wrangle_act.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />

<title>wrangle_act</title>

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<style type="text/css">
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/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
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sub {
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figure {
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  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  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 {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
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<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
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.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
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.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
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<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }

.ansi-bold { font-weight: bold; }

    </style>
<style type="text/css">
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<h1 id="@dog_rates-Twitter-Wrangling-&amp;-Analysis">@dog_rates Twitter Wrangling &amp; Analysis<a class="anchor-link" href="#@dog_rates-Twitter-Wrangling-&amp;-Analysis">&#182;</a></h1><h2 id="Table-of-Contents">Table of Contents<a class="anchor-link" href="#Table-of-Contents">&#182;</a></h2><ul>
<li>&lt;a href = '#intro'&gt;Introduction&lt;/a&gt; </li>
<li>&lt;a href = '#gather'&gt;Gathering&lt;/a&gt;</li>
<li>&lt;a href = '#assess'&gt;Assessment&lt;/a&gt;</li>
<li>&lt;a href = '#clean'&gt;Cleaning&lt;/a&gt;</li>
<li>&lt;a href = '#store'&gt;Storing &lt;/a&gt;</li>
<li>&lt;a href = '#analyse and visualize'&gt;  Analyzing &amp; Visualizing &lt;/a&gt;</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>The goal of this project is to gather data of @dog_rates twitter account from twitter api, a csv file and a web-server whose url is provided, then the data will be analysed for Quality and Tidiness, followed by cleaning the dataset and finally provide analyze the data, display insights and visualizations.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">requests</span>
<span class="kn">import</span> <span class="nn">json</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">os</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">tweepy</span>
<span class="kn">from</span> <span class="nn">matplotlib</span> <span class="k">import</span> <span class="n">pyplot</span> <span class="k">as</span> <span class="n">plt</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
<span class="n">pd</span><span class="o">.</span><span class="n">set_option</span><span class="p">(</span><span class="s1">&#39;display.max_colwidth&#39;</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span>
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<p>&lt;a id = 'gather'&gt;&lt;/a&gt;</p>
<h2 id="Gathering">Gathering<a class="anchor-link" href="#Gathering">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#read the twitter-archive and load it into a dataframe</span>
<span class="n">twitter_archive</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-enhanced.csv&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#make an http get request to given url and store the contents in a text file</span>
<span class="n">url</span> <span class="o">=</span> <span class="s1">&#39;https://d17h27t6h515a5.cloudfront.net/topher/2017/August/599fd2ad_image-predictions/image-predictions.tsv&#39;</span>
<span class="n">response</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">url</span><span class="p">)</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s2">&quot;image_predictions.txt&quot;</span><span class="p">,</span><span class="s2">&quot;w&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">file</span><span class="p">:</span>
    <span class="n">file</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">response</span><span class="o">.</span><span class="n">text</span><span class="p">)</span>
<span class="c1"># load the response data into a pandas dataframe</span>
<span class="n">image_predictions</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="s2">&quot;image_predictions.txt&quot;</span><span class="p">,</span> <span class="n">sep</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># With proper authentication initialize a tweepy.API() object</span>
<span class="n">access_token</span> <span class="o">=</span> <span class="s1">&#39;1277585037215404032-2iCREQdZiTl1VkqDLHSJHGEDzc8lwN&#39;</span>
<span class="n">access_token_secret</span> <span class="o">=</span> <span class="s1">&#39;mS1dvfSfeFvwnJYMNxAT0muosFWvexNTk25XBN7fOhcH7&#39;</span>
<span class="n">consumer_key</span> <span class="o">=</span> <span class="s1">&#39;QIhJIbpOQiIQOngWKJdaDHF1x&#39;</span>
<span class="n">consumer_secret</span> <span class="o">=</span> <span class="s1">&#39;WEiq5mzcDLQpEQJ062LHgbM8mvp3zsRXjkNq4p2cn1McFWbGq4&#39;</span>
<span class="n">auth</span> <span class="o">=</span> <span class="n">tweepy</span><span class="o">.</span><span class="n">OAuthHandler</span><span class="p">(</span><span class="n">consumer_key</span><span class="p">,</span> <span class="n">consumer_secret</span><span class="p">)</span>
<span class="n">auth</span><span class="o">.</span><span class="n">set_access_token</span><span class="p">(</span><span class="n">access_token</span><span class="p">,</span> <span class="n">access_token_secret</span><span class="p">)</span>

<span class="n">api</span> <span class="o">=</span> <span class="n">tweepy</span><span class="o">.</span><span class="n">API</span><span class="p">(</span><span class="n">auth</span><span class="p">,</span> <span class="n">wait_on_rate_limit</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span> <span class="n">wait_on_rate_limit_notify</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># make a list of all the tweet ids</span>
<span class="n">tweet_ids</span> <span class="o">=</span> <span class="n">twitter_archive</span><span class="o">.</span><span class="n">tweet_id</span>
<span class="c1">#create an empty list to store the API response</span>
<span class="n">tweet_list</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
<span class="c1">#Call the get_status method with each tweet id as parameter to get tweet data and add it to the list</span>
<span class="k">for</span> <span class="n">tid</span> <span class="ow">in</span> <span class="n">tweet_ids</span><span class="p">:</span>
    <span class="k">try</span><span class="p">:</span>
        <span class="n">tweet</span> <span class="o">=</span> <span class="n">api</span><span class="o">.</span><span class="n">get_status</span><span class="p">(</span><span class="n">tid</span><span class="p">,</span> <span class="n">mode</span> <span class="o">=</span> <span class="s1">&#39;extended&#39;</span><span class="p">)</span>
        <span class="n">tweet_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tweet</span><span class="o">.</span><span class="n">_json</span><span class="p">)</span>
        <span class="c1"># display tweet id to verify that tweets are being appended</span>
        <span class="nb">print</span><span class="p">(</span><span class="n">tweet</span><span class="o">.</span><span class="n">_json</span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">])</span>
    <span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
        <span class="c1"># get the error message and tweet ids for tweets that can&#39;t be accessed</span>
        <span class="n">tweet_list</span><span class="o">.</span><span class="n">append</span><span class="p">({</span><span class="s1">&#39;tweet_id&#39;</span> <span class="p">:</span> <span class="n">tid</span><span class="p">,</span> <span class="s1">&#39;data&#39;</span> <span class="p">:</span> <span class="s1">&#39; &#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="vm">__dict__</span><span class="p">[</span><span class="s1">&#39;reason&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">()[</span><span class="mi">3</span><span class="p">:])[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;{&#39;</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">)})</span>
        <span class="nb">print</span><span class="p">(</span><span class="n">tid</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="vm">__dict__</span><span class="p">[</span><span class="s1">&#39;reason&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">()[</span><span class="mi">3</span><span class="p">:])[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;}&#39;</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">))</span>
        
        
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># use json.dumps to covert the list in to a json string and save the data to tweet_json.txt file&#39;</span>
<span class="n">jstr</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">tweet_list</span><span class="p">,</span> <span class="n">indent</span> <span class="o">=</span> <span class="mi">2</span><span class="p">)</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s1">&#39;tweet_json.txt&#39;</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">json_file</span><span class="p">:</span>
    <span class="n">json_file</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">jstr</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># read the data from tweet_json.txt and load it into a dataframe</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s1">&#39;tweet_json.txt&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">json_file</span><span class="p">:</span>
    <span class="n">tweet_data_complete</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">json_file</span><span class="o">.</span><span class="n">read</span><span class="p">()))</span>
<span class="c1"># create another dataframe that contains required info only</span>
<span class="n">tweet_data</span> <span class="o">=</span> <span class="n">tweet_data_complete</span><span class="p">[[</span><span class="s1">&#39;id&#39;</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>
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<h2 id="Assessment">Assessment<a class="anchor-link" href="#Assessment">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># visually assessing twitter_archive data</span>
<span class="n">twitter_archive</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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    }

