</pre>
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<h3 id="(f)-What-is-the-maximum-birth_count-of-girls'-names-in-1995?-(2-points)">(f) What is the maximum birth_count of girls' names in 1995? (2 points)<a class="anchor-link" href="#(f)-What-is-the-maximum-birth_count-of-girls'-names-in-1995?-(2-points)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_1995_most_pop_girls</span> <span class="o">=</span> <span class="n">df_1995</span><span class="p">[(</span><span class="n">df_1995</span><span class="p">[</span><span class="s1">&#39;gender&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;F&#39;</span><span class="p">)]</span>
<span class="n">df_1995_most_pop_girls</span> <span class="o">=</span> <span class="n">df_1995_most_pop_girls</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;birth_count&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
<span class="n">df_1995_most_pop_girls</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
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      <th>13046</th>
      <td>Jessica</td>
      <td>F</td>
      <td>27938</td>
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<h2 id="The-following-questions-involve-df_all-only.">The following questions involve <strong>df_all</strong> only.<a class="anchor-link" href="#The-following-questions-involve-df_all-only.">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># we&#39;re going to move to the full dataset now</span>
<span class="n">dfs</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">years</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1880</span><span class="p">,</span> <span class="mi">2015</span><span class="p">)</span>
<span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">years</span><span class="p">:</span>
    <span class="n">df</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;names/yob</span><span class="si">%d</span><span class="s1">.txt&#39;</span> <span class="o">%</span> <span class="n">y</span><span class="p">)</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">y</span>
    <span class="n">dfs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">df</span><span class="p">)</span>
<span class="n">df_all</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">(</span><span class="n">dfs</span><span class="p">,</span> <span class="n">ignore_index</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">df_all</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th>year</th>
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      <th>0</th>
      <td>Simeon</td>
      <td>M</td>
      <td>23</td>
      <td>1880</td>
    </tr>
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      <th>1</th>
      <td>Raoul</td>
      <td>M</td>
      <td>7</td>
      <td>1880</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Lou</td>
      <td>M</td>
      <td>14</td>
      <td>1880</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Myra</td>
      <td>F</td>
      <td>83</td>
      <td>1880</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Alois</td>
      <td>M</td>
      <td>10</td>
      <td>1880</td>
    </tr>
  </tbody>
</table>
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<h3 id="(g)-Plot-the-total-#births-for-each-year?-(4-Points)">(g) Plot the total #births for each year? (4 Points)<a class="anchor-link" href="#(g)-Plot-the-total-#births-for-each-year?-(4-Points)">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[11]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_all_birthsperyear</span> <span class="o">=</span> <span class="n">df_all</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;birth_count&#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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<h3 id="(h)-Plot-the-total-#births-for-each-year-for-each-gender?-(7-Points)">(h) Plot the total #births for each year for each gender? (7 Points)<a class="anchor-link" href="#(h)-Plot-the-total-#births-for-each-year-for-each-gender?-(7-Points)">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[12]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dfbirths</span> <span class="o">=</span> <span class="n">df_all</span><span class="o">.</span><span class="n">pivot_table</span><span class="p">(</span><span class="n">values</span> <span class="o">=</span> <span class="s1">&#39;name&#39;</span><span class="p">,</span> <span class="n">index</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">],</span><span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;gender&#39;</span><span class="p">],</span> <span class="n">aggfunc</span> <span class="o">=</span> <span class="s1">&#39;count&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span><span class="o">.</span><span class="n">sort_index</span><span class="p">()</span>
<span class="n">dfbirths</span> <span class="o">=</span> <span class="n">dfbirths</span><span class="p">[[</span><span class="s1">&#39;M&#39;</span><span class="p">,</span><span class="s1">&#39;F&#39;</span><span class="p">]]</span>
<span class="n">dfbirths</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
</pre></div>

