act_report.html

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.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 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;
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<h1 id="Project:-Wrangle-and-Analyze-WeRateDogs-Twitter-Account">Project: Wrangle and Analyze WeRateDogs Twitter Account<a class="anchor-link" href="#Project:-Wrangle-and-Analyze-WeRateDogs-Twitter-Account">&#182;</a></h1><h2 id="Udactiy-Data-Analyst-Nanodegree-Program---Project-8-/">Udactiy Data Analyst Nanodegree Program - Project 8 /<a class="anchor-link" href="#Udactiy-Data-Analyst-Nanodegree-Program---Project-8-/">&#182;</a></h2><h2 id="Part-2:-Exploratory-and-Predictive-Data-Analysis">Part 2: Exploratory and Predictive Data Analysis<a class="anchor-link" href="#Part-2:-Exploratory-and-Predictive-Data-Analysis">&#182;</a></h2><h5 id="Esra-Ar&#305;">Esra Ar&#305;<a class="anchor-link" href="#Esra-Ar&#305;">&#182;</a></h5><h5 id="08'18">08'18<a class="anchor-link" href="#08'18">&#182;</a></h5><h2 id="Table-of-Contents">Table of Contents<a class="anchor-link" href="#Table-of-Contents">&#182;</a></h2><ul>
<li><a href="#intro">Introduction</a></li>
<li><a href="#eda">Exploratory Data Analysis</a></li>
<li><a href="#summary">Summary of EDA</a></li>
<li><a href="#predictive">Predictive Data Analysis</a></li>
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<p><a id='intro'></a></p>
<h2 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h2><p>This analysis is 8th project of the Udacity Data Analysis Nanodegree program.Project goal is wrangling WeRateDogs twitter data to create interesting and trustworthy visualizations, both exploratory and predictive analysis trying different machine learning algorithms.</p>
<p>Due to complexity of project, there are 2 different jupyter notebook project named as wrangle_act and act_report in <strong>bold</strong> at below. This jupyter notebook includes act_report which is exploratory and predictive data analysis.</p>
<p>Methodology in this project is given following:</p>
<ul>
<li>Data wrangling, which consists of: <strong>(wrangle_act - Data Wrangling)</strong><ul>
<li>Gathering data</li>
<li>Assessing data </li>
<li>Cleaning data</li>
<li>Storing/Exporting data</li>
</ul>
</li>
</ul>
<ul>
<li>Exploratory Data Analysis <strong>(act_report - Exploratory and Predictive Analyses)</strong><ul>
<li>Analyzing data   </li>
<li>Visualizing data</li>
</ul>
</li>
</ul>
<ul>
<li>Predictive Data Analysis <strong>(Word documentation which includes all process in summary.)</strong><ul>
<li>Editing Metadata</li>
<li>Missing Value Treatment</li>
<li>Feature Extraction / Feature Hashing</li>
<li>Dimension Reduction / Principle Component Analysis</li>
<li>Using different sampling techniques such as oversampling </li>
<li>Data splitting</li>
<li>Trying different supervised machine learning algorithms with different parameters. (Random forest and boosted decision tree algorithms were applied for this project on Azure network)</li>
<li>Reporting on 1) data wrangling efforts and 2) data analyses and visualizations 3) prediction methodology in an executive way with Microsoft word.</li>
</ul>
</li>
</ul>

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<p><a id='eda'></a></p>
<h2 id="Exploratory-Data-Analysis">Exploratory Data Analysis<a class="anchor-link" href="#Exploratory-Data-Analysis">&#182;</a></h2>
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<p>In the data wrangling part, I gathered, assessed and cleaned data comes from three different sources. As explanied in the wrangling data jupyter notebook, most of data quality and tidiness issue was improved (... point defined, coded and tested).</p>
<p>Exploratory Data Analysis (EDA) is the numerical and graphical examination of data characteristics and relationships before formal, rigorous statistical analyses are applied.</p>
<p>EDA can lead to insights, which may uncover to other questions, and eventually predictive models. It also is an important “line of defense” against bad data and is an opportunity to notice that your assumptions or intuitions about a data set are violated. Therefore, in this part, I will try to explore data both quantitatively and visually.Also, I will decide what I am going to predict from tweet's information in accordance with exploration. Possible prediction features outstanded in the wrangling section are listed above.</p>
<ul>
<li>Predicting score using text, tweet information like number of retweeted, favorited, etc. and image prediction result.</li>
<li>Predicting dogs' breed using using text, tweet information like number of retweeted, favorited, etc.</li>
</ul>