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<table border="1" class="dataframe">
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    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>in_reply_to_status_id</th>
      <th>in_reply_to_user_id</th>
      <th>timestamp</th>
      <th>source</th>
      <th>text</th>
      <th>retweeted_status_id</th>
      <th>retweeted_status_user_id</th>
      <th>retweeted_status_timestamp</th>
      <th>expanded_urls</th>
      <th>rating_numerator</th>
      <th>rating_denominator</th>
      <th>name</th>
      <th>doggo</th>
      <th>floofer</th>
      <th>pupper</th>
      <th>puppo</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>782</th>
      <td>775364825476165632</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2016-09-12 16:05:54 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Finley. He's an independent doggo still adjusting to life on his own. 11/10 https://t.co/7FNcBaKbci</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/775364825476165632/photo/1,https://twitter.com/dog_rates/status/775364825476165632/photo/1,https://twitter.com/dog_rates/status/775364825476165632/photo/1,https://twitter.com/dog_rates/status/775364825476165632/photo/1</td>
      <td>11</td>
      <td>10</td>
      <td>Finley</td>
      <td>doggo</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2061</th>
      <td>671166507850801152</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-30 03:18:59 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Herm. It's his first day of potty training. He's doing great. You got this Herm. 10/10 stellar pup https://t.co/gFl60yFJ0w</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/671166507850801152/photo/1</td>
      <td>10</td>
      <td>10</td>
      <td>Herm</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>926</th>
      <td>754874841593970688</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2016-07-18 03:06:01 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>RT @dog_rates: This is Rubio. He has too much skin. 11/10 https://t.co/NLOHmlENag</td>
      <td>6.791584e+17</td>
      <td>4.196984e+09</td>
      <td>2015-12-22 04:35:49 +0000</td>
      <td>https://twitter.com/dog_rates/status/679158373988876288/photo/1,https://twitter.com/dog_rates/status/679158373988876288/photo/1</td>
      <td>11</td>
      <td>10</td>
      <td>Rubio</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>674</th>
      <td>789599242079838210</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2016-10-21 22:48:24 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Brownie. She's wearing a Halloween themed onesie. 12/10 festive af https://t.co/0R4meWXFOx</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/789599242079838210/photo/1,https://twitter.com/dog_rates/status/789599242079838210/photo/1</td>
      <td>12</td>
      <td>10</td>
      <td>Brownie</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>9</th>
      <td>890240255349198849</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-26 15:59:51 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Cassie. She is a college pup. Studying international doggo communication and stick theory. 14/10 so elegant much sophisticate https://t.co/t1bfwz5S2A</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/890240255349198849/photo/1</td>
      <td>14</td>
      <td>10</td>
      <td>Cassie</td>
      <td>doggo</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1064</th>
      <td>740995100998766593</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2016-06-09 19:52:53 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Leo. He's a vape god. Blows o's for days. Probably drives a Subaru. Definitely owns multiple fedoras. 10/10 https://t.co/nt2x3fHaRJ</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/740995100998766593/photo/1</td>
      <td>10</td>
      <td>10</td>
      <td>Leo</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1699</th>
      <td>680970795137544192</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-12-27 04:37:44 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>I thought I made this very clear. We only rate dogs. Stop sending other things like this shark. Thank you... 9/10 https://t.co/CXSJZ4Stk3</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/680970795137544192/photo/1</td>
      <td>9</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1714</th>
      <td>680440374763077632</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-12-25 17:30:01 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Merry Christmas. My gift to you is this tiny unicorn running into a wall in slow motion. 11/10 https://t.co/UKqIAnR3He</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/680440374763077632/video/1</td>
      <td>11</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>510</th>
      <td>812372279581671427</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2016-12-23 19:00:19 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Moe. He's a fetty woof. Got a cardboard cutout of himself for Christmas. 13/10 inspirational af https://t.co/gCnAeL2mvT</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/812372279581671427/photo/1,https://twitter.com/dog_rates/status/812372279581671427/photo/1</td>
      <td>13</td>
      <td>10</td>
      <td>Moe</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1540</th>
      <td>689659372465688576</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2016-01-20 04:03:02 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Ricky. He's being escorted out of the dog park for talking shit about the other dogs. 8/10 not cool Ricky https://t.co/XtDkrsdEfF</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/689659372465688576/photo/1</td>
      <td>8</td>
      <td>10</td>
      <td>Ricky</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
  </tbody>
</table>
</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#visually assessing image_predictions data</span>
<span class="n">image_predictions</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>jpg_url</th>
      <th>img_num</th>
      <th>p1</th>
      <th>p1_conf</th>
      <th>p1_dog</th>
      <th>p2</th>
      <th>p2_conf</th>
      <th>p2_dog</th>
      <th>p3</th>
      <th>p3_conf</th>
      <th>p3_dog</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>2037</th>
      <td>884562892145688576</td>
      <td>https://pbs.twimg.com/media/DEaZQkfXUAEC7qB.jpg</td>
      <td>1</td>
      <td>pug</td>
      <td>0.546406</td>
      <td>True</td>
      <td>French_bulldog</td>
      <td>0.404291</td>
      <td>True</td>
      <td>Brabancon_griffon</td>
      <td>0.044002</td>
      <td>True</td>
    </tr>
    <tr>
      <th>455</th>
      <td>674767892831932416</td>
      <td>https://pbs.twimg.com/media/CV1B0WkWwAEBKVx.jpg</td>
      <td>1</td>
      <td>shower_curtain</td>
      <td>0.238855</td>
      <td>False</td>
      <td>sarong</td>
      <td>0.092414</td>
      <td>False</td>
      <td>kimono</td>
      <td>0.056412</td>
      <td>False</td>
    </tr>
    <tr>
      <th>1195</th>
      <td>740365076218183684</td>
      <td>https://pbs.twimg.com/media/CkZOGhJWsAAHvPv.jpg</td>
      <td>1</td>
      <td>bow_tie</td>
      <td>0.246313</td>
      <td>False</td>
      <td>Windsor_tie</td>
      <td>0.172446</td>
      <td>False</td>
      <td>mushroom</td>
      <td>0.137516</td>
      <td>False</td>
    </tr>
    <tr>
      <th>181</th>
      <td>669328503091937280</td>
      <td>https://pbs.twimg.com/media/CUnuuLEWEAAlKjN.jpg</td>
      <td>1</td>
      <td>Siberian_husky</td>
      <td>0.424202</td>
      <td>True</td>
      <td>Eskimo_dog</td>
      <td>0.237660</td>
      <td>True</td>
      <td>malamute</td>
      <td>0.052572</td>
      <td>True</td>
    </tr>
    <tr>
      <th>1549</th>
      <td>792913359805018113</td>
      <td>https://pbs.twimg.com/media/CwD-eCLWIAA6v0B.jpg</td>
      <td>4</td>
      <td>web_site</td>
      <td>0.226716</td>
      <td>False</td>
      <td>lighter</td>
      <td>0.081941</td>
      <td>False</td>
      <td>switch</td>
      <td>0.039009</td>
      <td>False</td>
    </tr>
    <tr>
      <th>1116</th>
      <td>725729321944506368</td>
      <td>https://pbs.twimg.com/media/ChJO9YaWYAEL0zC.jpg</td>
      <td>1</td>
      <td>boxer</td>
      <td>0.599076</td>
      <td>True</td>
      <td>bull_mastiff</td>
      <td>0.177318</td>
      <td>True</td>
      <td>French_bulldog</td>
      <td>0.141461</td>
      <td>True</td>
    </tr>
    <tr>
      <th>492</th>
      <td>675706639471788032</td>
      <td>https://pbs.twimg.com/media/CWCXj35VEAIFvtk.jpg</td>
      <td>1</td>
      <td>English_springer</td>
      <td>0.990300</td>
      <td>True</td>
      <td>Welsh_springer_spaniel</td>
      <td>0.002080</td>
      <td>True</td>
      <td>cocker_spaniel</td>
      <td>0.002014</td>
      <td>True</td>
    </tr>
    <tr>
      <th>1328</th>
      <td>757400162377592832</td>
      <td>https://pbs.twimg.com/media/CoLTbbzXYAElNM6.jpg</td>
      <td>1</td>
      <td>seat_belt</td>
      <td>0.523926</td>
      <td>False</td>
      <td>golden_retriever</td>
      <td>0.087800</td>
      <td>True</td>
      <td>Tibetan_mastiff</td>
      <td>0.075127</td>
      <td>True</td>
    </tr>
    <tr>
      <th>616</th>
      <td>680191257256136705</td>
      <td>https://pbs.twimg.com/media/CXCGVXyWsAAAVHE.jpg</td>
      <td>1</td>
      <td>Brittany_spaniel</td>
      <td>0.733253</td>
      <td>True</td>
      <td>Welsh_springer_spaniel</td>
      <td>0.251634</td>
      <td>True</td>
      <td>English_springer</td>
      <td>0.009243</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2003</th>
      <td>877201837425926144</td>
      <td>https://pbs.twimg.com/media/DCxyahJWsAAddSC.jpg</td>
      <td>1</td>
      <td>Pembroke</td>
      <td>0.931120</td>
      <td>True</td>
      <td>Cardigan</td>
      <td>0.068698</td>
      <td>True</td>
      <td>basenji</td>
      <td>0.000082</td>
      <td>True</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#visually assessing tweet_data</span>
<span class="n">tweet_data</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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    .dataframe tbody tr th:only-of-type {
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        vertical-align: top;
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>id</th>
      <th>retweet_count</th>
      <th>favorite_count</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>1412</th>
      <td>6.989538e+17</td>
      <td>892.0</td>
      <td>2655.0</td>
    </tr>
    <tr>
      <th>1355</th>
      <td>7.036115e+17</td>
      <td>1516.0</td>
      <td>3806.0</td>
    </tr>
    <tr>
      <th>428</th>
      <td>8.211496e+17</td>
      <td>2009.0</td>
      <td>8714.0</td>
    </tr>
    <tr>
      <th>2020</th>
      <td>6.720952e+17</td>
      <td>353.0</td>
      <td>965.0</td>
    </tr>
    <tr>
      <th>638</th>
      <td>7.932714e+17</td>
      <td>2435.0</td>
      <td>8832.0</td>
    </tr>
    <tr>
      <th>723</th>
      <td>7.829691e+17</td>
      <td>7485.0</td>
      <td>24402.0</td>
    </tr>
    <tr>
      <th>21</th>
      <td>8.877053e+17</td>
      <td>4897.0</td>
      <td>28237.0</td>
    </tr>
    <tr>
      <th>1274</th>
      <td>7.091984e+17</td>
      <td>637.0</td>
      <td>2406.0</td>
    </tr>
    <tr>
      <th>1108</th>
      <td>7.345596e+17</td>
      <td>392.0</td>
      <td>1466.0</td>
    </tr>
    <tr>
      <th>1011</th>
      <td>7.474395e+17</td>
      <td>1904.0</td>
      <td>5390.0</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#twitter_archive summary</span>
<span class="n">twitter_archive</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 2356 entries, 0 to 2355
Data columns (total 17 columns):
tweet_id                      2356 non-null int64
in_reply_to_status_id         78 non-null float64
in_reply_to_user_id           78 non-null float64
timestamp                     2356 non-null object
source                        2356 non-null object
text                          2356 non-null object
retweeted_status_id           181 non-null float64
retweeted_status_user_id      181 non-null float64
retweeted_status_timestamp    181 non-null object
expanded_urls                 2297 non-null object
rating_numerator              2356 non-null int64
rating_denominator            2356 non-null int64
name                          2356 non-null object
doggo                         2356 non-null object
floofer                       2356 non-null object
pupper                        2356 non-null object
puppo                         2356 non-null object
dtypes: float64(4), int64(3), object(10)
memory usage: 313.0+ KB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#image_predictions summary</span>
<span class="n">image_predictions</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 2075 entries, 0 to 2074
Data columns (total 12 columns):
tweet_id    2075 non-null int64
jpg_url     2075 non-null object
img_num     2075 non-null int64
p1          2075 non-null object
p1_conf     2075 non-null float64
p1_dog      2075 non-null bool
p2          2075 non-null object
p2_conf     2075 non-null float64
p2_dog      2075 non-null bool
p3          2075 non-null object
p3_conf     2075 non-null float64
p3_dog      2075 non-null bool
dtypes: bool(3), float64(3), int64(2), object(4)
memory usage: 152.1+ KB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#tweet_data summary</span>
<span class="n">tweet_data</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 2356 entries, 0 to 2355
Data columns (total 3 columns):
id                2331 non-null float64
retweet_count     2331 non-null float64
favorite_count    2331 non-null float64
dtypes: float64(3)
memory usage: 55.3 KB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># similar dog names</span>
<span class="n">twitter_archive</span><span class="o">.</span><span class="n">name</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>None           745
a              55 
Charlie        12 
Lucy           11 
Cooper         11 
Oliver         11 
Tucker         10 
Lola           10 
Penny          10 
Bo             9  
Winston        9  
Sadie          8  
the            8  
Buddy          7  
an             7  
Daisy          7  
Toby           7  
Bailey         7  
Koda           6  
Dave           6  
Leo            6  
Oscar          6  
Jack           6  
Stanley        6  
Bella          6  
Jax            6  
Milo           6  
Rusty          6  
Scout          6  
Oakley         5  
              ..  
Juckson        1  
Kathmandu      1  
Pancake        1  
Augie          1  
Jaspers        1  
Tito           1  
Sunshine       1  
Sid            1  
Clyde          1  
Ginger         1  
Gin            1  
Timmy          1  
Mauve          1  
Aldrick        1  
DayZ           1  
Ricky          1  
Zoe            1  
Fiji           1  
Stormy         1  
Pavlov         1  
Marvin         1  
Lillie         1  
DonDon         1  
Danny          1  
Karll          1  
BeBe           1  
infuriating    1  
Bodie          1  
Kial           1  
Pepper         1  
Name: name, Length: 957, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># dogs with zero slang category</span>
<span class="n">twitter_archive</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;doggo ==&quot;None&quot; &amp; floofer == &quot;None&quot; &amp; puppo == &quot;None&quot; &amp; pupper == &quot;None&quot;&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
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<pre>1976</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#change the slang category columns to numerical</span>
<span class="n">twitter_archive</span><span class="p">[[</span><span class="s1">&#39;doggo&#39;</span><span class="p">,</span><span class="s1">&#39;floofer&#39;</span><span class="p">,</span><span class="s1">&#39;pupper&#39;</span><span class="p">,</span><span class="s1">&#39;puppo&#39;</span><span class="p">]]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">get_dummies</span><span class="p">(</span><span class="n">twitter_archive</span><span class="p">,</span> <span class="n">prefix</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;dog_&#39;</span><span class="p">,</span><span class="s1">&#39;dog_&#39;</span><span class="p">,</span><span class="s1">&#39;dog_&#39;</span><span class="p">,</span><span class="s1">&#39;dog_&#39;</span><span class="p">],</span> <span class="n">columns</span> <span class="o">=</span>  <span class="p">[</span><span class="s1">&#39;doggo&#39;</span><span class="p">,</span><span class="s1">&#39;floofer&#39;</span><span class="p">,</span><span class="s1">&#39;pupper&#39;</span><span class="p">,</span><span class="s1">&#39;puppo&#39;</span><span class="p">])[[</span><span class="s1">&#39;dog__doggo&#39;</span><span class="p">,</span><span class="s1">&#39;dog__floofer&#39;</span><span class="p">,</span><span class="s1">&#39;dog__pupper&#39;</span><span class="p">,</span><span class="s1">&#39;dog__puppo&#39;</span><span class="p">]]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#create a num_slang_categories column and check if a dog has more than one category</span>
<span class="n">slang_category</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;doggo&#39;</span><span class="p">,</span> <span class="s1">&#39;floofer&#39;</span><span class="p">,</span> <span class="s1">&#39;pupper&#39;</span><span class="p">,</span> <span class="s1">&#39;puppo&#39;</span><span class="p">]</span>
<span class="n">twitter_archive</span><span class="p">[</span><span class="s1">&#39;num_slang_categories&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">twitter_archive</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span><span class="n">slang_category</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">twitter_archive</span><span class="p">[</span><span class="s1">&#39;num_slang_categories&#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    1976
1    366 
2    14  
Name: num_slang_categories, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># check for rating discrepancies -- denominator should be 10 also check the text</span>
<span class="n">twitter_archive</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;rating_denominator &gt; 10&#39;</span><span class="p">)[[</span><span class="s1">&#39;text&#39;</span><span class="p">,</span> <span class="s1">&#39;rating_denominator&#39;</span><span class="p">]]</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>text</th>
      <th>rating_denominator</th>
    </tr>
  </thead>
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    <tr>
      <th>342</th>
      <td>@docmisterio account started on 11/15/15</td>
      <td>15</td>
    </tr>
    <tr>
      <th>433</th>
      <td>The floofs have been released I repeat the floofs have been released. 84/70 https://t.co/NIYC820tmd</td>
      <td>70</td>
    </tr>
    <tr>
      <th>784</th>
      <td>RT @dog_rates: After so many requests, this is Bretagne. She was the last surviving 9/11 search dog, and our second ever 14/10. RIP https:/…</td>
      <td>11</td>
    </tr>
    <tr>
      <th>902</th>
      <td>Why does this never happen at my front door... 165/150 https://t.co/HmwrdfEfUE</td>
      <td>150</td>
    </tr>
    <tr>
      <th>1068</th>
      <td>After so many requests, this is Bretagne. She was the last surviving 9/11 search dog, and our second ever 14/10. RIP https://t.co/XAVDNDaVgQ</td>
      <td>11</td>
    </tr>
    <tr>
      <th>1120</th>
      <td>Say hello to this unbelievably well behaved squad of doggos. 204/170 would try to pet all at once https://t.co/yGQI3He3xv</td>
      <td>170</td>
    </tr>
    <tr>
      <th>1165</th>
      <td>Happy 4/20 from the squad! 13/10 for all https://t.co/eV1diwds8a</td>
      <td>20</td>
    </tr>
    <tr>
      <th>1202</th>
      <td>This is Bluebert. He just saw that both #FinalFur match ups are split 50/50. Amazed af. 11/10 https://t.co/Kky1DPG4iq</td>
      <td>50</td>
    </tr>
    <tr>
      <th>1228</th>
      <td>Happy Saturday here's 9 puppers on a bench. 99/90 good work everybody https://t.co/mpvaVxKmc1</td>
      <td>90</td>
    </tr>
    <tr>
      <th>1254</th>
      <td>Here's a brigade of puppers. All look very prepared for whatever happens next. 80/80 https://t.co/0eb7R1Om12</td>
      <td>80</td>
    </tr>
    <tr>
      <th>1274</th>
      <td>From left to right:\nCletus, Jerome, Alejandro, Burp, &amp;amp; Titson\nNone know where camera is. 45/50 would hug all at once https://t.co/sedre1ivTK</td>
      <td>50</td>
    </tr>
    <tr>
      <th>1351</th>
      <td>Here is a whole flock of puppers.  60/50 I'll take the lot https://t.co/9dpcw6MdWa</td>
      <td>50</td>
    </tr>
    <tr>
      <th>1433</th>
      <td>Happy Wednesday here's a bucket of pups. 44/40 would pet all at once https://t.co/HppvrYuamZ</td>
      <td>40</td>
    </tr>
    <tr>
      <th>1598</th>
      <td>Yes I do realize a rating of 4/20 would've been fitting. However, it would be unjust to give these cooperative pups that low of a rating</td>
      <td>20</td>
    </tr>
    <tr>
      <th>1634</th>
      <td>Two sneaky puppers were not initially seen, moving the rating to 143/130. Please forgive us. Thank you https://t.co/kRK51Y5ac3</td>
      <td>130</td>
    </tr>
    <tr>
      <th>1635</th>
      <td>Someone help the girl is being mugged. Several are distracting her while two steal her shoes. Clever puppers 121/110 https://t.co/1zfnTJLt55</td>
      <td>110</td>
    </tr>
    <tr>
      <th>1662</th>
      <td>This is Darrel. He just robbed a 7/11 and is in a high speed police chase. Was just spotted by the helicopter 10/10 https://t.co/7EsP8LmSp5</td>
      <td>11</td>
    </tr>
    <tr>
      <th>1663</th>
      <td>I'm aware that I could've said 20/16, but here at WeRateDogs we are very professional. An inconsistent rating scale is simply irresponsible</td>
      <td>16</td>
    </tr>
    <tr>
      <th>1779</th>
      <td>IT'S PUPPERGEDDON. Total of 144/120 ...I think https://t.co/ZanVtAtvIq</td>
      <td>120</td>
    </tr>
    <tr>
      <th>1843</th>
      <td>Here we have an entire platoon of puppers. Total score: 88/80 would pet all at once https://t.co/y93p6FLvVw</td>
      <td>80</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#check for duplicates in image_preditons dataset</span>
<span class="n">image_predictions</span><span class="o">.</span><span class="n">nunique</span><span class="p">()</span>
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<pre>tweet_id    2075
jpg_url     2009
img_num     4   
p1          378 
p1_conf     2006
p1_dog      2   
p2          405 
p2_conf     2004
p2_dog      2   
p3          408 
p3_conf     2006
p3_dog      2   
dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#check type of images</span>
<span class="nb">print</span><span class="p">(</span><span class="n">image_predictions</span><span class="p">[</span><span class="n">image_predictions</span><span class="p">[</span><span class="s1">&#39;jpg_url&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="p">[</span><span class="o">-</span><span class="mi">4</span><span class="p">:]</span> <span class="o">==</span> <span class="s1">&#39;.jpg&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> 
<span class="nb">print</span><span class="p">(</span><span class="n">image_predictions</span><span class="p">[</span><span class="n">image_predictions</span><span class="p">[</span><span class="s1">&#39;jpg_url&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="p">[</span><span class="o">-</span><span class="mi">4</span><span class="p">:]</span> <span class="o">==</span> <span class="s1">&#39;.png&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
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<pre>2073
2
</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#predictions value counts</span>
<span class="nb">print</span><span class="p">(</span><span class="n">image_predictions</span><span class="o">.</span><span class="n">p1</span><span class="o">.</span><span class="n">value_counts</span><span class="p">())</span>
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<pre>golden_retriever             150
Labrador_retriever           100
Pembroke                     89 
Chihuahua                    83 
pug                          57 
chow                         44 
Samoyed                      43 
toy_poodle                   39 
Pomeranian                   38 
malamute                     30 
cocker_spaniel               30 
French_bulldog               26 
miniature_pinscher           23 
Chesapeake_Bay_retriever     23 
seat_belt                    22 
Siberian_husky               20 
German_shepherd              20 
Staffordshire_bullterrier    20 
Cardigan                     19 
web_site                     19 
beagle                       18 
Eskimo_dog                   18 
teddy                        18 
Shetland_sheepdog            18 
Maltese_dog                  18 
Lakeland_terrier             17 
Rottweiler                   17 
Shih-Tzu                     17 
kuvasz                       16 
Italian_greyhound            16 
                             .. 
three-toed_sloth             1  
envelope                     1  
skunk                        1  
swab                         1  
killer_whale                 1  
studio_couch                 1  
coil                         1  
sundial                      1  
clumber                      1  
long-horned_beetle           1  
microwave                    1  
bonnet                       1  
harp                         1  
crash_helmet                 1  
bald_eagle                   1  
beach_wagon                  1  
tiger_shark                  1  
polecat                      1  
pot                          1  
fire_engine                  1  
wooden_spoon                 1  
syringe                      1  
cuirass                      1  
barbell                      1  
lacewing                     1  
marmot                       1  
crane                        1  
standard_schnauzer           1  
Scotch_terrier               1  
cheetah                      1  
Name: p1, Length: 378, dtype: int64
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#tweet_data unique data</span>
<span class="n">tweet_data</span><span class="o">.</span><span class="n">nunique</span><span class="p">()</span>
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<pre>id                2331
retweet_count     1682
favorite_count    1987
dtype: int64</pre>
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<h4 id="Assessments-Report">Assessments Report<a class="anchor-link" href="#Assessments-Report">&#182;</a></h4><h5 id="Quality">Quality<a class="anchor-link" href="#Quality">&#182;</a></h5><p><code>twitter_archived</code></p>
<ul>
<li>Useless columns like in_<code>reply_to_status_id</code>, <code>in_reply_to_user_id</code>, etc.</li>
<li>Data-type of <code>timestamp</code> is object which is wrong, it should be datetime.</li>
<li><code>rating_numerator</code> and <code>rating_denominator</code> data is wrong, in some places it is confused with a date present in the text column. While in some places it is used to rate more than one dog, so the rating is multiplied by number of dogs that are being rated.</li>
<li>Data type of <code>rating_numerator</code> is float in some tweets, but the dataset has set its type to int</li>
<li>1976 dogs do not have any slang_category while 14 dogs have more than one category. </li>
<li><code>name</code> column has 745 None entries and some entries are articles like a , an and the. This should be Null data.</li>
<li>The data also includes re-tweets which are not needed.</li>
</ul>
<p><code>image_predictions</code></p>
<ul>
<li>The <code>twitter_archived</code> has 2356 rows but <code>image_predictions</code> has 2075 rows</li>
<li>The <code>jpg_url</code> column has 66 duplicate entries. Only 2099 unique entries are present.</li>
<li>The dog breed names in predictions are inconsistent, some names include underscores.</li>
<li>The column names are not descriptive</li>
</ul>
<p><code>tweet_data</code></p>
<ul>
<li>Missing rows, only 2331 rows could be accessed.</li>
<li>data type of <code>id</code> should be int instead of float.</li>
<li>25 rows contain only Null values they must be removed.</li>
</ul>
<h5 id="Tidiness">Tidiness<a class="anchor-link" href="#Tidiness">&#182;</a></h5><p><code>twitter_archived</code></p>
<ul>
<li>Headers contain values instead of categories. A slang_category header must be added that contains the values like <code>doggo</code>, <code>floofer</code>, etc.</li>
<li><code>rating_numerator</code> and <code>denominator</code> belong in a single column as <code>rating</code> in the str format numerator/denominator.</li>
<li>Create another column <code>rating_num</code> that stores the floating point value of numerator/denominator for the purpose of analysis.</li>
</ul>
<p><code>image_predictions</code></p>
<ul>
<li>Merge with <code>twitter_archive</code></li>
<li>Merge with <code>tweet_data</code></li>
</ul>
<p><code>tweet_data</code></p>
<ul>
<li>Merge with <code>twitter_archive</code></li>
<li>Merge with <code>image_predictions</code></li>
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<p>&lt;a id = 'clean'&gt;&lt;/a&gt;</p>
<h2 id="Cleaning">Cleaning<a class="anchor-link" href="#Cleaning">&#182;</a></h2><h3 id="Define">Define<a class="anchor-link" href="#Define">&#182;</a></h3><p><code>twitter_archive</code></p>
<ul>
<li>Remove rows and columns related to retweet data</li>
<li>Change the <code>timestamp</code> from object to datetime data</li>
<li>Merge the <code>slang_category</code> columns into a single column use headers as values</li>
<li>Extract proper ratings from text, if ratings are multiples of 10 divide the numerator and denominator by the muliple.</li>
<li>Merge the <code>rating_numerator</code> and <code>rating_denominator</code> columns</li>
<li>Create a <code>rating_num</code> column that stores the floating point value of <code>rating_numerator</code> / <code>rating_denominator</code>.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">twitter_archive_clean</span> <span class="o">=</span> <span class="n">twitter_archive</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#change datatype of `timestamp`</span>
<span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">timestamp</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">twitter_archive</span><span class="p">[</span><span class="s1">&#39;timestamp&#39;</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># drop the retweet rows</span>
<span class="n">twitter_archive_clean</span> <span class="o">=</span> <span class="n">twitter_archive_clean</span><span class="p">[</span><span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">retweeted_status_id</span><span class="o">.</span><span class="n">isnull</span><span class="p">()]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#drop unnecessary columns like `in_reply_to_status_id`</span>
<span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;in_reply_to_status_id&#39;</span><span class="p">,</span><span class="s1">&#39;in_reply_to_user_id&#39;</span><span class="p">,</span><span class="s1">&#39;retweeted_status_id&#39;</span><span class="p">,</span><span class="s1">&#39;retweeted_status_user_id&#39;</span><span class="p">,</span><span class="s1">&#39;retweeted_status_timestamp&#39;</span><span class="p">],</span><span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># change category values to 0 dogs which have more than one category</span>
<span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">twitter_archive_clean</span><span class="p">[</span><span class="s1">&#39;num_slang_categories&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">,[</span><span class="s1">&#39;doggo&#39;</span><span class="p">,</span><span class="s1">&#39;floofer&#39;</span><span class="p">,</span><span class="s1">&#39;pupper&#39;</span><span class="p">,</span><span class="s1">&#39;puppo&#39;</span><span class="p">,</span> <span class="s1">&#39;num_slang_categories&#39;</span><span class="p">]]</span> <span class="o">=</span> <span class="mi">0</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#create a list that contains index wise slangcategories</span>
<span class="n">slang_categories</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;doggo&#39;</span><span class="p">,</span> <span class="s1">&#39;floofer&#39;</span><span class="p">,</span> <span class="s1">&#39;pupper&#39;</span><span class="p">,</span> <span class="s1">&#39;puppo&#39;</span><span class="p">]</span>
<span class="n">twitter_archive_clean</span><span class="p">[</span><span class="s1">&#39;slang_category&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">NaN</span>
<span class="n">category_list</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="nb">list</span><span class="p">())</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">index</span><span class="p">:</span>
        <span class="k">if</span> <span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="s1">&#39;num_slang_categories&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
            <span class="n">category_list</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">category_list</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">NaN</span><span class="p">)</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">slang_category</span><span class="p">:</span>
                <span class="k">if</span> <span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">y</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
                    <span class="n">category_list</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">category_list</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>