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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1243097b8&gt;</pre>
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<img 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<h3 id="(i)-Which-year-has-the-maximum-total-number-of-births?-(4-points)">(i) Which year has the maximum total number of births? (4 points)<a class="anchor-link" href="#(i)-Which-year-has-the-maximum-total-number-of-births?-(4-points)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df1</span> <span class="o">=</span> <span class="n">df_all</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;birth_count&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
<span class="n">df1_sorted</span> <span class="o">=</span> <span class="n">df1</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
<span class="n">df1_sorted</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
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<pre>year
1957    4200026
Name: birth_count, dtype: int64</pre>
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<h3 id="(j)-Which-year-has-the-maximum-total-#births-for-boys?-(4-points)">(j) Which year has the maximum total #births for boys? (4 points)<a class="anchor-link" href="#(j)-Which-year-has-the-maximum-total-#births-for-boys?-(4-points)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df1_boys</span> <span class="o">=</span> <span class="n">df_all</span><span class="p">[(</span><span class="n">df_all</span><span class="p">[</span><span class="s1">&#39;gender&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;M&#39;</span><span class="p">)]</span>
<span class="n">df1_boys_grouped</span> <span class="o">=</span> <span class="n">df1_boys</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;birth_count&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
<span class="n">df1_boys_sorted</span> <span class="o">=</span> <span class="n">df1_boys_grouped</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
<span class="n">df1_boys_sorted</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
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<pre>year
1957    2155866
Name: birth_count, dtype: int64</pre>
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<h3 id="(k)-Which-year-has-the-biggest-absolute-difference-between-#boys-and-#girls-(i.e.,-abs(#boys-#girls))?-(4-points)">(k) Which year has the biggest absolute difference between #boys and #girls (i.e., abs(#boys-#girls))? (4 points)<a class="anchor-link" href="#(k)-Which-year-has-the-biggest-absolute-difference-between-#boys-and-#girls-(i.e.,-abs(#boys-#girls))?-(4-points)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df2_boys</span> <span class="o">=</span> <span class="n">df_all</span><span class="p">[(</span><span class="n">df_all</span><span class="p">[</span><span class="s1">&#39;gender&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;M&#39;</span><span class="p">)]</span>
<span class="n">df2_girls</span> <span class="o">=</span> <span class="n">df_all</span><span class="p">[(</span><span class="n">df_all</span><span class="p">[</span><span class="s1">&#39;gender&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;F&#39;</span><span class="p">)]</span>
<span class="n">df2_girls_grouped</span> <span class="o">=</span> <span class="n">df2_girls</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;birth_count&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
<span class="n">df2_boys_grouped</span> <span class="o">=</span> <span class="n">df2_boys</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;birth_count&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
<span class="n">df_concat</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="n">df2_girls_grouped</span><span class="p">,</span> <span class="n">df2_boys_grouped</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
<span class="n">df_concat</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">,</span> <span class="s1">&#39;girls_birth_count&#39;</span><span class="p">,</span> <span class="s1">&#39;boys_birth_count&#39;</span><span class="p">]</span>
<span class="n">df_concat</span><span class="p">[</span><span class="s1">&#39;abs_diff&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">abs</span><span class="p">(</span><span class="n">df_concat</span><span class="p">[</span><span class="s1">&#39;boys_birth_count&#39;</span><span class="p">]</span><span class="o">-</span><span class="n">df_concat</span><span class="p">[</span><span class="s1">&#39;girls_birth_count&#39;</span><span class="p">])</span>
<span class="n">df_concat</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;abs_diff&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
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      <td>1910</td>
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<h3 id="(l)-What-are-the-5-most-popular-boys'-names-in-the-1990s-(1990-1999)?-(4-Points)">(l) What are the 5 most popular boys' names in the 1990s (1990-1999)? (4 Points)<a class="anchor-link" href="#(l)-What-are-the-5-most-popular-boys'-names-in-the-1990s-(1990-1999)?-(4-Points)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df3</span> <span class="o">=</span> <span class="n">df_all</span>
<span class="n">df3</span><span class="p">[</span><span class="s1">&#39;decade&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df_all</span><span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">]</span><span class="o">//</span> <span class="mi">10</span><span class="o">*</span><span class="mi">10</span>
<span class="n">df3</span> <span class="o">=</span> <span class="n">df3</span><span class="p">[(</span><span class="n">df3</span><span class="p">[</span><span class="s1">&#39;decade&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1990</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">df3</span><span class="p">[</span><span class="s1">&#39;gender&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;M&#39;</span><span class="p">)]</span>
<span class="n">df3</span> <span class="o">=</span> <span class="n">df3</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;name&#39;</span><span class="p">)[</span><span class="s1">&#39;birth_count&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
<span class="n">df3</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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<pre>name
Michael        462278
Christopher    360176
Matthew        351580
Joshua         329082
Jacob          298249
Name: birth_count, dtype: int64</pre>
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<h3 id="(m)-What-are-the-5-most-popular-girls'-names-in-the-20th-century-(1901-2000)?-(4-Points)">(m) What are the 5 most popular girls' names in the 20th century (1901-2000)? (4 Points)<a class="anchor-link" href="#(m)-What-are-the-5-most-popular-girls'-names-in-the-20th-century-(1901-2000)?-(4-Points)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df4</span> <span class="o">=</span> <span class="n">df_all</span>
<span class="c1">#df4[&#39;century&#39;] = df_all[&#39;year&#39;]// 100*100</span>
<span class="n">df4</span> <span class="o">=</span> <span class="n">df4</span><span class="p">[(</span><span class="n">df4</span><span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">]</span><span class="o">&gt;=</span><span class="mi">1901</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">df4</span><span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">]</span><span class="o">&lt;=</span><span class="mi">2000</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">df4</span><span class="p">[</span><span class="s1">&#39;gender&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;F&#39;</span><span class="p">)]</span>
<span class="n">df4</span> <span class="o">=</span> <span class="n">df4</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;name&#39;</span><span class="p">)[</span><span class="s1">&#39;birth_count&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
<span class="n">df4</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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<pre>name
Mary        3822567
Patricia    1560081
Linda       1440703
Barbara     1422236
Jennifer    1398644
Name: birth_count, dtype: int64</pre>
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<h3 id="(n)-Define-the-gender-neutrality-of-a-name-as">(n) Define the gender neutrality of a name as<a class="anchor-link" href="#(n)-Define-the-gender-neutrality-of-a-name-as">&#182;</a></h3>
<pre><code>                                min(#boys, #girls). 