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<h3 id="One-Variable-Exploratory-Analysis">One Variable Exploratory Analysis<a class="anchor-link" href="#One-Variable-Exploratory-Analysis">&#182;</a></h3><p>Importing necessary packages and cleaned dataset.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">import</span> <span class="nn">os</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_all</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;twitter_archive_master.csv&#39;</span><span class="p">)</span>
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<p>Let's remember basic information about dataset</p>

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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 1625 entries, 0 to 1624
Data columns (total 34 columns):
retweet_count            1625 non-null int64
favorite_count           1625 non-null int64
lang                     1625 non-null object
created_at               1625 non-null object
tweet_id                 1625 non-null float64
timestamp                1625 non-null object
source                   1625 non-null object
text                     1625 non-null object
expanded_urls            1625 non-null object
rating_numerator         1625 non-null float64
rating_denominator       1625 non-null float64
name                     1625 non-null object
doggo                    1625 non-null object
floofer                  1625 non-null object
pupper                   1625 non-null object
puppo                    1625 non-null object
jpg_url                  1625 non-null object
img_num                  1625 non-null float64
p1                       1625 non-null object
p1_conf                  1625 non-null float64
p1_dog                   1625 non-null bool
p2                       1625 non-null object
p2_conf                  1625 non-null float64
p2_dog                   1625 non-null bool
p3                       1625 non-null object
p3_conf                  1625 non-null float64
p3_dog                   1625 non-null bool
final_prediction         1625 non-null object
final_prediction_conf    1625 non-null float64
new_dog_names            1158 non-null object
dog_gender               727 non-null object
date                     1625 non-null object
time                     1625 non-null object
stage                    1625 non-null object
dtypes: bool(3), float64(8), int64(2), object(21)
memory usage: 398.4+ KB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_all</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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    <tr style="text-align: right;">
      <th></th>
      <th>retweet_count</th>
      <th>favorite_count</th>
      <th>tweet_id</th>
      <th>rating_numerator</th>
      <th>rating_denominator</th>
      <th>img_num</th>
      <th>p1_conf</th>
      <th>p2_conf</th>
      <th>p3_conf</th>
      <th>final_prediction_conf</th>
    </tr>
  </thead>
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    <tr>
      <th>count</th>
      <td>1625.000000</td>
      <td>1625.000000</td>
      <td>1.625000e+03</td>
      <td>1625.000000</td>
      <td>1625.000000</td>
      <td>1625.000000</td>
      <td>1625.000000</td>
      <td>1625.000000</td>
      <td>1.625000e+03</td>
      <td>1625.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>2493.293538</td>
      <td>8520.427077</td>
      <td>7.384255e+17</td>
      <td>11.457846</td>
      <td>10.554462</td>
      <td>1.216615</td>
      <td>0.605994</td>
      <td>0.136341</td>
      <td>6.108134e-02</td>
      <td>0.550274</td>
    </tr>
    <tr>
      <th>std</th>
      <td>4337.790720</td>
      <td>12106.593738</td>
      <td>6.833344e+16</td>
      <td>8.254696</td>
      <td>7.074351</td>
      <td>0.577573</td>
      <td>0.267350</td>
      <td>0.101156</td>
      <td>5.183068e-02</td>
      <td>0.300172</td>
    </tr>
    <tr>
      <th>min</th>
      <td>13.000000</td>
      <td>80.000000</td>
      <td>6.660209e+17</td>
      <td>0.000000</td>
      <td>2.000000</td>
      <td>1.000000</td>
      <td>0.044333</td>
      <td>0.000010</td>
      <td>2.160900e-07</td>
      <td>0.000010</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>605.000000</td>
      <td>2033.000000</td>
      <td>6.769579e+17</td>
      <td>10.000000</td>
      <td>10.000000</td>
      <td>1.000000</td>
      <td>0.379055</td>
      <td>0.054787</td>
      <td>1.588320e-02</td>
      <td>0.302200</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>1311.000000</td>
      <td>4049.000000</td>
      <td>7.106587e+17</td>
      <td>11.000000</td>
      <td>10.000000</td>
      <td>1.000000</td>
      <td>0.609715</td>
      <td>0.120481</td>
      <td>4.981050e-02</td>
      <td>0.550506</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>2877.000000</td>
      <td>10575.000000</td>
      <td>7.931506e+17</td>
      <td>12.000000</td>
      <td>10.000000</td>
      <td>1.000000</td>
      <td>0.853684</td>
      <td>0.197897</td>
      <td>9.451960e-02</td>
      <td>0.822940</td>
    </tr>
    <tr>
      <th>max</th>
      <td>76893.000000</td>
      <td>142654.000000</td>
      <td>8.921774e+17</td>
      <td>165.000000</td>
      <td>150.000000</td>
      <td>4.000000</td>
      <td>0.999984</td>
      <td>0.467678</td>
      <td>2.734190e-01</td>
      <td>0.999956</td>
    </tr>
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<p>It can be seen that there are outliers in confidence features such as p1_conf, p2_conf, etc.</p>
<p>Also, notice that non-numeric columns are dropped from the statistical summary provided by df.describe().
I can get a summary of the categorical variables by passing only those columns to describe():</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">categorical</span>  <span class="o">=</span> <span class="n">df_all</span><span class="o">.</span><span class="n">dtypes</span><span class="p">[</span><span class="n">df_all</span><span class="o">.</span><span class="n">dtypes</span> <span class="o">==</span> <span class="s2">&quot;object&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">index</span>
<span class="nb">print</span><span class="p">(</span><span class="n">categorical</span><span class="p">)</span>