<span class="c1"># add slang_category column to dataframe</span>
<span class="n">twitter_archive_clean</span><span class="p">[</span><span class="s1">&#39;slang_category&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">category_list</span>
<span class="n">twitter_archive_clean</span><span class="p">[</span><span class="s1">&#39;slang_category&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">twitter_archive_clean</span><span class="p">[</span><span class="s1">&#39;slang_category&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">({</span><span class="s1">&#39;nan&#39;</span><span class="p">:</span><span class="n">np</span><span class="o">.</span><span class="n">NaN</span><span class="p">})</span>
<span class="c1"># drop the unnecessary solumns</span>
<span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;doggo&#39;</span><span class="p">,</span><span class="s1">&#39;floofer&#39;</span><span class="p">,</span><span class="s1">&#39;pupper&#39;</span><span class="p">,</span><span class="s1">&#39;puppo&#39;</span><span class="p">,</span><span class="s1">&#39;num_slang_categories&#39;</span><span class="p">],</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#replace names as &quot;None&quot;, &quot;a&quot;, &quot;the&quot;, &quot;an&quot; with Null </span>
<span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">name</span><span class="o">.</span><span class="n">replace</span><span class="p">({</span><span class="s1">&#39;None&#39;</span> <span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">NaN</span><span class="p">,</span> <span class="s2">&quot;a&quot;</span><span class="p">:</span><span class="n">np</span><span class="o">.</span><span class="n">NaN</span><span class="p">,</span> <span class="s2">&quot;the&quot;</span><span class="p">:</span><span class="n">np</span><span class="o">.</span><span class="n">NaN</span><span class="p">,</span> <span class="s2">&quot;an&quot;</span><span class="p">:</span><span class="n">np</span><span class="o">.</span><span class="n">NaN</span><span class="p">})</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># rating_denominators that are greater than 10</span>
<span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;rating_denominator &gt; 10&#39;</span><span class="p">)[[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">,</span> <span class="s1">&#39;text&#39;</span><span class="p">,</span> <span class="s1">&#39;rating_denominator&#39;</span><span class="p">,</span> <span class="s1">&#39;rating_numerator&#39;</span><span class="p">]]</span>
<span class="c1">#note that tweet id 832088576586297345 has date change rating_numerator and denominator = null</span>
<span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">twitter_archive_clean</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">832088576586297345</span><span class="p">,[</span><span class="s1">&#39;rating_denominator&#39;</span><span class="p">,</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">NaN</span>