</code></pre>
<h3 id="In-other-words-if-the-#-of-all-the-births-for-Jodan,-10000-were-Male-and,-5000-were-Female,-the-&quot;neutrality&quot;-score-would-be-min(10000,5000)---&gt;-5000">In other words if the # of all the births for Jodan, 10000 were Male and, 5000 were Female, the "neutrality" score would be min(10000,5000) --&gt; 5000<a class="anchor-link" href="#In-other-words-if-the-#-of-all-the-births-for-Jodan,-10000-were-Male-and,-5000-were-Female,-the-&quot;neutrality&quot;-score-would-be-min(10000,5000)---&gt;-5000">&#182;</a></h3><h3 id="What-are-the-15-names-with-the-highest-gender-neutrality-in-the-1990s?-(7-Points)">What are the 15 names with the highest gender neutrality in the 1990s? (7 Points)<a class="anchor-link" href="#What-are-the-15-names-with-the-highest-gender-neutrality-in-the-1990s?-(7-Points)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df5_boys</span> <span class="o">=</span> <span class="n">df_all</span><span class="p">[(</span><span class="n">df_all</span><span class="p">[</span><span class="s1">&#39;gender&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;M&#39;</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">df_all</span><span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">]</span><span class="o">&gt;=</span><span class="mi">1990</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">df_all</span><span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">]</span><span class="o">&lt;=</span><span class="mi">1999</span><span class="p">)]</span>
<span class="n">df5_girls</span> <span class="o">=</span> <span class="n">df_all</span><span class="p">[(</span><span class="n">df_all</span><span class="p">[</span><span class="s1">&#39;gender&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;F&#39;</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">df_all</span><span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">]</span><span class="o">&gt;=</span><span class="mi">1990</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">df_all</span><span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">]</span><span class="o">&lt;=</span><span class="mi">1999</span><span class="p">)]</span>
<span class="n">df5_girls_grouped</span> <span class="o">=</span> <span class="n">df5_girls</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;name&#39;</span><span class="p">,</span> <span class="n">as_index</span><span class="o">=</span><span class="kc">False</span><span class="p">)[</span><span class="s1">&#39;birth_count&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
<span class="n">df5_boys_grouped</span> <span class="o">=</span> <span class="n">df5_boys</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;name&#39;</span><span class="p">,</span> <span class="n">as_index</span><span class="o">=</span><span class="kc">False</span><span class="p">)[</span><span class="s1">&#39;birth_count&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>

<span class="n">df5_join</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">df5_girls_grouped</span><span class="p">,</span> <span class="n">df5_boys_grouped</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;inner&#39;</span><span class="p">,</span> <span class="n">on</span><span class="o">=</span><span class="s1">&#39;name&#39;</span><span class="p">)</span>

<span class="n">df5_join</span><span class="p">[</span><span class="s1">&#39;neutrality&#39;</span><span class="p">]</span><span class="o">=</span> <span class="n">df5_join</span><span class="p">[[</span><span class="s2">&quot;birth_count_x&quot;</span><span class="p">,</span> <span class="s2">&quot;birth_count_y&quot;</span><span class="p">]]</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">df5_join</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;neutrality&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">15</span><span class="p">)</span>
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      <th>2126</th>
      <td>Jordan</td>
      <td>61742</td>
      <td>144719</td>
      <td>61742</td>
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      <th>4123</th>
      <td>Taylor</td>
      <td>169010</td>
      <td>58392</td>
      <td>58392</td>
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      <th>692</th>
      <td>Casey</td>
      <td>25895</td>
      <td>29244</td>
      <td>25895</td>
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      <th>215</th>
      <td>Angel</td>
      <td>19496</td>
      <td>36980</td>
      <td>19496</td>
    </tr>
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      <th>110</th>
      <td>Alexis</td>
      <td>131174</td>
      <td>16253</td>
      <td>16253</td>
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      <th>1297</th>
      <td>Dominique</td>
      <td>23642</td>
      <td>10980</td>
      <td>10980</td>
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      <th>3585</th>
      <td>Riley</td>
      <td>10230</td>
      <td>18833</td>
      <td>10230</td>
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      <th>3159</th>
      <td>Morgan</td>
      <td>91179</td>
      <td>10098</td>
      <td>10098</td>
    </tr>
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      <th>402</th>
      <td>Bailey</td>
      <td>31614</td>
      <td>9924</td>
      <td>9924</td>
    </tr>
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      <th>2048</th>
      <td>Jessie</td>
      <td>10137</td>
      <td>9296</td>
      <td>9296</td>
    </tr>
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      <th>979</th>
      <td>Dakota</td>
      <td>9149</td>
      <td>46646</td>
      <td>9149</td>
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      <th>1880</th>
      <td>Jamie</td>
      <td>41441</td>
      <td>9085</td>
      <td>9085</td>
    </tr>
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      <th>2809</th>
      <td>Logan</td>
      <td>8423</td>
      <td>63557</td>
      <td>8423</td>
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      <th>4312</th>
      <td>Tyler</td>
      <td>8416</td>
      <td>262256</td>
      <td>8416</td>
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      <th>332</th>
      <td>Ashton</td>
      <td>8689</td>
      <td>7947</td>
      <td>7947</td>
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<h3 id="(o)-Plot-the-proportion-of-the-name-&quot;Mike&quot;-among-all-male-names-by-year.-(7-points)">(o) Plot the proportion of the name "Mike" among all male names by year. (7 points)<a class="anchor-link" href="#(o)-Plot-the-proportion-of-the-name-&quot;Mike&quot;-among-all-male-names-by-year.-(7-points)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df7</span> <span class="o">=</span> <span class="n">df_all</span>
<span class="n">df7_grouped</span> <span class="o">=</span> <span class="n">df7</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="o">.</span><span class="n">agg</span><span class="p">({</span><span class="s1">&#39;birth_count&#39;</span><span class="p">:</span><span class="nb">sum</span><span class="p">})</span>
<span class="n">df7_mike</span> <span class="o">=</span> <span class="n">df7</span><span class="p">[(</span><span class="n">df7</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;Mike&#39;</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="o">.</span><span class="n">agg</span><span class="p">({</span><span class="s1">&#39;birth_count&#39;</span><span class="p">:</span><span class="nb">sum</span><span class="p">})</span>