<span class="n">df_all</span><span class="p">[</span><span class="n">categorical</span><span class="p">]</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<pre>Index([&#39;lang&#39;, &#39;created_at&#39;, &#39;timestamp&#39;, &#39;source&#39;, &#39;text&#39;, &#39;expanded_urls&#39;,
       &#39;name&#39;, &#39;doggo&#39;, &#39;floofer&#39;, &#39;pupper&#39;, &#39;puppo&#39;, &#39;jpg_url&#39;, &#39;p1&#39;, &#39;p2&#39;,
       &#39;p3&#39;, &#39;final_prediction&#39;, &#39;new_dog_names&#39;, &#39;dog_gender&#39;, &#39;date&#39;, &#39;time&#39;,
       &#39;stage&#39;],
      dtype=&#39;object&#39;)
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<table border="1" class="dataframe">
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      <th></th>
      <th>lang</th>
      <th>created_at</th>
      <th>timestamp</th>
      <th>source</th>
      <th>text</th>
      <th>expanded_urls</th>
      <th>name</th>
      <th>doggo</th>
      <th>floofer</th>
      <th>pupper</th>
      <th>...</th>
      <th>jpg_url</th>
      <th>p1</th>
      <th>p2</th>
      <th>p3</th>
      <th>final_prediction</th>
      <th>new_dog_names</th>
      <th>dog_gender</th>
      <th>date</th>
      <th>time</th>
      <th>stage</th>
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  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>1625</td>
      <td>1625</td>
      <td>1625</td>
      <td>1625</td>
      <td>1625</td>
      <td>1625</td>
      <td>1625</td>
      <td>1625</td>
      <td>1625</td>
      <td>1625</td>
      <td>...</td>
      <td>1625</td>
      <td>1625</td>
      <td>1625</td>
      <td>1625</td>
      <td>1625</td>
      <td>1158</td>
      <td>727</td>
      <td>1625</td>
      <td>1625</td>
      <td>1625</td>
    </tr>
    <tr>
      <th>unique</th>
      <td>4</td>
      <td>1625</td>
      <td>1625</td>
      <td>3</td>
      <td>1625</td>
      <td>1625</td>
      <td>828</td>
      <td>2</td>
      <td>2</td>
      <td>2</td>
      <td>...</td>
      <td>1625</td>
      <td>210</td>
      <td>225</td>
      <td>231</td>
      <td>113</td>
      <td>826</td>
      <td>2</td>
      <td>566</td>
      <td>670</td>
      <td>8</td>
    </tr>
    <tr>
      <th>top</th>
      <td>en</td>
      <td>Tue Aug 16 22:00:23 +0000 2016</td>
      <td>2015-12-24 20:00:22</td>
      <td>Twitter for iPhone</td>
      <td>Happy Wednesday here's a bucket of pups. 44/40...</td>
      <td>https://twitter.com/dog_rates/status/837366284...</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>...</td>
      <td>https://pbs.twimg.com/media/CcfQgHVWoAAxauy.jpg</td>
      <td>golden retriever</td>
      <td>labrador retriever</td>
      <td>labrador retriever</td>
      <td>golden retriever</td>
      <td>Lucy</td>
      <td>male</td>
      <td>11-29-2015</td>
      <td>16:00</td>
      <td>None</td>
    </tr>
    <tr>
      <th>freq</th>
      <td>1620</td>
      <td>1</td>
      <td>1</td>
      <td>1596</td>
      <td>1</td>
      <td>1</td>
      <td>404</td>
      <td>1566</td>
      <td>1617</td>
      <td>1454</td>
      <td>...</td>
      <td>1</td>
      <td>128</td>
      <td>88</td>
      <td>73</td>
      <td>143</td>
      <td>10</td>
      <td>533</td>
      <td>22</td>
      <td>18</td>
      <td>1374</td>
    </tr>
  </tbody>
</table>
<p>4 rows × 21 columns</p>
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<p>Let's visualize numeric variables. Firstly, I would like to view all of them in one.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_all</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span> <span class="mi">20</span><span class="p">))</span>
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<p>Because, I have already created one feature called final_prediction value shows final prection of dogs's breed. I will not explore these variables and I will exclude them before starting the model.</p>