<span class="c1"># the tweet with id 740373189193256964 includes a rating 14/10 but they mistook 9/11 as rating</span>
<span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">twitter_archive_clean</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">740373189193256964</span><span class="p">,[</span><span class="s1">&#39;rating_denominator&#39;</span><span class="p">]]</span> <span class="o">=</span> <span class="mi">10</span>
<span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">twitter_archive_clean</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">740373189193256964</span><span class="p">,[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]]</span> <span class="o">=</span> <span class="mi">14</span>

<span class="c1"># the tweet with id 682962037429899265 includes a rating 10/10 but it was mistaken for 7/11 store</span>
<span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">twitter_archive_clean</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">682962037429899265</span><span class="p">,[</span><span class="s1">&#39;rating_denominator&#39;</span><span class="p">]]</span> <span class="o">=</span> <span class="mi">10</span>
<span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">twitter_archive_clean</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">682962037429899265</span><span class="p">,[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]]</span> <span class="o">=</span> <span class="mi">10</span>

<span class="c1">#now the other rating_denominators are multiples of 10 because of an attempt to rate more than 1 dog here we will give all dogs equal rating</span>
<span class="n">indices</span> <span class="o">=</span> <span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;rating_denominator &gt; 10&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">index</span>
<span class="k">for</span> <span class="n">index</span> <span class="ow">in</span> <span class="n">indices</span><span class="p">:</span>
    <span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">index</span><span class="p">,</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">index</span><span class="p">,</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">*</span><span class="mi">10</span> <span class="o">/</span><span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">index</span><span class="p">,</span><span class="s1">&#39;rating_denominator&#39;</span><span class="p">]</span>
    <span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">index</span><span class="p">,</span><span class="s1">&#39;rating_denominator&#39;</span><span class="p">]</span> <span class="o">=</span>  <span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">index</span><span class="p">,</span><span class="s1">&#39;rating_denominator&#39;</span><span class="p">]</span> <span class="o">*</span><span class="mi">10</span> <span class="o">/</span><span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">index</span><span class="p">,</span><span class="s1">&#39;rating_denominator&#39;</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># tweets that contain floating point numbers in their text, get their position</span>
<span class="n">pos</span> <span class="o">=</span> <span class="n">twitter_archive_clean</span><span class="p">[</span><span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">text</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">contains</span><span class="p">(</span><span class="s1">&#39; \d{1,2}\.\d+/10 &#39;</span><span class="p">)]</span><span class="o">.</span><span class="n">index</span>
<span class="c1">#extract the rating numerator</span>
<span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">pos</span><span class="p">,</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span><span class="o">=</span> <span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">pos</span><span class="p">,</span><span class="s1">&#39;text&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">extract</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;(\d{1,2}\.\d+)/10&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">float</span><span class="p">)</span>
<span class="c1"># combine the contents of rating_numerator and denominator into rating column</span>
<span class="n">twitter_archive_clean</span><span class="p">[</span><span class="s1">&#39;rating&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">rating_numerator</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;str&#39;</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;/&#39;</span> <span class="o">+</span> <span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">rating_denominator</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;str&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">str</span><span class="p">[:</span><span class="o">-</span><span class="mi">2</span><span class="p">]</span> 

<span class="c1">#create `rating_num` column</span>
<span class="n">twitter_archive_clean</span><span class="p">[</span><span class="s1">&#39;rating_num&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">rating_numerator</span><span class="o">/</span><span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">rating_denominator</span>
<span class="c1"># remove rating_numerator and rating_denominator</span>
<span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">,</span> <span class="s1">&#39;rating_denominator&#39;</span><span class="p">],</span> <span class="n">axis</span> <span class="o">=</span><span class="mi">1</span> <span class="p">,</span> <span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
</pre></div>

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<h3 id="Testing">Testing<a class="anchor-link" href="#Testing">&#182;</a></h3><p><code>twitter_archive_clean</code></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># sample</span>
<span class="n">display</span><span class="p">(</span><span class="n">twitter_archive_clean</span><span class="p">)</span>
<span class="c1"># cleaned ratings</span>
<span class="n">display</span><span class="p">(</span><span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">rating</span><span class="p">)</span>
<span class="c1"># verify that names are proper</span>
<span class="n">display</span><span class="p">(</span><span class="n">twitter_archive_clean</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="c1">#twitter_archived_clean summary</span>
<span class="n">display</span><span class="p">(</span><span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">info</span><span class="p">())</span>
</pre></div>

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<style scoped>
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        vertical-align: middle;
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        vertical-align: top;
    }