<span class="n">df7_grouped</span><span class="p">[</span><span class="s1">&#39;mikes&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">df7_mike</span><span class="p">[</span><span class="s1">&#39;birth_count&#39;</span><span class="p">]</span>
<span class="n">df7_grouped</span><span class="p">[</span><span class="s1">&#39;proportion_of_mikes&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df7_grouped</span><span class="p">[</span><span class="s1">&#39;mikes&#39;</span><span class="p">]</span><span class="o">/</span><span class="n">df7_grouped</span><span class="p">[</span><span class="s1">&#39;birth_count&#39;</span><span class="p">]</span>
<span class="n">df8</span> <span class="o">=</span> <span class="n">df7_grouped</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,[</span><span class="s1">&#39;year&#39;</span><span class="p">,</span><span class="s1">&#39;proportion_of_mikes&#39;</span><span class="p">]]</span>
<span class="n">df8</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
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<pre>/Users/johnglennvoorhess/anaconda/lib/python3.5/site-packages/ipykernel_launcher.py:7: FutureWarning: 
Passing list-likes to .loc or [] with any missing label will raise
KeyError in the future, you can use .reindex() as an alternative.

See the documentation here:
http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate-loc-reindex-listlike
  import sys
/Users/johnglennvoorhess/anaconda/lib/python3.5/site-packages/pandas/core/indexing.py:1367: FutureWarning: 
Passing list-likes to .loc or [] with any missing label will raise
KeyError in the future, you can use .reindex() as an alternative.

See the documentation here:
http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate-loc-reindex-listlike
  return self._getitem_tuple(key)
</pre>
</div>
</div>

<div class="output_area">

<div class="prompt output_prompt">Out[19]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x11cceada0&gt;</pre>
</div>