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<h2 id="Investigation-of-predicted-dogs'-breed">Investigation of predicted dogs' breed<a class="anchor-link" href="#Investigation-of-predicted-dogs'-breed">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_all</span><span class="o">.</span><span class="n">final_prediction</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">40</span><span class="p">)</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">bar</span><span class="p">()</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x24984931a58&gt;</pre>
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<p>It can be seen that final_prediction features which includes predicted breeds of dog has so many unique value. Therefore, this graphs gives us great intiution that predicting dog's breed cannot be good model. Instead of predicting it, I can try to understand whether dog's breed retriever or not.</p>

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<p><strong><em> Define </em></strong></p>
<p>Create new feature gives information of whether dog's breed retriever or not. If it is retiever, assign 1 else 0.</p>

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<p><strong><em> Code </em></strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">retriever_flag</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">retriever</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;retriever&#39;</span><span class="p">]</span>

<span class="k">for</span> <span class="n">final_prediction</span> <span class="ow">in</span> <span class="n">df_all</span><span class="p">[</span><span class="s1">&#39;final_prediction&#39;</span><span class="p">]:</span>
    <span class="c1"># retriever</span>
    <span class="k">if</span> <span class="nb">any</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">v</span><span class="p">:</span><span class="n">v</span> <span class="ow">in</span> <span class="n">retriever</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">final_prediction</span><span class="p">)</span><span class="o">.</span><span class="n">split</span><span class="p">())):</span>
        <span class="n">retriever_flag</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">retriever_flag</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
        
<span class="n">df_all</span><span class="p">[</span><span class="s1">&#39;retriever_flag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">retriever_flag</span>
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<p><strong><em>Test</em></strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_all</span><span class="p">[</span><span class="s1">&#39;retriever_flag&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>0    1337
1     288
Name: retriever_flag, dtype: int64</pre>
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<h2 id="Comparing-name-and-new-named-column-created-in-the-data-wrangling-part">Comparing name and new named column created in the data wrangling part<a class="anchor-link" href="#Comparing-name-and-new-named-column-created-in-the-data-wrangling-part">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_all</span><span class="o">.</span><span class="n">new_dog_names</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">40</span><span class="p">)</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">bar</span><span class="p">()</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x249865754a8&gt;</pre>
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<div class="prompt input_prompt">In&nbsp;[99]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_all</span><span class="o">.</span><span class="n">name</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">40</span><span class="p">)</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">bar</span><span class="p">()</span>
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<div class="prompt output_prompt">Out[99]:</div>


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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x249854e7b38&gt;</pre>
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<p>I will drop name coloumn includes old names of dogs due to data quality issue.</p>

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<h2 id="lang-column-investigation">lang column investigation<a class="anchor-link" href="#lang-column-investigation">&#182;</a></h2>
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<div class="prompt input_prompt">In&nbsp;[103]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_all</span><span class="o">.</span><span class="n">lang</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">bar</span><span class="p">()</span>
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<div class="prompt output_prompt">Out[103]:</div>