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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>timestamp</th>
      <th>source</th>
      <th>text</th>
      <th>expanded_urls</th>
      <th>name</th>
      <th>slang_category</th>
      <th>rating</th>
      <th>rating_num</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>892420643555336193</td>
      <td>2017-08-01 16:23:56</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Phineas. He's a mystical boy. Only ever appears in the hole of a donut. 13/10 https://t.co/MgUWQ76dJU</td>
      <td>https://twitter.com/dog_rates/status/892420643555336193/photo/1</td>
      <td>Phineas</td>
      <td>NaN</td>
      <td>13.0/10</td>
      <td>1.3</td>
    </tr>
    <tr>
      <th>1</th>
      <td>892177421306343426</td>
      <td>2017-08-01 00:17:27</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Tilly. She's just checking pup on you. Hopes you're doing ok. If not, she's available for pats, snugs, boops, the whole bit. 13/10 https://t.co/0Xxu71qeIV</td>
      <td>https://twitter.com/dog_rates/status/892177421306343426/photo/1</td>
      <td>Tilly</td>
      <td>NaN</td>
      <td>13.0/10</td>
      <td>1.3</td>
    </tr>
    <tr>
      <th>2</th>
      <td>891815181378084864</td>
      <td>2017-07-31 00:18:03</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Archie. He is a rare Norwegian Pouncing Corgo. Lives in the tall grass. You never know when one may strike. 12/10 https://t.co/wUnZnhtVJB</td>
      <td>https://twitter.com/dog_rates/status/891815181378084864/photo/1</td>
      <td>Archie</td>
      <td>NaN</td>
      <td>12.0/10</td>
      <td>1.2</td>
    </tr>
    <tr>
      <th>3</th>
      <td>891689557279858688</td>
      <td>2017-07-30 15:58:51</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Darla. She commenced a snooze mid meal. 13/10 happens to the best of us https://t.co/tD36da7qLQ</td>
      <td>https://twitter.com/dog_rates/status/891689557279858688/photo/1</td>
      <td>Darla</td>
      <td>NaN</td>
      <td>13.0/10</td>
      <td>1.3</td>
    </tr>
    <tr>
      <th>4</th>
      <td>891327558926688256</td>
      <td>2017-07-29 16:00:24</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Franklin. He would like you to stop calling him "cute." He is a very fierce shark and should be respected as such. 12/10 #BarkWeek https://t.co/AtUZn91f7f</td>
      <td>https://twitter.com/dog_rates/status/891327558926688256/photo/1,https://twitter.com/dog_rates/status/891327558926688256/photo/1</td>
      <td>Franklin</td>
      <td>NaN</td>
      <td>12.0/10</td>
      <td>1.2</td>
    </tr>
    <tr>
      <th>5</th>
      <td>891087950875897856</td>
      <td>2017-07-29 00:08:17</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Here we have a majestic great white breaching off South Africa's coast. Absolutely h*ckin breathtaking. 13/10 (IG: tucker_marlo) #BarkWeek https://t.co/kQ04fDDRmh</td>
      <td>https://twitter.com/dog_rates/status/891087950875897856/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>13.0/10</td>
      <td>1.3</td>
    </tr>
    <tr>
      <th>6</th>
      <td>890971913173991426</td>
      <td>2017-07-28 16:27:12</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Meet Jax. He enjoys ice cream so much he gets nervous around it. 13/10 help Jax enjoy more things by clicking below\n\nhttps://t.co/Zr4hWfAs1H https://t.co/tVJBRMnhxl</td>
      <td>https://gofundme.com/ydvmve-surgery-for-jax,https://twitter.com/dog_rates/status/890971913173991426/photo/1</td>
      <td>Jax</td>
      <td>NaN</td>
      <td>13.0/10</td>
      <td>1.3</td>
    </tr>
    <tr>
      <th>7</th>
      <td>890729181411237888</td>
      <td>2017-07-28 00:22:40</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>When you watch your owner call another dog a good boy but then they turn back to you and say you're a great boy. 13/10 https://t.co/v0nONBcwxq</td>
      <td>https://twitter.com/dog_rates/status/890729181411237888/photo/1,https://twitter.com/dog_rates/status/890729181411237888/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>13.0/10</td>
      <td>1.3</td>
    </tr>
    <tr>
      <th>8</th>
      <td>890609185150312448</td>
      <td>2017-07-27 16:25:51</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Zoey. She doesn't want to be one of the scary sharks. Just wants to be a snuggly pettable boatpet. 13/10 #BarkWeek https://t.co/9TwLuAGH0b</td>
      <td>https://twitter.com/dog_rates/status/890609185150312448/photo/1</td>
      <td>Zoey</td>
      <td>NaN</td>
      <td>13.0/10</td>
      <td>1.3</td>
    </tr>
    <tr>
      <th>9</th>
      <td>890240255349198849</td>
      <td>2017-07-26 15:59:51</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Cassie. She is a college pup. Studying international doggo communication and stick theory. 14/10 so elegant much sophisticate https://t.co/t1bfwz5S2A</td>
      <td>https://twitter.com/dog_rates/status/890240255349198849/photo/1</td>
      <td>Cassie</td>
      <td>doggo</td>
      <td>14.0/10</td>
      <td>1.4</td>
    </tr>
    <tr>
      <th>10</th>
      <td>890006608113172480</td>
      <td>2017-07-26 00:31:25</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Koda. He is a South Australian deckshark. Deceptively deadly. Frighteningly majestic. 13/10 would risk a petting #BarkWeek https://t.co/dVPW0B0Mme</td>
      <td>https://twitter.com/dog_rates/status/890006608113172480/photo/1,https://twitter.com/dog_rates/status/890006608113172480/photo/1</td>
      <td>Koda</td>
      <td>NaN</td>
      <td>13.0/10</td>
      <td>1.3</td>
    </tr>
    <tr>
      <th>11</th>
      <td>889880896479866881</td>
      <td>2017-07-25 16:11:53</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Bruno. He is a service shark. Only gets out of the water to assist you. 13/10 terrifyingly good boy https://t.co/u1XPQMl29g</td>
      <td>https://twitter.com/dog_rates/status/889880896479866881/photo/1</td>
      <td>Bruno</td>
      <td>NaN</td>
      <td>13.0/10</td>
      <td>1.3</td>
    </tr>
    <tr>
      <th>12</th>
      <td>889665388333682689</td>
      <td>2017-07-25 01:55:32</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Here's a puppo that seems to be on the fence about something haha no but seriously someone help her. 13/10 https://t.co/BxvuXk0UCm</td>
      <td>https://twitter.com/dog_rates/status/889665388333682689/photo/1</td>
      <td>NaN</td>
      <td>puppo</td>
      <td>13.0/10</td>
      <td>1.3</td>
    </tr>
    <tr>
      <th>13</th>
      <td>889638837579907072</td>
      <td>2017-07-25 00:10:02</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Ted. He does his best. Sometimes that's not enough. But it's ok. 12/10 would assist https://t.co/f8dEDcrKSR</td>
      <td>https://twitter.com/dog_rates/status/889638837579907072/photo/1,https://twitter.com/dog_rates/status/889638837579907072/photo/1</td>
      <td>Ted</td>
      <td>NaN</td>
      <td>12.0/10</td>
      <td>1.2</td>
    </tr>
    <tr>
      <th>14</th>
      <td>889531135344209921</td>
      <td>2017-07-24 17:02:04</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Stuart. He's sporting his favorite fanny pack. Secretly filled with bones only. 13/10 puppared puppo #BarkWeek https://t.co/y70o6h3isq</td>
      <td>https://twitter.com/dog_rates/status/889531135344209921/photo/1</td>
      <td>Stuart</td>
      <td>puppo</td>
      <td>13.0/10</td>
      <td>1.3</td>
    </tr>
    <tr>
      <th>15</th>
      <td>889278841981685760</td>
      <td>2017-07-24 00:19:32</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Oliver. You're witnessing one of his many brutal attacks. Seems to be playing with his victim. 13/10 fr*ckin frightening #BarkWeek https://t.co/WpHvrQedPb</td>
      <td>https://twitter.com/dog_rates/status/889278841981685760/video/1</td>
      <td>Oliver</td>
      <td>NaN</td>
      <td>13.0/10</td>
      <td>1.3</td>
    </tr>
    <tr>
      <th>16</th>
      <td>888917238123831296</td>
      <td>2017-07-23 00:22:39</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Jim. He found a fren. Taught him how to sit like the good boys. 12/10 for both https://t.co/chxruIOUJN</td>
      <td>https://twitter.com/dog_rates/status/888917238123831296/photo/1</td>
      <td>Jim</td>
      <td>NaN</td>
      <td>12.0/10</td>
      <td>1.2</td>
    </tr>
    <tr>
      <th>17</th>
      <td>888804989199671297</td>
      <td>2017-07-22 16:56:37</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Zeke. He has a new stick. Very proud of it. Would like you to throw it for him without taking it. 13/10 would do my best https://t.co/HTQ77yNQ5K</td>
      <td>https://twitter.com/dog_rates/status/888804989199671297/photo/1,https://twitter.com/dog_rates/status/888804989199671297/photo/1</td>
      <td>Zeke</td>
      <td>NaN</td>
      <td>13.0/10</td>
      <td>1.3</td>
    </tr>
    <tr>
      <th>18</th>
      <td>888554962724278272</td>
      <td>2017-07-22 00:23:06</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Ralphus. He's powering up. Attempting maximum borkdrive. 13/10 inspirational af https://t.co/YnYAFCTTiK</td>
      <td>https://twitter.com/dog_rates/status/888554962724278272/photo/1,https://twitter.com/dog_rates/status/888554962724278272/photo/1,https://twitter.com/dog_rates/status/888554962724278272/photo/1,https://twitter.com/dog_rates/status/888554962724278272/photo/1</td>
      <td>Ralphus</td>
      <td>NaN</td>
      <td>13.0/10</td>
      <td>1.3</td>
    </tr>
    <tr>
      <th>20</th>
      <td>888078434458587136</td>
      <td>2017-07-20 16:49:33</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Gerald. He was just told he didn't get the job he interviewed for. A h*ckin injustice. 12/10 didn't want the job anyway https://t.co/DK7iDPfuRX</td>
      <td>https://twitter.com/dog_rates/status/888078434458587136/photo/1,https://twitter.com/dog_rates/status/888078434458587136/photo/1</td>
      <td>Gerald</td>
      <td>NaN</td>
      <td>12.0/10</td>
      <td>1.2</td>
    </tr>
    <tr>
      <th>21</th>
      <td>887705289381826560</td>
      <td>2017-07-19 16:06:48</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Jeffrey. He has a monopoly on the pool noodles. Currently running a 'boop for two' midweek sale. 13/10 h*ckin strategic https://t.co/PhrUk20Q64</td>
      <td>https://twitter.com/dog_rates/status/887705289381826560/photo/1</td>
      <td>Jeffrey</td>
      <td>NaN</td>
      <td>13.0/10</td>
      <td>1.3</td>
    </tr>
    <tr>
      <th>22</th>
      <td>887517139158093824</td>
      <td>2017-07-19 03:39:09</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>I've yet to rate a Venezuelan Hover Wiener. This is such an honor. 14/10 paw-inspiring af (IG: roxy.thedoxy) https://t.co/20VrLAA8ba</td>
      <td>https://twitter.com/dog_rates/status/887517139158093824/video/1</td>
      <td>such</td>
      <td>NaN</td>
      <td>14.0/10</td>
      <td>1.4</td>
    </tr>
    <tr>
      <th>23</th>
      <td>887473957103951883</td>
      <td>2017-07-19 00:47:34</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Canela. She attempted some fancy porch pics. They were unsuccessful. 13/10 someone help her https://t.co/cLyzpcUcMX</td>
      <td>https://twitter.com/dog_rates/status/887473957103951883/photo/1,https://twitter.com/dog_rates/status/887473957103951883/photo/1</td>
      <td>Canela</td>
      <td>NaN</td>
      <td>13.0/10</td>
      <td>1.3</td>
    </tr>
    <tr>
      <th>24</th>
      <td>887343217045368832</td>
      <td>2017-07-18 16:08:03</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>You may not have known you needed to see this today. 13/10 please enjoy (IG: emmylouroo) https://t.co/WZqNqygEyV</td>
      <td>https://twitter.com/dog_rates/status/887343217045368832/video/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>13.0/10</td>
      <td>1.3</td>
    </tr>
    <tr>
      <th>25</th>
      <td>887101392804085760</td>
      <td>2017-07-18 00:07:08</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This... is a Jubilant Antarctic House Bear. We only rate dogs. Please only send dogs. Thank you... 12/10 would suffocate in floof https://t.co/4Ad1jzJSdp</td>
      <td>https://twitter.com/dog_rates/status/887101392804085760/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>12.0/10</td>
      <td>1.2</td>
    </tr>
    <tr>
      <th>26</th>
      <td>886983233522544640</td>
      <td>2017-07-17 16:17:36</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Maya. She's very shy. Rarely leaves her cup. 13/10 would find her an environment to thrive in https://t.co/I6oNy0CgiT</td>
      <td>https://twitter.com/dog_rates/status/886983233522544640/photo/1,https://twitter.com/dog_rates/status/886983233522544640/photo/1</td>
      <td>Maya</td>
      <td>NaN</td>
      <td>13.0/10</td>
      <td>1.3</td>
    </tr>
    <tr>
      <th>27</th>
      <td>886736880519319552</td>
      <td>2017-07-16 23:58:41</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Mingus. He's a wonderful father to his smol pup. Confirmed 13/10, but he needs your help\n\nhttps://t.co/bVi0Yr4Cff https://t.co/ISvKOSkd5b</td>
      <td>https://www.gofundme.com/mingusneedsus,https://twitter.com/dog_rates/status/886736880519319552/photo/1,https://twitter.com/dog_rates/status/886736880519319552/photo/1</td>
      <td>Mingus</td>
      <td>NaN</td>
      <td>13.0/10</td>
      <td>1.3</td>
    </tr>
    <tr>
      <th>28</th>
      <td>886680336477933568</td>
      <td>2017-07-16 20:14:00</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Derek. He's late for a dog meeting. 13/10 pet...al to the metal https://t.co/BCoWue0abA</td>
      <td>https://twitter.com/dog_rates/status/886680336477933568/photo/1</td>
      <td>Derek</td>
      <td>NaN</td>
      <td>13.0/10</td>
      <td>1.3</td>
    </tr>
    <tr>
      <th>29</th>
      <td>886366144734445568</td>
      <td>2017-07-15 23:25:31</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Roscoe. Another pupper fallen victim to spontaneous tongue ejections. Get the BlepiPen immediate. 12/10 deep breaths Roscoe https://t.co/RGE08MIJox</td>
      <td>https://twitter.com/dog_rates/status/886366144734445568/photo/1,https://twitter.com/dog_rates/status/886366144734445568/photo/1</td>
      <td>Roscoe</td>
      <td>pupper</td>
      <td>12.0/10</td>
      <td>1.2</td>
    </tr>
    <tr>
      <th>30</th>
      <td>886267009285017600</td>
      <td>2017-07-15 16:51:35</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>@NonWhiteHat @MayhewMayhem omg hello tanner you are a scary good boy 12/10 would pet with extreme caution</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>12.0/10</td>
      <td>1.2</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>2326</th>
      <td>666411507551481857</td>
      <td>2015-11-17 00:24:19</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is quite the dog. Gets really excited when not in water. Not very soft tho. Bad at fetch. Can't do tricks. 2/10 https://t.co/aMCTNWO94t</td>
      <td>https://twitter.com/dog_rates/status/666411507551481857/photo/1</td>
      <td>quite</td>
      <td>NaN</td>
      <td>2.0/10</td>
      <td>0.2</td>
    </tr>
    <tr>
      <th>2327</th>
      <td>666407126856765440</td>
      <td>2015-11-17 00:06:54</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is a southern Vesuvius bumblegruff. Can drive a truck (wow). Made friends with 5 other nifty dogs (neat). 7/10 https://t.co/LopTBkKa8h</td>
      <td>https://twitter.com/dog_rates/status/666407126856765440/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>7.0/10</td>
      <td>0.7</td>
    </tr>
    <tr>
      <th>2328</th>
      <td>666396247373291520</td>
      <td>2015-11-16 23:23:41</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Oh goodness. A super rare northeast Qdoba kangaroo mix. Massive feet. No pouch (disappointing). Seems alert. 9/10 https://t.co/Dc7b0E8qFE</td>
      <td>https://twitter.com/dog_rates/status/666396247373291520/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>9.0/10</td>
      <td>0.9</td>
    </tr>
    <tr>
      <th>2329</th>
      <td>666373753744588802</td>
      <td>2015-11-16 21:54:18</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Those are sunglasses and a jean jacket. 11/10 dog cool af https://t.co/uHXrPkUEyl</td>
      <td>https://twitter.com/dog_rates/status/666373753744588802/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>11.0/10</td>
      <td>1.1</td>
    </tr>
    <tr>
      <th>2330</th>
      <td>666362758909284353</td>
      <td>2015-11-16 21:10:36</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Unique dog here. Very small. Lives in container of Frosted Flakes (?). Short legs. Must be rare 6/10 would still pet https://t.co/XMD9CwjEnM</td>
      <td>https://twitter.com/dog_rates/status/666362758909284353/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>6.0/10</td>
      <td>0.6</td>
    </tr>
    <tr>
      <th>2331</th>
      <td>666353288456101888</td>
      <td>2015-11-16 20:32:58</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Here we have a mixed Asiago from the Galápagos Islands. Only one ear working. Big fan of marijuana carpet. 8/10 https://t.co/tltQ5w9aUO</td>
      <td>https://twitter.com/dog_rates/status/666353288456101888/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>8.0/10</td>
      <td>0.8</td>
    </tr>
    <tr>
      <th>2332</th>
      <td>666345417576210432</td>
      <td>2015-11-16 20:01:42</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Look at this jokester thinking seat belt laws don't apply to him. Great tongue tho 10/10 https://t.co/VFKG1vxGjB</td>
      <td>https://twitter.com/dog_rates/status/666345417576210432/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>10.0/10</td>
      <td>1.0</td>
    </tr>
    <tr>
      <th>2333</th>
      <td>666337882303524864</td>
      <td>2015-11-16 19:31:45</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is an extremely rare horned Parthenon. Not amused. Wears shoes. Overall very nice. 9/10 would pet aggressively https://t.co/QpRjllzWAL</td>
      <td>https://twitter.com/dog_rates/status/666337882303524864/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>9.0/10</td>
      <td>0.9</td>
    </tr>
    <tr>
      <th>2334</th>
      <td>666293911632134144</td>
      <td>2015-11-16 16:37:02</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is a funny dog. Weird toes. Won't come down. Loves branch. Refuses to eat his food. Hard to cuddle with. 3/10 https://t.co/IIXis0zta0</td>
      <td>https://twitter.com/dog_rates/status/666293911632134144/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>3.0/10</td>
      <td>0.3</td>
    </tr>
    <tr>
      <th>2335</th>
      <td>666287406224695296</td>
      <td>2015-11-16 16:11:11</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is an Albanian 3 1/2 legged  Episcopalian. Loves well-polished hardwood flooring. Penis on the collar. 9/10 https://t.co/d9NcXFKwLv</td>
      <td>https://twitter.com/dog_rates/status/666287406224695296/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>1.0/2</td>
      <td>0.5</td>
    </tr>
    <tr>
      <th>2336</th>
      <td>666273097616637952</td>
      <td>2015-11-16 15:14:19</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Can take selfies 11/10 https://t.co/ws2AMaNwPW</td>
      <td>https://twitter.com/dog_rates/status/666273097616637952/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>11.0/10</td>
      <td>1.1</td>
    </tr>
    <tr>
      <th>2337</th>
      <td>666268910803644416</td>
      <td>2015-11-16 14:57:41</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Very concerned about fellow dog trapped in computer. 10/10 https://t.co/0yxApIikpk</td>
      <td>https://twitter.com/dog_rates/status/666268910803644416/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>10.0/10</td>
      <td>1.0</td>
    </tr>
    <tr>
      <th>2338</th>
      <td>666104133288665088</td>
      <td>2015-11-16 04:02:55</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Not familiar with this breed. No tail (weird). Only 2 legs. Doesn't bark. Surprisingly quick. Shits eggs. 1/10 https://t.co/Asgdc6kuLX</td>
      <td>https://twitter.com/dog_rates/status/666104133288665088/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>1.0/10</td>
      <td>0.1</td>
    </tr>
    <tr>
      <th>2339</th>
      <td>666102155909144576</td>
      <td>2015-11-16 03:55:04</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Oh my. Here you are seeing an Adobe Setter giving birth to twins!!! The world is an amazing place. 11/10 https://t.co/11LvqN4WLq</td>
      <td>https://twitter.com/dog_rates/status/666102155909144576/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>11.0/10</td>
      <td>1.1</td>
    </tr>
    <tr>
      <th>2340</th>
      <td>666099513787052032</td>
      <td>2015-11-16 03:44:34</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Can stand on stump for what seems like a while. Built that birdhouse? Impressive. Made friends with a squirrel. 8/10 https://t.co/Ri4nMTLq5C</td>
      <td>https://twitter.com/dog_rates/status/666099513787052032/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>8.0/10</td>
      <td>0.8</td>
    </tr>
    <tr>
      <th>2341</th>
      <td>666094000022159362</td>
      <td>2015-11-16 03:22:39</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This appears to be a Mongolian Presbyterian mix. Very tired. Tongue slip confirmed. 9/10 would lie down with https://t.co/mnioXo3IfP</td>
      <td>https://twitter.com/dog_rates/status/666094000022159362/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>9.0/10</td>
      <td>0.9</td>
    </tr>
    <tr>
      <th>2342</th>
      <td>666082916733198337</td>
      <td>2015-11-16 02:38:37</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Here we have a well-established sunblockerspaniel. Lost his other flip-flop. 6/10 not very waterproof https://t.co/3RU6x0vHB7</td>
      <td>https://twitter.com/dog_rates/status/666082916733198337/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>6.0/10</td>
      <td>0.6</td>
    </tr>
    <tr>
      <th>2343</th>
      <td>666073100786774016</td>
      <td>2015-11-16 01:59:36</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Let's hope this flight isn't Malaysian (lol). What a dog! Almost completely camouflaged. 10/10 I trust this pilot https://t.co/Yk6GHE9tOY</td>
      <td>https://twitter.com/dog_rates/status/666073100786774016/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>10.0/10</td>
      <td>1.0</td>
    </tr>
    <tr>
      <th>2344</th>
      <td>666071193221509120</td>
      <td>2015-11-16 01:52:02</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Here we have a northern speckled Rhododendron. Much sass. Gives 0 fucks. Good tongue. 9/10 would caress sensually https://t.co/ZoL8kq2XFx</td>
      <td>https://twitter.com/dog_rates/status/666071193221509120/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>9.0/10</td>
      <td>0.9</td>
    </tr>
    <tr>
      <th>2345</th>
      <td>666063827256086533</td>
      <td>2015-11-16 01:22:45</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is the happiest dog you will ever see. Very committed owner. Nice couch. 10/10 https://t.co/RhUEAloehK</td>
      <td>https://twitter.com/dog_rates/status/666063827256086533/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>10.0/10</td>
      <td>1.0</td>
    </tr>
    <tr>
      <th>2346</th>
      <td>666058600524156928</td>
      <td>2015-11-16 01:01:59</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Here is the Rand Paul of retrievers folks! He's probably good at poker. Can drink beer (lol rad). 8/10 good dog https://t.co/pYAJkAe76p</td>
      <td>https://twitter.com/dog_rates/status/666058600524156928/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>8.0/10</td>
      <td>0.8</td>
    </tr>
    <tr>
      <th>2347</th>
      <td>666057090499244032</td>
      <td>2015-11-16 00:55:59</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>My oh my. This is a rare blond Canadian terrier on wheels. Only $8.98. Rather docile. 9/10 very rare https://t.co/yWBqbrzy8O</td>
      <td>https://twitter.com/dog_rates/status/666057090499244032/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>9.0/10</td>
      <td>0.9</td>
    </tr>
    <tr>
      <th>2348</th>
      <td>666055525042405380</td>
      <td>2015-11-16 00:49:46</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Here is a Siberian heavily armored polar bear mix. Strong owner. 10/10 I would do unspeakable things to pet this dog https://t.co/rdivxLiqEt</td>
      <td>https://twitter.com/dog_rates/status/666055525042405380/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>10.0/10</td>
      <td>1.0</td>
    </tr>
    <tr>
      <th>2349</th>
      <td>666051853826850816</td>
      <td>2015-11-16 00:35:11</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is an odd dog. Hard on the outside but loving on the inside. Petting still fun. Doesn't play catch well. 2/10 https://t.co/v5A4vzSDdc</td>
      <td>https://twitter.com/dog_rates/status/666051853826850816/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2.0/10</td>
      <td>0.2</td>
    </tr>
    <tr>
      <th>2350</th>
      <td>666050758794694657</td>
      <td>2015-11-16 00:30:50</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is a truly beautiful English Wilson Staff retriever. Has a nice phone. Privileged. 10/10 would trade lives with https://t.co/fvIbQfHjIe</td>
      <td>https://twitter.com/dog_rates/status/666050758794694657/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>10.0/10</td>
      <td>1.0</td>
    </tr>
    <tr>
      <th>2351</th>
      <td>666049248165822465</td>
      <td>2015-11-16 00:24:50</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Here we have a 1949 1st generation vulpix. Enjoys sweat tea and Fox News. Cannot be phased. 5/10 https://t.co/4B7cOc1EDq</td>
      <td>https://twitter.com/dog_rates/status/666049248165822465/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>5.0/10</td>
      <td>0.5</td>
    </tr>
    <tr>
      <th>2352</th>
      <td>666044226329800704</td>
      <td>2015-11-16 00:04:52</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is a purebred Piers Morgan. Loves to Netflix and chill. Always looks like he forgot to unplug the iron. 6/10 https://t.co/DWnyCjf2mx</td>
      <td>https://twitter.com/dog_rates/status/666044226329800704/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>6.0/10</td>
      <td>0.6</td>
    </tr>
    <tr>
      <th>2353</th>
      <td>666033412701032449</td>
      <td>2015-11-15 23:21:54</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Here is a very happy pup. Big fan of well-maintained decks. Just look at that tongue. 9/10 would cuddle af https://t.co/y671yMhoiR</td>
      <td>https://twitter.com/dog_rates/status/666033412701032449/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>9.0/10</td>
      <td>0.9</td>
    </tr>
    <tr>
      <th>2354</th>
      <td>666029285002620928</td>
      <td>2015-11-15 23:05:30</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is a western brown Mitsubishi terrier. Upset about leaf. Actually 2 dogs here. 7/10 would walk the shit out of https://t.co/r7mOb2m0UI</td>
      <td>https://twitter.com/dog_rates/status/666029285002620928/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>7.0/10</td>
      <td>0.7</td>
    </tr>
    <tr>
      <th>2355</th>
      <td>666020888022790149</td>
      <td>2015-11-15 22:32:08</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Here we have a Japanese Irish Setter. Lost eye in Vietnam (?). Big fan of relaxing on stair. 8/10 would pet https://t.co/BLDqew2Ijj</td>
      <td>https://twitter.com/dog_rates/status/666020888022790149/photo/1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>8.0/10</td>
      <td>0.8</td>
    </tr>
  </tbody>
</table>
<p>2175 rows × 9 columns</p>
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<pre>0       13.0/10
1       13.0/10
2       12.0/10
3       13.0/10
4       12.0/10
5       13.0/10
6       13.0/10
7       13.0/10
8       13.0/10
9       14.0/10
10      13.0/10
11      13.0/10
12      13.0/10
13      12.0/10
14      13.0/10
15      13.0/10
16      12.0/10
17      13.0/10
18      13.0/10
20      12.0/10
21      13.0/10
22      14.0/10
23      13.0/10
24      13.0/10
25      12.0/10
26      13.0/10
27      13.0/10
28      13.0/10
29      12.0/10
30      12.0/10
         ...   
2326    2.0/10 
2327    7.0/10 
2328    9.0/10 
2329    11.0/10
2330    6.0/10 
2331    8.0/10 
2332    10.0/10
2333    9.0/10 
2334    3.0/10 
2335    1.0/2  
2336    11.0/10
2337    10.0/10
2338    1.0/10 
2339    11.0/10
2340    8.0/10 
2341    9.0/10 
2342    6.0/10 
2343    10.0/10
2344    9.0/10 
2345    10.0/10
2346    8.0/10 
2347    9.0/10 
2348    10.0/10
2349    2.0/10 
2350    10.0/10
2351    5.0/10 
2352    6.0/10 
2353    9.0/10 
2354    7.0/10 
2355    8.0/10 
Name: rating, Length: 2175, dtype: object</pre>
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<pre>Lucy        11
Charlie     11
Cooper      10
Oliver      10
Tucker      9 
Penny       9 
Winston     8 
Lola        8 
Sadie       8 
Toby        7 
Daisy       7 
Bailey      6 
Oscar       6 
Koda        6 
Bella       6 
Bo          6 
Jax         6 
Stanley     6 
Buddy       5 
Bentley     5 
Milo        5 
Chester     5 
Rusty       5 
Leo         5 
Louis       5 
Scout       5 
Dave        5 
Finn        4 
Oakley      4 
Clarence    4 
           .. 
Holly       1 
Sundance    1 
Tango       1 
Maxwell     1 
DayZ        1 
Hercules    1 
Aldrick     1 
Mauve       1 
Rhino       1 
Tessa       1 
Bert        1 
Beemo       1 
Meyer       1 
Obie        1 
Ralphie     1 
Mo          1 
Lulu        1 
Blu         1 
Kona        1 
Noah        1 
Hurley      1 
Pipsy       1 
Carbon      1 
Clybe       1 
Logan       1 
Tanner      1 
Ginger      1 
Gin         1 
Timmy       1 
Pepper      1 
Name: name, Length: 952, dtype: int64</pre>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 2175 entries, 0 to 2355
Data columns (total 9 columns):
tweet_id          2175 non-null int64
timestamp         2175 non-null datetime64[ns]
source            2175 non-null object
text              2175 non-null object
expanded_urls     2117 non-null object
name              1426 non-null object
slang_category    332 non-null object
rating            2175 non-null object
rating_num        2174 non-null float64
dtypes: datetime64[ns](1), float64(1), int64(1), object(6)
memory usage: 249.9+ KB
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<pre>None</pre>
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<h2 id="Cleaning">Cleaning<a class="anchor-link" href="#Cleaning">&#182;</a></h2><p><code>image_predictions</code></p>
<h4 id="Define">Define<a class="anchor-link" href="#Define">&#182;</a></h4><ul>
<li>Change column names so that they are descriptive.</li>
<li>Delete rows with duplicate url data.</li>
<li>Remove _ from dog breed names.</li>
<li>Set single prediction value and remove useless columns. </li>
<li>Merge with twitter_archive</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># create clone</span>
<span class="n">image_predictions_clean</span> <span class="o">=</span> <span class="n">image_predictions</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">columns</span>
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<pre>Index([&#39;tweet_id&#39;, &#39;jpg_url&#39;, &#39;img_num&#39;, &#39;p1&#39;, &#39;p1_conf&#39;, &#39;p1_dog&#39;, &#39;p2&#39;,
       &#39;p2_conf&#39;, &#39;p2_dog&#39;, &#39;p3&#39;, &#39;p3_conf&#39;, &#39;p3_dog&#39;],
      dtype=&#39;object&#39;)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#descriptive column names</span>
<span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="p">[</span>
    <span class="s1">&#39;tweet_id&#39;</span><span class="p">,</span>
    <span class="s1">&#39;img_url&#39;</span><span class="p">,</span>
    <span class="s1">&#39;img_num&#39;</span><span class="p">,</span>
    <span class="s1">&#39;prediction1&#39;</span><span class="p">,</span>
    <span class="s1">&#39;prediction1_confidence&#39;</span><span class="p">,</span>
    <span class="s1">&#39;prediction1_is_correct&#39;</span><span class="p">,</span>
    <span class="s1">&#39;prediction2&#39;</span><span class="p">,</span>
    <span class="s1">&#39;prediction2_confidence&#39;</span><span class="p">,</span>
    <span class="s1">&#39;prediction2_is_correct&#39;</span><span class="p">,</span>
    <span class="s1">&#39;prediction3&#39;</span><span class="p">,</span>
    <span class="s1">&#39;prediction3_confidence&#39;</span><span class="p">,</span>
    <span class="s1">&#39;prediction3_is_correct&#39;</span><span class="p">,</span>
    