</div>

<div class="output_area">

<div class="prompt"></div>


<div class="output_png output_subarea ">
<img 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<h2 id="2.-Comic-Characters">2. Comic Characters<a class="anchor-link" href="#2.-Comic-Characters">&#182;</a></h2><p>Download the "comic_characters.csv" dataset from Canvas . The original dataset is available at ["Comic Books Are Still Made By Men, For Men And About Men"] (<a href="http://fivethirtyeight.com/features/women-in-comic-books/">http://fivethirtyeight.com/features/women-in-comic-books/</a>).</p>
<p>The file contains the following columns:</p>
<p>publisher: Comic publisher: e.g., DC Comics or Marvel.
<br>
name: The name of the character.
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identity: The identity statusof the character (Secret Identity, Public identity, [on marvel only: No Dual Identity]).
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align: If the character is Good, Bad or Neutral.
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eye: Eye color of the character.
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hair: Hair color of the character.
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sex: Sex of the character (e.g. Male, Female, etc.)
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alive: If the character is alive or deceased.
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appearances: The number of appareances of the character in comic books.
<br>
first_appearance: The month and year of the character’s first appearance in a comic book, if available.
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month: The month of the character’s first appearance in a comic book, if available.
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year: The year of the character’s first appearance in a comic book, if available.
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date: The date of the character’s first appearance in a comic book, if available.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">comicCharacters</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="o">.</span><span class="n">from_csv</span><span class="p">(</span><span class="s1">&#39;comic_characters.csv&#39;</span><span class="p">,</span> <span class="n">index_col</span><span class="o">=</span><span class="s2">&quot;id&quot;</span><span class="p">)</span>
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<pre>/Users/johnglennvoorhess/anaconda/lib/python3.5/site-packages/ipykernel_launcher.py:1: FutureWarning: from_csv is deprecated. Please use read_csv(...) instead. Note that some of the default arguments are different, so please refer to the documentation for from_csv when changing your function calls
  &#34;&#34;&#34;Entry point for launching an IPython kernel.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">comicCharacters</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>publisher</th>
      <th>name</th>
      <th>Identity</th>
      <th>align</th>
      <th>eye</th>
      <th>hair</th>
      <th>sex</th>
      <th>alive</th>
      <th>appearances</th>
      <th>first_appearance</th>
      <th>month</th>
      <th>year</th>
      <th>date</th>
    </tr>
    <tr>
      <th>id</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>1</th>
      <td>Marvel</td>
      <td>Spider-Man (Peter Parker)</td>
      <td>Secret Identity</td>
      <td>Good Characters</td>
      <td>Hazel Eyes</td>
      <td>Brown Hair</td>
      <td>Male Characters</td>
      <td>Living Characters</td>
      <td>4043.0</td>
      <td>1962, August</td>
      <td>August</td>
      <td>1962.0</td>
      <td>8/1/1962</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Marvel</td>
      <td>Captain America (Steven Rogers)</td>
      <td>Public Identity</td>
      <td>Good Characters</td>
      <td>Blue Eyes</td>
      <td>White Hair</td>
      <td>Male Characters</td>
      <td>Living Characters</td>
      <td>3360.0</td>
      <td>1941, March</td>
      <td>March</td>
      <td>1941.0</td>
      <td>3/1/1941</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Marvel</td>
      <td>Wolverine (James \"Logan\" Howlett)</td>
      <td>Public Identity</td>
      <td>Neutral Characters</td>
      <td>Blue Eyes</td>
      <td>Black Hair</td>
      <td>Male Characters</td>
      <td>Living Characters</td>
      <td>3061.0</td>
      <td>1974, October</td>
      <td>October</td>
      <td>1974.0</td>
      <td>10/1/1974</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Marvel</td>
      <td>Iron Man (Anthony \"Tony\" Stark)</td>
      <td>Public Identity</td>
      <td>Good Characters</td>
      <td>Blue Eyes</td>
      <td>Black Hair</td>
      <td>Male Characters</td>
      <td>Living Characters</td>
      <td>2961.0</td>
      <td>1963, March</td>
      <td>March</td>
      <td>1963.0</td>
      <td>3/1/1963</td>
    </tr>
    <tr>
      <th>5</th>
      <td>Marvel</td>
      <td>Thor (Thor Odinson)</td>
      <td>No Dual Identity</td>
      <td>Good Characters</td>
      <td>Blue Eyes</td>
      <td>Blond Hair</td>
      <td>Male Characters</td>
      <td>Living Characters</td>
      <td>2258.0</td>
      <td>1950, November</td>
      <td>November</td>
      <td>1950.0</td>
      <td>11/1/1950</td>
    </tr>
  </tbody>
</table>
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<h3 id="(a)-What-is-the-total-number-of-appearances-of-characters-for-each-publisher?-(Note:-this-is-not-asking-for-the-number-of-unique-characters-but-the-number-of-appearances,-each-character-appears-multiple-times,-for-example-Thor-appears-2258-times)-(4-points)">(a) What is the total number of appearances of characters for each publisher? (Note: this is not asking for the number of unique characters but the number of appearances, each character <em>appears</em> multiple times, for example Thor appears 2258 times) (4 points)<a class="anchor-link" href="#(a)-What-is-the-total-number-of-appearances-of-characters-for-each-publisher?-(Note:-this-is-not-asking-for-the-number-of-unique-characters-but-the-number-of-appearances,-each-character-appears-multiple-times,-for-example-Thor-appears-2258-times)-(4-points)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dfc1</span> <span class="o">=</span> <span class="n">comicCharacters</span>
<span class="n">dfc1</span><span class="o">=</span><span class="n">dfc1</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;publisher&#39;</span><span class="p">])[</span><span class="s1">&#39;appearances&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
<span class="n">dfc1</span>
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<pre>publisher
DC        154532.0
Marvel    260270.0
Name: appearances, dtype: float64</pre>
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<h3 id="(b)-What-is-the-total-number-of-appearances-of-characters-by-each-publisher-in-each-year?-Output-a-table.-(4-points)">(b) What is the total number of appearances of characters by each publisher in each year? Output a table. (4 points)<a class="anchor-link" href="#(b)-What-is-the-total-number-of-appearances-of-characters-by-each-publisher-in-each-year?-Output-a-table.-(4-points)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dfc2</span> <span class="o">=</span> <span class="n">comicCharacters</span>
<span class="n">dfc2</span><span class="o">=</span><span class="n">dfc2</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;publisher&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">agg</span><span class="p">({</span><span class="s1">&#39;appearances&#39;</span><span class="p">:</span><span class="nb">sum</span><span class="p">})</span>
<span class="n">dfc2</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th></th>
      <th>appearances</th>
    </tr>
    <tr>
      <th>year</th>
      <th>publisher</th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>1935.0</th>
      <th>DC</th>
      <td>125.0</td>
    </tr>
    <tr>
      <th>1936.0</th>
      <th>DC</th>
      <td>240.0</td>
    </tr>
    <tr>
      <th>1937.0</th>
      <th>DC</th>
      <td>458.0</td>
    </tr>
    <tr>
      <th>1938.0</th>
      <th>DC</th>
      <td>1639.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">1939.0</th>
      <th>DC</th>
      <td>4067.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>1013.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">1940.0</th>
      <th>DC</th>
      <td>9123.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>2160.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">1941.0</th>
      <th>DC</th>
      <td>6945.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>5371.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">1942.0</th>
      <th>DC</th>
      <td>4068.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>401.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">1943.0</th>