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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x24984b52e10&gt;</pre>
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<p>I will drop this feature beacuse there is no information in it.</p>

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<h2 id="source-column-investigation">source column investigation<a class="anchor-link" href="#source-column-investigation">&#182;</a></h2>
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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">df_all</span><span class="o">.</span><span class="n">source</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span> <span class="o">=</span> <span class="s1">&#39;bar&#39;</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x254dcc15550&gt;</pre>
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<p>Most of tweets comes from iphone.</p>

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<h2 id="dog_gender-investigation">dog_gender investigation<a class="anchor-link" href="#dog_gender-investigation">&#182;</a></h2>
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<div class="prompt input_prompt">In&nbsp;[5]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_all</span><span class="o">.</span><span class="n">dog_gender</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span> <span class="o">=</span> <span class="s1">&#39;pie&#39;</span><span class="p">,</span> <span class="n">autopct</span><span class="o">=</span><span class="s1">&#39;</span><span class="si">%1.1f%%</span><span class="s1">&#39;</span><span class="p">)</span>
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<div class="prompt output_prompt">Out[5]:</div>


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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x254dc7c0908&gt;</pre>
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<p>%73 of dogs is male according to text included in tweets.</p>

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<h2 id="stages-investigation">stages investigation<a class="anchor-link" href="#stages-investigation">&#182;</a></h2>
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<div class="prompt input_prompt">In&nbsp;[14]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_all</span><span class="o">.</span><span class="n">stage</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">bar</span><span class="p">()</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x254dcb8af28&gt;</pre>
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<p>Most of stages of dog information cannot be understanded from text. However, it can be still beneficial to see on modelling stage.</p>

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<h3 id="Multi-variate-Exploratory-Analysis">Multi-variate Exploratory Analysis<a class="anchor-link" href="#Multi-variate-Exploratory-Analysis">&#182;</a></h3><p>In this section, I will investigate dataset with the perceptive of interaction between features.</p>

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<h3 id="Correlation-between-float-features">Correlation between float features<a class="anchor-link" href="#Correlation-between-float-features">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">e</span><span class="p">,</span><span class="n">ea</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">5</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">df_all</span><span class="p">[[</span><span class="s1">&#39;retweet_count&#39;</span><span class="p">,</span> <span class="s1">&#39;favorite_count&#39;</span><span class="p">,</span>
                       <span class="s1">&#39;rating_numerator&#39;</span><span class="p">,</span> <span class="s1">&#39;final_prediction&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">corr</span><span class="p">(),</span> <span class="n">annot</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">linewidths</span><span class="o">=.</span><span class="mi">5</span><span class="p">,</span> <span class="n">fmt</span><span class="o">=</span> <span class="s1">&#39;.1f&#39;</span><span class="p">,</span><span class="n">ax</span><span class="o">=</span><span class="n">ea</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Correlation Map&#39;</span><span class="p">)</span>
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<pre>Text(0.5,1,&#39;Correlation Map&#39;)</pre>
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<p>It can been from correlation map, number of favourite and retweet count are very correlated with each other like expected. Let's look at in more detailed.</p>

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<div class="prompt input_prompt">In&nbsp;[44]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">set_style</span><span class="p">(</span><span class="s1">&#39;whitegrid&#39;</span><span class="p">)</span>
<span class="n">g</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">jointplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;retweet_count&quot;</span><span class="p">,</span> 
                  <span class="n">y</span><span class="o">=</span><span class="s2">&quot;favorite_count&quot;</span><span class="p">,</span> 
                  <span class="n">data</span><span class="o">=</span><span class="n">df_all</span><span class="p">,</span> 
                  <span class="n">color</span><span class="o">=</span><span class="s2">&quot;grey&quot;</span><span class="p">,</span>
                  <span class="n">kind</span><span class="o">=</span><span class="s2">&quot;kde&quot;</span><span class="p">,</span> 
                  <span class="n">size</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span>
<span class="n">g</span><span class="o">.</span><span class="n">plot_joint</span><span class="p">(</span><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">,</span>  
             <span class="n">c</span><span class="o">=</span><span class="s2">&quot;black&quot;</span><span class="p">,</span>
             <span class="n">s</span><span class="o">=</span><span class="mi">80</span><span class="p">,</span> 
             <span class="n">linewidth</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> 
             <span class="n">marker</span><span class="o">=</span><span class="s2">&quot;.&quot;</span><span class="p">,</span>
             <span class="n">alpha</span><span class="o">=</span><span class="mf">0.45</span><span class="p">)</span>
<span class="n">g</span><span class="o">.</span><span class="n">set_axis_labels</span><span class="p">(</span><span class="s2">&quot;Retweet Count&quot;</span><span class="p">,</span> <span class="s2">&quot;Favorite Count&quot;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>