<span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#collect index for which prediction1 is correct</span>
<span class="n">p1_indices</span> <span class="o">=</span> <span class="n">image_predictions_clean</span><span class="p">[</span><span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">prediction1_is_correct</span> <span class="o">==</span> <span class="kc">True</span><span class="p">]</span><span class="o">.</span><span class="n">index</span>
<span class="n">p2_indices</span> <span class="o">=</span> <span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;prediction1_is_correct == False &amp; prediction2_is_correct == True&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">index</span>
<span class="n">p3_indices</span> <span class="o">=</span> <span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;prediction1_is_correct == False &amp; prediction2_is_correct == False &amp; prediction3_is_correct == True&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">index</span>
<span class="c1">#create a new column predicted_breed and add predictions</span>
<span class="n">image_predictions_clean</span><span class="p">[</span><span class="s1">&#39;predicted_breed&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">NaN</span>
<span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">p1_indices</span><span class="p">,</span><span class="s1">&#39;predicted_breed&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">p1_indices</span><span class="p">,</span><span class="s1">&#39;prediction1&#39;</span><span class="p">]</span>
<span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">p2_indices</span><span class="p">,</span><span class="s1">&#39;predicted_breed&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">p2_indices</span><span class="p">,</span><span class="s1">&#39;prediction2&#39;</span><span class="p">]</span>
<span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">p3_indices</span><span class="p">,</span><span class="s1">&#39;predicted_breed&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">p3_indices</span><span class="p">,</span><span class="s1">&#39;prediction3&#39;</span><span class="p">]</span>
<span class="c1">#create a new column prediction_confidence and add the confidence values</span>
<span class="n">image_predictions_clean</span><span class="p">[</span><span class="s1">&#39;prediction_confidence&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">NaN</span>
<span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">p1_indices</span><span class="p">,</span><span class="s1">&#39;prediction_confidence&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">p1_indices</span><span class="p">,</span><span class="s1">&#39;prediction1_confidence&#39;</span><span class="p">]</span>
<span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">p2_indices</span><span class="p">,</span><span class="s1">&#39;prediction_confidence&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">p2_indices</span><span class="p">,</span><span class="s1">&#39;prediction2_confidence&#39;</span><span class="p">]</span>
<span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">p3_indices</span><span class="p">,</span><span class="s1">&#39;prediction_confidence&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">p3_indices</span><span class="p">,</span><span class="s1">&#39;prediction3_confidence&#39;</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#drop unnecessary columns </span>
<span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">columns</span>
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<pre>Index([&#39;tweet_id&#39;, &#39;img_url&#39;, &#39;img_num&#39;, &#39;prediction1&#39;,
       &#39;prediction1_confidence&#39;, &#39;prediction1_is_correct&#39;, &#39;prediction2&#39;,
       &#39;prediction2_confidence&#39;, &#39;prediction2_is_correct&#39;, &#39;prediction3&#39;,
       &#39;prediction3_confidence&#39;, &#39;prediction3_is_correct&#39;, &#39;predicted_breed&#39;,
       &#39;prediction_confidence&#39;],
      dtype=&#39;object&#39;)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;prediction1&#39;</span><span class="p">,</span>
       <span class="s1">&#39;prediction1_confidence&#39;</span><span class="p">,</span> <span class="s1">&#39;prediction1_is_correct&#39;</span><span class="p">,</span> <span class="s1">&#39;prediction2&#39;</span><span class="p">,</span>
       <span class="s1">&#39;prediction2_confidence&#39;</span><span class="p">,</span> <span class="s1">&#39;prediction2_is_correct&#39;</span><span class="p">,</span> <span class="s1">&#39;prediction3&#39;</span><span class="p">,</span>
       <span class="s1">&#39;prediction3_confidence&#39;</span><span class="p">,</span> <span class="s1">&#39;prediction3_is_correct&#39;</span><span class="p">],</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
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<span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">(</span><span class="n">subset</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;img_url&#39;</span><span class="p">],</span> <span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># assign proper strings to dog_breeds</span>
<span class="n">image_predictions_clean</span><span class="p">[</span><span class="s1">&#39;predicted_breed&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">predicted_breed</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot;_&quot;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">)</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">title</span><span class="p">()</span> 
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># merge with twitter_archive</span>
<span class="n">twitter_archive_clean</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">twitter_archive_clean</span><span class="p">,</span> <span class="n">image_predictions_clean</span><span class="p">,</span> <span class="n">on</span> <span class="o">=</span> <span class="s1">&#39;tweet_id&#39;</span><span class="p">,</span> <span class="n">how</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">)</span>
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<h3 id="Testing">Testing<a class="anchor-link" href="#Testing">&#182;</a></h3><p><code>image_predictions_clean</code></p>