      <th>DC</th>
      <td>1475.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>541.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">1944.0</th>
      <th>DC</th>
      <td>274.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>960.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">1945.0</th>
      <th>DC</th>
      <td>259.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>510.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">1946.0</th>
      <th>DC</th>
      <td>55.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>274.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">1947.0</th>
      <th>DC</th>
      <td>933.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>232.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">1948.0</th>
      <th>DC</th>
      <td>673.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>1213.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">1949.0</th>
      <th>DC</th>
      <td>298.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>1107.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">1950.0</th>
      <th>DC</th>
      <td>459.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>2566.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">1951.0</th>
      <th>DC</th>
      <td>453.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>576.0</td>
    </tr>
    <tr>
      <th>...</th>
      <th>...</th>
      <td>...</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">1999.0</th>
      <th>DC</th>
      <td>2285.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>980.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">2000.0</th>
      <th>DC</th>
      <td>1350.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>1578.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">2001.0</th>
      <th>DC</th>
      <td>994.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>2280.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">2002.0</th>
      <th>DC</th>
      <td>886.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>1962.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">2003.0</th>
      <th>DC</th>
      <td>1223.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>3330.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">2004.0</th>
      <th>DC</th>
      <td>1614.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>2835.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">2005.0</th>
      <th>DC</th>
      <td>1222.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>3191.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">2006.0</th>
      <th>DC</th>
      <td>2914.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>2434.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">2007.0</th>
      <th>DC</th>
      <td>1627.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>1792.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">2008.0</th>
      <th>DC</th>
      <td>1813.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>2429.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">2009.0</th>
      <th>DC</th>
      <td>1378.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>1503.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">2010.0</th>
      <th>DC</th>
      <td>1008.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>2233.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">2011.0</th>
      <th>DC</th>
      <td>483.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>1890.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">2012.0</th>
      <th>DC</th>
      <td>17.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>1072.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">2013.0</th>
      <th>DC</th>
      <td>1.0</td>
    </tr>
    <tr>
      <th>Marvel</th>
      <td>1177.0</td>
    </tr>
  </tbody>
</table>
<p>154 rows × 1 columns</p>
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<h3 id="(c)-As-you-can-see,-it-is-difficult-to-figure-out-any-trend-in-appearances-of-characters-of-each-publisher-in-each-year.-Plot-the-time-trend-for-each-publisher-separately-and-compare-them.-Plot-a-time-series-of-appearances-over-time-(one-time-series-for-each-publisher).-(7-points)">(c) As you can see, it is difficult to figure out any trend in appearances of characters of each publisher in each year. Plot the time trend for each publisher separately and compare them. Plot a time series of appearances over time (one time series for each publisher). (7 points)<a class="anchor-link" href="#(c)-As-you-can-see,-it-is-difficult-to-figure-out-any-trend-in-appearances-of-characters-of-each-publisher-in-each-year.-Plot-the-time-trend-for-each-publisher-separately-and-compare-them.-Plot-a-time-series-of-appearances-over-time-(one-time-series-for-each-publisher).-(7-points)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dfc2</span><span class="o">.</span><span class="n">pivot_table</span><span class="p">(</span><span class="n">values</span> <span class="o">=</span> <span class="s1">&#39;appearances&#39;</span><span class="p">,</span> <span class="n">index</span> <span class="o">=</span> <span class="s1">&#39;year&#39;</span><span class="p">,</span> <span class="n">columns</span> <span class="o">=</span> <span class="s1">&#39;publisher&#39;</span><span class="p">,</span> <span class="n">fill_value</span><span class="o">=</span><span class="mi">0</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 0x1214c2da0&gt;</pre>
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<h3 id="(d)-Which-hair-color-has-the-maximum-total-appearances-all-over-the-years?--(4-points)">(d) Which <em>hair</em> color has the maximum total appearances all over the years?  (4 points)<a class="anchor-link" href="#(d)-Which-hair-color-has-the-maximum-total-appearances-all-over-the-years?--(4-points)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dfc3</span> <span class="o">=</span> <span class="n">comicCharacters</span>
<span class="n">dfc3</span> <span class="o">=</span> <span class="n">dfc3</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;hair&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">agg</span><span class="p">({</span><span class="s1">&#39;appearances&#39;</span><span class="p">:</span><span class="nb">sum</span><span class="p">})</span>
<span class="n">dfc3</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="s1">&#39;appearances&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
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      <th>appearances</th>
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      <th>hair</th>
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      <th>Black Hair</th>
      <td>110126.0</td>
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<h3 id="(e)-Which-hair-color-has-the-biggest-absolute-difference-of-total-appearances-between-males-and-females?-Produce-the-output-as-a-single-row-from-a-DataFrame.-(5-points)">(e) Which hair color has the biggest absolute difference of total appearances between males and females? Produce the output as a single row from a DataFrame. (5 points)<a class="anchor-link" href="#(e)-Which-hair-color-has-the-biggest-absolute-difference-of-total-appearances-between-males-and-females?-Produce-the-output-as-a-single-row-from-a-DataFrame.-(5-points)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dfc4</span> <span class="o">=</span> <span class="n">comicCharacters</span>
<span class="n">dfc5</span> <span class="o">=</span> <span class="n">dfc4</span><span class="p">[(</span><span class="n">dfc4</span><span class="p">[</span><span class="s1">&#39;sex&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;Male Characters&#39;</span><span class="p">)]</span>
<span class="n">dfc6</span> <span class="o">=</span> <span class="n">dfc4</span><span class="p">[(</span><span class="n">dfc4</span><span class="p">[</span><span class="s1">&#39;sex&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;Female Characters&#39;</span><span class="p">)]</span>
<span class="n">dfc5_grouped</span> <span class="o">=</span> <span class="n">dfc5</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;hair&#39;</span><span class="p">,</span> <span class="n">as_index</span><span class="o">=</span><span class="kc">False</span><span class="p">)[</span><span class="s1">&#39;appearances&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
<span class="n">dfc6_grouped</span> <span class="o">=</span> <span class="n">dfc6</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;hair&#39;</span><span class="p">,</span> <span class="n">as_index</span><span class="o">=</span><span class="kc">False</span><span class="p">)[</span><span class="s1">&#39;appearances&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>