<span class="n">g</span><span class="o">.</span><span class="n">fig</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="n">top</span><span class="o">=</span><span class="mf">0.9</span><span class="p">)</span>
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<h2 id="Top-favorited-and-tweeted-url-information">Top favorited and tweeted url information<a class="anchor-link" href="#Top-favorited-and-tweeted-url-information">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">top_retweet_url</span> <span class="o">=</span> <span class="n">df_all</span><span class="p">[</span><span class="n">df_all</span><span class="o">.</span><span class="n">retweet_count</span> <span class="o">==</span> <span class="nb">max</span><span class="p">(</span><span class="n">df_all</span><span class="o">.</span><span class="n">retweet_count</span><span class="p">)]</span>
<span class="n">top_retweet_url</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>retweet_count</th>
      <th>favorite_count</th>
      <th>lang</th>
      <th>created_at</th>
      <th>tweet_id</th>
      <th>timestamp</th>
      <th>source</th>
      <th>text</th>
      <th>expanded_urls</th>
      <th>rating_numerator</th>
      <th>...</th>
      <th>p3</th>
      <th>p3_conf</th>
      <th>p3_dog</th>
      <th>final_prediction</th>
      <th>final_prediction_conf</th>
      <th>new_dog_names</th>
      <th>dog_gender</th>
      <th>date</th>
      <th>time</th>
      <th>stage</th>
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  </thead>
  <tbody>
    <tr>
      <th>651</th>
      <td>76893</td>
      <td>127616</td>
      <td>en</td>
      <td>Sat Jun 18 18:26:18 +0000 2016</td>
      <td>7.442348e+17</td>
      <td>2016-06-18 18:26:18</td>
      <td>Twitter for iPhone</td>
      <td>Here's a doggo realizing you can stand in a po...</td>
      <td>https://twitter.com/dog_rates/status/744234799...</td>
      <td>13.0</td>
      <td>...</td>
      <td>whippet</td>
      <td>0.018442</td>
      <td>True</td>
      <td>labrador retriever</td>
      <td>0.825333</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>06-18-2016</td>
      <td>18:26</td>
      <td>doggo</td>
    </tr>
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</table>
<p>1 rows × 34 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">top_favorite_url</span> <span class="o">=</span> <span class="n">df_all</span><span class="o">.</span><span class="n">expanded_urls</span><span class="p">[</span><span class="n">df_all</span><span class="o">.</span><span class="n">favorite_count</span> <span class="o">==</span> <span class="nb">max</span><span class="p">(</span><span class="n">df_all</span><span class="o">.</span><span class="n">favorite_count</span><span class="p">)]</span>
<span class="n">top_favorite_url</span>
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<pre>273    https://twitter.com/dog_rates/status/822872901...
Name: expanded_urls, dtype: object</pre>
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<p><a id='summary'></a></p>
<h2 id="Summary-of-EDA">Summary of EDA<a class="anchor-link" href="#Summary-of-EDA">&#182;</a></h2><ul>
<li>According to univariate data analysis, some variables should be dropped due to existence of outliers, better alternatives or no information value such as p1, p1_dog, lang, name, etc.</li>
<li>In addition, final_prediction feature which includes predicted breeds of dog has so many unique value. Therefore, predicting dog's breed cannot be good target variable. Instead of predicting it, understanding whether dog’s breed retriever or not will be used for further analysis.</li>
<li>Final but not least, %73 percent of dog is male. Most of tweets distributed between 0-20K for favorite counts and 0-10K for retweet count means have left skewed distributions. Also, there is no relationship between dog’s rating and favorite or retweet count.</li>
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<h2 id="Predictive-Data-Analysis">Predictive Data Analysis<a class="anchor-link" href="#Predictive-Data-Analysis">&#182;</a></h2><p>Analysis has been done on Microsoft Azure Machine Learning studio environment details are given in the word document.</p>

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