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<span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 2009 entries, 0 to 2074
Data columns (total 5 columns):
tweet_id                 2009 non-null int64
img_url                  2009 non-null object
img_num                  2009 non-null int64
predicted_breed          1691 non-null object
prediction_confidence    1691 non-null float64
dtypes: float64(1), int64(2), object(2)
memory usage: 94.2+ KB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># check if the datasets were merged properly</span>
<span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 2175 entries, 0 to 2174
Data columns (total 13 columns):
tweet_id                 2175 non-null int64
timestamp                2175 non-null datetime64[ns]
source                   2175 non-null object
text                     2175 non-null object
expanded_urls            2117 non-null object
name                     1426 non-null object
slang_category           332 non-null object
rating                   2175 non-null object
rating_num               2174 non-null float64
img_url                  1994 non-null object
img_num                  1994 non-null float64
predicted_breed          1686 non-null object
prediction_confidence    1686 non-null float64
dtypes: datetime64[ns](1), float64(3), int64(1), object(8)
memory usage: 237.9+ KB
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<h2 id="Cleaning">Cleaning<a class="anchor-link" href="#Cleaning">&#182;</a></h2><p><code>tweet_data</code></p>
<h4 id="Define">Define<a class="anchor-link" href="#Define">&#182;</a></h4><ul>
<li>Remove null data</li>
<li>Change data type of id to int</li>
<li>Change column name <code>id</code> to <code>tweet_id</code></li>
<li>Change data type of <code>retweet_count</code>,<code>favorite_count</code> to int </li>
<li>Merge with <code>twitter_archive</code></li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># create a copy of the data-set</span>
<span class="n">tweet_data_clean</span> <span class="o">=</span> <span class="n">tweet_data</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># remove null_data</span>
<span class="n">tweet_data_clean</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># change id type to integer</span>
<span class="n">tweet_data_clean</span><span class="o">.</span><span class="n">id</span> <span class="o">=</span> <span class="n">tweet_data_clean</span><span class="o">.</span><span class="n">id</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;int&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># rename columns id to `tweet_id`</span>
<span class="n">tweet_data_clean</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;id&quot;</span> <span class="p">:</span> <span class="s2">&quot;tweet_id&quot;</span><span class="p">},</span> <span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># change data type of retweet count and favorite_count to int</span>
<span class="n">tweet_data_clean</span><span class="o">.</span><span class="n">retweet_count</span> <span class="o">=</span> <span class="n">tweet_data_clean</span><span class="o">.</span><span class="n">retweet_count</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;int&#39;</span><span class="p">)</span>
<span class="n">tweet_data_clean</span><span class="o">.</span><span class="n">favorite_count</span> <span class="o">=</span> <span class="n">tweet_data_clean</span><span class="o">.</span><span class="n">favorite_count</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;int&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#merge with twitter_archive</span>
<span class="n">merged_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">twitter_archive_clean</span><span class="p">,</span> <span class="n">tweet_data_clean</span><span class="p">,</span> <span class="n">on</span> <span class="o">=</span> <span class="s1">&#39;tweet_id&#39;</span><span class="p">,</span> <span class="n">how</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">)</span>
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<span class="n">merged_df</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 2175 entries, 0 to 2174
Data columns (total 15 columns):
tweet_id                 2175 non-null int64
timestamp                2175 non-null datetime64[ns]
source                   2175 non-null object
text                     2175 non-null object
expanded_urls            2117 non-null object
name                     1426 non-null object
slang_category           332 non-null object
rating                   2175 non-null object
rating_num               2174 non-null float64
img_url                  1994 non-null object
img_num                  1994 non-null float64
predicted_breed          1686 non-null object
prediction_confidence    1686 non-null float64
retweet_count            1417 non-null float64
favorite_count           1417 non-null float64
dtypes: datetime64[ns](1), float64(5), int64(1), object(8)
memory usage: 271.9+ KB
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<p>&lt;a id = 'store'&gt; &lt;/a&gt;</p>
<h2 id="Storing">Storing<a class="anchor-link" href="#Storing">&#182;</a></h2><p><code>merged_df</code></p>
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<li>Store the data-set in a csv file named <code>twitter_archive_master.csv</code></li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">merged_df</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;twitter_archive_master.csv&#39;</span><span class="p">,</span> <span class="n">index</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span>
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<p>&lt;a id ='analyse and visualize'&gt;&lt;/a&gt;</p>
<h2 id="Analyzing-&amp;-Visualizing">Analyzing &amp; Visualizing<a class="anchor-link" href="#Analyzing-&amp;-Visualizing">&#182;</a></h2>
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<pre>count     2175   
unique    30     
top       12.0/10
freq      504    
Name: rating, dtype: object</pre>
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<p>It can be observed that most common rating is 12/10, dogs were given this rating 504 times.</p>