<span class="n">dfc_join</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">dfc5_grouped</span><span class="p">,</span> <span class="n">dfc6_grouped</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;inner&#39;</span><span class="p">,</span> <span class="n">on</span><span class="o">=</span><span class="s1">&#39;hair&#39;</span><span class="p">)</span>
<span class="n">dfc_join</span><span class="p">[</span><span class="s1">&#39;abs_difference&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">abs</span><span class="p">(</span><span class="n">dfc_join</span><span class="p">[</span><span class="s1">&#39;appearances_x&#39;</span><span class="p">]</span><span class="o">-</span><span class="n">dfc_join</span><span class="p">[</span><span class="s1">&#39;appearances_y&#39;</span><span class="p">])</span>
<span class="n">dfc_join</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="s1">&#39;abs_difference&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
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<h3 id="(f)-Compare-the-total-number-of-characters-that-are-alive-vs-deceased-of-different-sex-throughout-the-years-for-the-two-publishers.-(5-points)">(f) Compare the total number of characters that are alive vs deceased of different sex throughout the years for the two publishers. (5 points)<a class="anchor-link" href="#(f)-Compare-the-total-number-of-characters-that-are-alive-vs-deceased-of-different-sex-throughout-the-years-for-the-two-publishers.-(5-points)">&#182;</a></h3><p>Produce a single table that has this information (year/publisher/gender/living status) that shows the total number of appearances for those character types. Replace all the nulls with 0s.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dfc7</span> <span class="o">=</span> <span class="n">comicCharacters</span>
<span class="n">dfc7</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;publisher&#39;</span><span class="p">,</span> <span class="s1">&#39;sex&#39;</span><span class="p">,</span> <span class="s1">&#39;alive&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">agg</span><span class="p">({</span><span class="s1">&#39;appearances&#39;</span><span class="p">:</span><span class="nb">sum</span><span class="p">})</span>
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      <th></th>
      <th></th>
      <th></th>
      <th>appearances</th>
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      <th>publisher</th>
      <th>sex</th>
      <th>alive</th>
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      <th rowspan="7" valign="top">DC</th>
      <th rowspan="2" valign="top">Female Characters</th>
      <th>Deceased Characters</th>
      <td>7178.0</td>
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      <th>Living Characters</th>
      <td>35085.0</td>
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    <tr>
      <th rowspan="2" valign="top">Genderless Characters</th>
      <th>Deceased Characters</th>
      <td>50.0</td>
    </tr>
    <tr>
      <th>Living Characters</th>
      <td>194.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">Male Characters</th>
      <th>Deceased Characters</th>
      <td>26407.0</td>
    </tr>
    <tr>
      <th>Living Characters</th>
      <td>84498.0</td>
    </tr>
    <tr>
      <th>Transgender Characters</th>
      <th>Deceased Characters</th>
      <td>4.0</td>
    </tr>
    <tr>
      <th rowspan="7" valign="top">Marvel</th>
      <th rowspan="2" valign="top">Agender Characters</th>
      <th>Deceased Characters</th>
      <td>48.0</td>
    </tr>
    <tr>
      <th>Living Characters</th>
      <td>778.0</td>
    </tr>
    <tr>
      <th rowspan="2" valign="top">Female Characters</th>
      <th>Deceased Characters</th>
      <td>10810.0</td>
    </tr>
    <tr>
      <th>Living Characters</th>
      <td>62195.0</td>
    </tr>
    <tr>
      <th>Genderfluid Characters</th>
      <th>Living Characters</th>
      <td>565.0</td>
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    <tr>
      <th rowspan="2" valign="top">Male Characters</th>
      <th>Deceased Characters</th>
      <td>32588.0</td>
    </tr>
    <tr>
      <th>Living Characters</th>
      <td>150013.0</td>
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<h1 id="3.-Get-creative">3. Get creative<a class="anchor-link" href="#3.-Get-creative">&#182;</a></h1>
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<h3 id="What-do-you-think-is-the-most-useful-Pandas-technique-(or-set-of-techniques)-we-have-learned-so-far-(in-class,-labs,-or-readings)?-Come-up-with-an-interesting-question-and-solve-it-using-this-technique.-(10-points-+-10-points-of-extra-credit-for-outstanding-solutions)">What do you think is the most useful Pandas technique (or set of techniques) we have learned so far (in class, labs, or readings)? Come up with an interesting question and solve it using this technique. (10 points + 10 points of extra credit for outstanding solutions)<a class="anchor-link" href="#What-do-you-think-is-the-most-useful-Pandas-technique-(or-set-of-techniques)-we-have-learned-so-far-(in-class,-labs,-or-readings)?-Come-up-with-an-interesting-question-and-solve-it-using-this-technique.-(10-points-+-10-points-of-extra-credit-for-outstanding-solutions)">&#182;</a></h3>
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<p>You can use any of the data sets we have used in class or, for additional points, use a different one.</p>