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<h4 id="Insight:-Dog-Breed-with-Most-Retweets">Insight: Dog Breed with Most Retweets<a class="anchor-link" href="#Insight:-Dog-Breed-with-Most-Retweets">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># get dog breed with the sum of their retweets</span>
<span class="n">retweets_data</span> <span class="o">=</span> <span class="n">merged_df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;predicted_breed&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()[</span><span class="s1">&#39;retweet_count&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">ascending</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span>
<span class="n">retweets_data</span>
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<pre>predicted_breed
Golden Retriever               358957.0
Pembroke                       185728.0
Labrador Retriever             178721.0
Chihuahua                      147133.0
French Bulldog                 83052.0 
Malamute                       71029.0 
Samoyed                        67188.0 
Pug                            63084.0 
Chow                           62957.0 
Cocker Spaniel                 61916.0 
Pomeranian                     61127.0 
Chesapeake Bay Retriever       56991.0 
Cardigan                       56189.0 
Standard Poodle                44988.0 
Whippet                        43926.0 
Toy Poodle                     43555.0 
Bedlington Terrier             40239.0 
Flat-Coated Retriever          32135.0 
Norwegian Elkhound             30170.0 
Rottweiler                     29347.0 
Basset                         27647.0 
Eskimo Dog                     27226.0 
German Shepherd                27082.0 
Shih-Tzu                       22762.0 
Siberian Husky                 21347.0 
Shetland Sheepdog              21216.0 
Boxer                          21149.0 
Pekinese                       21095.0 
Kelpie                         18797.0 
Great Pyrenees                 18634.0 
                                ...    
German Short-Haired Pointer    4143.0  
Miniature Schnauzer            4113.0  
Leonberg                       3635.0  
Soft-Coated Wheaten Terrier    3545.0  
Cairn                          2981.0  
Lhasa                          2612.0  
Welsh Springer Spaniel         2489.0  
Newfoundland                   2450.0  
Bluetick                       2328.0  
Rhodesian Ridgeback            2312.0  
Komondor                       2303.0  
Doberman                       2177.0  
Sussex Spaniel                 2166.0  
Greater Swiss Mountain Dog     1925.0  
Scottish Deerhound             1900.0  
Tibetan Terrier                1674.0  
Silky Terrier                  1644.0  
Clumber                        1633.0  
Standard Schnauzer             790.0   
Irish Wolfhound                722.0   
Brabancon Griffon              515.0   
Japanese Spaniel               391.0   
Groenendael                    122.0   
Toy Terrier                    42.0    
Black-And-Tan Coonhound        32.0    
Scotch Terrier                 0.0     
Entlebucher                    0.0     
Appenzeller                    0.0     
Curly-Coated Retriever         0.0     
Bouvier Des Flandres           0.0     
Name: retweet_count, Length: 113, dtype: float64</pre>
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<p>It can be observed that <code>Golden Retrievers</code> get more retweets.
Below is a plot for breed vs number of retweets for top 5 values</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">locs</span> <span class="o">=</span> <span class="n">retweets_data</span><span class="o">.</span><span class="n">index</span><span class="p">[:</span><span class="mi">5</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
<span class="n">heights</span> <span class="o">=</span> <span class="n">retweets_data</span><span class="o">.</span><span class="n">values</span><span class="p">[:</span><span class="mi">5</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;int&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">barh</span><span class="p">(</span><span class="n">locs</span><span class="p">,</span> <span class="n">heights</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Breed&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Retweets&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Breed vs Retweets&#39;</span><span class="p">);</span>
<span class="n">display</span><span class="p">(</span><span class="n">retweets_data</span><span class="p">[:</span><span class="mi">5</span><span class="p">])</span>
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<pre>predicted_breed
Golden Retriever      358957.0
Pembroke              185728.0
Labrador Retriever    178721.0
Chihuahua             147133.0
French Bulldog        83052.0 
Name: retweet_count, dtype: float64</pre>
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<h3 id="Insight-2-:-Number-of-Retweets-and-Favorites-from-Nov-2015-to-July-2017">Insight 2 : Number of Retweets and Favorites from Nov 2015 to July 2017<a class="anchor-link" href="#Insight-2-:-Number-of-Retweets-and-Favorites-from-Nov-2015-to-July-2017">&#182;</a></h3><p>The plot in the next cell provides a visual depiction of month wise <code>favorite_count</code> and <code>retweet_count</code> from <code>November 2015</code> to <code>July 2017</code>.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">new_df</span> <span class="o">=</span> <span class="n">merged_df</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">new_df</span><span class="p">[</span><span class="s1">&#39;year-month&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">new_df</span><span class="p">[</span><span class="s1">&#39;timestamp&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">to_period</span><span class="p">(</span><span class="s1">&#39;M&#39;</span><span class="p">)</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">new_df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;year-month&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">sum</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="n">twts</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">retweet_count</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
<span class="n">favs</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">favorite_count</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
<span class="n">locs</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;str&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">23</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">14</span><span class="p">,</span> <span class="mi">14</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">locs</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span> <span class="n">twts</span><span class="p">[:</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="s1">&#39;o&#39;</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;retweet_count&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">locs</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span> <span class="n">favs</span><span class="p">[:</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="s1">&#39;*&#39;</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;favorite_count&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">,</span> <span class="n">rotation</span> <span class="o">=</span> <span class="mi">90</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">50000</span><span class="p">,</span> <span class="mi">1070000</span><span class="p">,</span><span class="mi">20000</span> <span class="p">),</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Month&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</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;Retweet and Favorite Count from November 2011 to July 2017&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">);</span>
<span class="n">display</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">,:])</span>
</pre></div>

    </div>
</div>
</div>

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


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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>retweet_count</th>
      <th>favorite_count</th>
    </tr>
    <tr>
      <th>year-month</th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>2015-11</th>
      <td>94361.0</td>
      <td>225730.0</td>
    </tr>
    <tr>
      <th>2015-12</th>
      <td>366810.0</td>
      <td>887657.0</td>
    </tr>
    <tr>
      <th>2016-01</th>
      <td>163051.0</td>
      <td>445641.0</td>
    </tr>
    <tr>
      <th>2016-02</th>
      <td>118036.0</td>
      <td>330439.0</td>
    </tr>
    <tr>
      <th>2016-03</th>
      <td>107458.0</td>
      <td>314293.0</td>
    </tr>
    <tr>
      <th>2016-04</th>
      <td>58319.0</td>
      <td>178363.0</td>
    </tr>
    <tr>
      <th>2016-05</th>
      <td>86837.0</td>
      <td>254356.0</td>
    </tr>
    <tr>
      <th>2016-06</th>
      <td>150124.0</td>
      <td>411484.0</td>
    </tr>
    <tr>
      <th>2016-07</th>
      <td>187757.0</td>
      <td>508208.0</td>
    </tr>
    <tr>
      <th>2016-08</th>
      <td>121754.0</td>
      <td>357323.0</td>
    </tr>
    <tr>
      <th>2016-09</th>
      <td>146513.0</td>
      <td>481318.0</td>
    </tr>
    <tr>
      <th>2016-10</th>
      <td>221960.0</td>
      <td>657342.0</td>
    </tr>
    <tr>
      <th>2016-11</th>
      <td>127810.0</td>
      <td>422033.0</td>
    </tr>
    <tr>
      <th>2016-12</th>
      <td>207737.0</td>
      <td>631222.0</td>
    </tr>
    <tr>
      <th>2017-01</th>
      <td>172138.0</td>
      <td>596803.0</td>
    </tr>
    <tr>
      <th>2017-02</th>
      <td>130467.0</td>
      <td>549418.0</td>
    </tr>
    <tr>
      <th>2017-03</th>
      <td>102495.0</td>
      <td>450185.0</td>
    </tr>
    <tr>
      <th>2017-04</th>
      <td>145677.0</td>
      <td>635181.0</td>
    </tr>
    <tr>
      <th>2017-05</th>
      <td>165145.0</td>
      <td>661914.0</td>
    </tr>
    <tr>
      <th>2017-06</th>
      <td>164696.0</td>
      <td>812913.0</td>
    </tr>
    <tr>
      <th>2017-07</th>
      <td>214423.0</td>
      <td>1028697.0</td>
    </tr>
  </tbody>
</table>
</div>
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<p><i>It can be observed that the number of favorites has always been more than the number of retweets for the account, during the mentioned period the account received most number of retweets in `December 2015` and most number of favorites in `July 2017`. `April 2016` was not a good month since the lowest retweets and favorites were from that period.</i></p>

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<h3 id="Insight-3-:-Amount-of-tweets-of-the-Account-from-November-2011-to-July-2017">Insight 3 : Amount of tweets of the Account from November 2011 to July 2017<a class="anchor-link" href="#Insight-3-:-Amount-of-tweets-of-the-Account-from-November-2011-to-July-2017">&#182;</a></h3><p>The plot in the following depicts month-wise <code>tweet-counts</code> made by the account 
from <code>November 2011</code> to <code>July 2017</code>.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tweet_counts</span> <span class="o">=</span> <span class="n">new_df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;year-month&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">count</span><span class="p">()[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">][:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="n">display</span><span class="p">(</span><span class="n">tweet_counts</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">tweet_counts</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;str&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">tolist</span><span class="p">(),</span> <span class="n">tweet_counts</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">(),</span> <span class="n">marker</span> <span class="o">=</span> <span class="s1">&#39;o&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span> <span class="o">=</span> <span class="mi">90</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">450</span><span class="p">,</span><span class="mi">50</span><span class="p">),</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;Month&quot;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Tweets&quot;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Number of Tweets from Nov 2011 to July 2017&quot;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">);</span>
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<pre>year-month
2015-11    300
2015-12    388
2016-01    194
2016-02    125
2016-03    136
2016-04    60 
2016-05    60 
2016-06    94 
2016-07    97 
2016-08    63 
2016-09    69 
2016-10    73 
2016-11    58 
2016-12    59 
2017-01    71 
2017-02    72 
2017-03    57 
2017-04    49 
2017-05    45 
2017-06    50 
2017-07    53 
Freq: M, Name: tweet_id, dtype: int64</pre>
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<p><i>It can be observed that <code>tweet_count</code> has decreased drastically since <code>December 2012</code>. The maximum number of tweets were made during <code>December 2012</code>.<i></p>

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<h3 id="Insight-4-:-Ratings-received-by-dog-breeds">Insight 4 : Ratings received by dog breeds<a class="anchor-link" href="#Insight-4-:-Ratings-received-by-dog-breeds">&#182;</a></h3><p>Each tweet has a <code>predicted_breed</code> and <code>rating</code> associated with it, we will find the median rating received by each do breed.</p>

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<div class="prompt input_prompt">In&nbsp;[55]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># get median rating of each breed</span>
<span class="n">breed_rating</span> <span class="o">=</span> <span class="n">new_df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;predicted_breed&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">median</span><span class="p">()[</span><span class="s1">&#39;rating_num&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">ascending</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span>
<span class="n">breed_rating</span>
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    <div class="prompt output_prompt">Out[55]:</div>


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<pre>predicted_breed
Afghan Hound                   1.300
Bouvier Des Flandres           1.300
Saluki                         1.300
Gordon Setter                  1.200
Chow                           1.200
Flat-Coated Retriever          1.200
Samoyed                        1.200
Great Pyrenees                 1.200
Rottweiler                     1.200
Golden Retriever               1.200
Greater Swiss Mountain Dog     1.200
Eskimo Dog                     1.200
Silky Terrier                  1.200
Irish Water Spaniel            1.200
Briard                         1.200
Standard Schnauzer             1.200
Pembroke                       1.200
Tibetan Mastiff                1.200
Border Terrier                 1.200
Pekinese                       1.200
French Bulldog                 1.200
Norfolk Terrier                1.200
Bernese Mountain Dog           1.200
Leonberg                       1.200
Kuvasz                         1.163
Australian Terrier             1.150
Giant Schnauzer                1.150
Cocker Spaniel                 1.150
Irish Setter                   1.150
Wire-Haired Fox Terrier        1.150
                               ...  
Borzoi                         1.000
Boston Bull                    1.000
Irish Terrier                  1.000
Boxer                          1.000
Brabancon Griffon              1.000
Standard Poodle                1.000
Bull Mastiff                   1.000
Pug                            1.000
Soft-Coated Wheaten Terrier    1.000
Ibizan Hound                   1.000
Chesapeake Bay Retriever       1.000
Groenendael                    1.000
Miniature Poodle               1.000
Basenji                        1.000
Newfoundland                   1.000
Norwich Terrier                1.000
West Highland White Terrier    1.000
Beagle                         1.000
German Short-Haired Pointer    1.000
Whippet                        1.000
Saint Bernard                  1.000
Welsh Springer Spaniel         0.950
Yorkshire Terrier              0.950
Scottish Deerhound             0.950
Dalmatian                      0.950
English Setter                 0.950
Tibetan Terrier                0.900
Curly-Coated Retriever         0.900
Scotch Terrier                 0.900
Japanese Spaniel               0.500
Name: rating_num, Length: 113, dtype: float64</pre>
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<p><em>It can be observed that the median rating for <code>Afghan Hound</code>, <code>Saluki</code>, <code>Bouvier Des Flandres</code> is highest = <code>1.3</code>.</em></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">locs</span> <span class="o">=</span> <span class="n">breed_rating</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">tolist</span><span class="p">()[:</span><span class="mi">10</span><span class="p">]</span>
<span class="n">display</span><span class="p">(</span><span class="n">breed_rating</span><span class="p">[:</span><span class="mi">10</span><span class="p">])</span>
<span class="n">heights</span> <span class="o">=</span> <span class="n">breed_rating</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()[:</span><span class="mi">10</span><span class="p">]</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">barh</span><span class="p">(</span><span class="n">locs</span><span class="p">,</span> <span class="n">heights</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;g&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mf">1.6</span><span class="p">,</span><span class="mf">0.1</span><span class="p">),</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Dog Breeds&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Median Rating&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</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;Dog Breeds vs Median Rating&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">);</span>
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<p><em>The above plot depicts the <code>median rating</code> of top 10 <code>dog breeds</code> (based on their median rating) the breeds are
<code>Afghan Hound</code>, <code>Bouvier Des Flandres</code>, <code>Saluki</code>, <code>Gordon Setter</code>, <code>Chow</code>, <code>Flat-Coated Retriever</code>, <code>Samoyed</code>, <code>Great Pyrenees</code>, <code>Rottweiler</code> and <code>Golden Retriever</code>.</em></p>

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