<p>This is an open ended question and a reasonable solution will earn full credit. Feel free to use any technique we have covered in class and any data set you find interesting.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cast</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="o">.</span><span class="n">from_csv</span><span class="p">(</span><span class="s1">&#39;cast.csv&#39;</span><span class="p">,</span> <span class="n">index_col</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
<span class="n">cast</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">15</span><span class="p">)</span>
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<pre>/Users/johnglennvoorhess/anaconda/lib/python3.5/site-packages/ipykernel_launcher.py:1: FutureWarning: from_csv is deprecated. Please use read_csv(...) instead. Note that some of the default arguments are different, so please refer to the documentation for from_csv when changing your function calls
  &#34;&#34;&#34;Entry point for launching an IPython kernel.
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      <th>0</th>
      <td>Closet Monster</td>
      <td>2015</td>
      <td>Buffy #1</td>
      <td>actor</td>
      <td>Buffy 4</td>
      <td>NaN</td>
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      <th>1</th>
      <td>Suuri illusioni</td>
      <td>1985</td>
      <td>Homo $</td>
      <td>actor</td>
      <td>Guests</td>
      <td>22.0</td>
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      <th>2</th>
      <td>Battle of the Sexes</td>
      <td>2017</td>
      <td>$hutter</td>
      <td>actor</td>
      <td>Bobby Riggs Fan</td>
      <td>10.0</td>
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      <th>3</th>
      <td>Secret in Their Eyes</td>
      <td>2015</td>
      <td>$hutter</td>
      <td>actor</td>
      <td>2002 Dodger Fan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Steve Jobs</td>
      <td>2015</td>
      <td>$hutter</td>
      <td>actor</td>
      <td>1988 Opera House Patron</td>
      <td>NaN</td>
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      <th>5</th>
      <td>Straight Outta Compton</td>
      <td>2015</td>
      <td>$hutter</td>
      <td>actor</td>
      <td>Club Patron</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>6</th>
      <td>Straight Outta Compton</td>
      <td>2015</td>
      <td>$hutter</td>
      <td>actor</td>
      <td>Dopeman</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>7</th>
      <td>For Thy Love 2</td>
      <td>2009</td>
      <td>Bee Moe $lim</td>
      <td>actor</td>
      <td>Thug 1</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>8</th>
      <td>Lapis, Ballpen at Diploma, a True to Life Journey</td>
      <td>2014</td>
      <td>Jori ' Danilo' Jurado Jr.</td>
      <td>actor</td>
      <td>Jaime (young)</td>
      <td>9.0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>Desire (III)</td>
      <td>2014</td>
      <td>Syaiful 'Ariffin</td>
      <td>actor</td>
      <td>Actor Playing Eteocles from 'Antigone'</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>10</th>
      <td>When the Man Went South</td>
      <td>2014</td>
      <td>Taipaleti 'Atu'ake</td>
      <td>actor</td>
      <td>Two Palms - Ua'i Paame</td>
      <td>8.0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>Little Angel (Angelita)</td>
      <td>2015</td>
      <td>Michael 'babeepower' Viera</td>
      <td>actor</td>
      <td>Chico</td>
      <td>9.0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>Mixing Nia</td>
      <td>1998</td>
      <td>Michael 'babeepower' Viera</td>
      <td>actor</td>
      <td>Rapper</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>13</th>
      <td>The Replacements</td>
      <td>2000</td>
      <td>Steven 'Bear'Boyd</td>
      <td>actor</td>
      <td>Defensive Tackle - Washington Sentinels</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>14</th>
      <td>All Out Dysfunktion!</td>
      <td>2016</td>
      <td>Kirlew 'bliss' Vilbon</td>
      <td>actor</td>
      <td>Bliss</td>
      <td>NaN</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># I like the different kinds of visualizations that are possible and the insight that they </span>
<span class="c1"># bring along with outside context.</span>

<span class="c1"># Plot the average number of actor roles per movie by year (what is the trend for size of cast?)</span>

<span class="c1"># I like this one because the graph is indicative of the rise of the &#39;American New Wave&#39; in film </span>
<span class="c1"># and can be visualized in the dip in cast size between the 1960&#39;s and 1980&#39;s.</span>

<span class="n">df8</span> <span class="o">=</span> <span class="n">cast</span>
<span class="n">df9</span> <span class="o">=</span> <span class="n">df8</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;title&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">agg</span><span class="p">({</span><span class="s1">&#39;name&#39;</span><span class="p">:</span><span class="s1">&#39;count&#39;</span><span class="p">})</span>
<span class="n">df9</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="o">.</span><span class="n">agg</span><span class="p">({</span><span class="s1">&#39;name&#39;</span><span class="p">:</span><span class="s1">&#39;mean&#39;</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 0x155cd4860&gt;</pre>
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