wrangle_act.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>wrangle_act</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
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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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  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

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

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<h3 id="Gather-Data:">Gather Data:<a class="anchor-link" href="#Gather-Data:">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Import all required Packages,</span>

<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
<span class="kn">import</span> <span class="nn">requests</span>
<span class="kn">import</span> <span class="nn">tweepy</span> 
<span class="kn">import</span> <span class="nn">json</span>
<span class="kn">import</span> <span class="nn">os</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Read the CSV file,</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> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;ISO-8859-1&#39;</span><span class="p">)</span>
<span class="n">twitter_archive</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
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      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Phineas. He's a mystical boy. Only eve...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/892420643...</td>
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      <td>2017-08-01 00:17:27 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
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      <td>NaN</td>
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      <td>https://twitter.com/dog_rates/status/892177421...</td>
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      <td>10</td>
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      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Download programmatically tweet image predictions&#39;image_predictions&#39;</span>

<span class="n">folder_name</span> <span class="o">=</span> <span class="s1">&#39;image_predictions&#39;</span>
<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="n">folder_name</span><span class="p">):</span>
    <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="n">folder_name</span><span class="p">)</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="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">folder_name</span><span class="p">,</span>
                       <span class="n">url</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;/&#39;</span><span class="p">)[</span><span class="o">-</span><span class="mi">1</span><span class="p">]),</span> <span class="n">mode</span> <span class="o">=</span> <span class="s1">&#39;wb&#39;</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">content</span><span class="p">)</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Open &#39;image_predictions&#39; file,</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="s1">&#39;image_predictions/image-predictions.tsv&#39;</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>
<span class="n">image_predictions</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>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>0</th>
      <td>666020888022790149</td>
      <td>https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg</td>
      <td>1</td>
      <td>Welsh_springer_spaniel</td>
      <td>0.465074</td>
      <td>True</td>
      <td>collie</td>
      <td>0.156665</td>
      <td>True</td>
      <td>Shetland_sheepdog</td>
      <td>0.061428</td>
      <td>True</td>
    </tr>
    <tr>
      <th>1</th>
      <td>666029285002620928</td>
      <td>https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg</td>
      <td>1</td>
      <td>redbone</td>
      <td>0.506826</td>
      <td>True</td>
      <td>miniature_pinscher</td>
      <td>0.074192</td>
      <td>True</td>
      <td>Rhodesian_ridgeback</td>
      <td>0.072010</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2</th>
      <td>666033412701032449</td>
      <td>https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg</td>
      <td>1</td>
      <td>German_shepherd</td>
      <td>0.596461</td>
      <td>True</td>
      <td>malinois</td>
      <td>0.138584</td>
      <td>True</td>
      <td>bloodhound</td>
      <td>0.116197</td>
      <td>True</td>
    </tr>
    <tr>
      <th>3</th>
      <td>666044226329800704</td>
      <td>https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg</td>
      <td>1</td>
      <td>Rhodesian_ridgeback</td>
      <td>0.408143</td>
      <td>True</td>
      <td>redbone</td>
      <td>0.360687</td>
      <td>True</td>
      <td>miniature_pinscher</td>
      <td>0.222752</td>
      <td>True</td>
    </tr>
    <tr>
      <th>4</th>
      <td>666049248165822465</td>
      <td>https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg</td>
      <td>1</td>
      <td>miniature_pinscher</td>
      <td>0.560311</td>
      <td>True</td>
      <td>Rottweiler</td>
      <td>0.243682</td>
      <td>True</td>
      <td>Doberman</td>
      <td>0.154629</td>
      <td>True</td>
    </tr>
  </tbody>
</table>
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<h4 id="Using-the-tweet-IDs-in-the-WeRateDogs-Twitter-archive,-query-the-Twitter-API-for-each-tweet's-JSON-data-using-Python's-Tweepy-library-and-store-each-tweet's-entire-set-of-JSON-data-in-a-file-called-tweet_json.txt-file">Using the tweet IDs in the WeRateDogs Twitter archive, query the Twitter API for each tweet's JSON data using Python's Tweepy library and store each tweet's entire set of JSON data in a file called tweet_json.txt file<a class="anchor-link" href="#Using-the-tweet-IDs-in-the-WeRateDogs-Twitter-archive,-query-the-Twitter-API-for-each-tweet's-JSON-data-using-Python's-Tweepy-library-and-store-each-tweet's-entire-set-of-JSON-data-in-a-file-called-tweet_json.txt-file">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></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="s1">&#39;RmCEjjTm44ba4DrYMUGkWR1us&#39;</span><span class="p">,</span> <span class="s1">&#39;OXcjrlIUt1a4dhBTl4cRiKs6gAjjVGy48Y1coqAWkTotDQS2QY&#39;</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="s1">&#39;148248669-QhAD5hNcusdFmUqiEIu98CCDpttmZsAjFdsWLQPf&#39;</span><span class="p">,</span> <span class="s1">&#39;IaxODiXztK7b6k6tAHF9ezhY6ftrEluPLdNNbA0Y8kxig&#39;</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">parser</span> <span class="o">=</span> <span class="n">tweepy</span><span class="o">.</span><span class="n">parsers</span><span class="o">.</span><span class="n">JSONParser</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">#To download all tweets based on Tweet ID and store in list,</span>
<span class="n">df_list</span> <span class="o">=</span> <span class="p">[]</span>
<span class="c1">#To download all tweets based on Tweet ID and store in list which are not found,</span>
<span class="n">exception_list</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">tweet_id</span> <span class="ow">in</span> <span class="n">twitter_archive</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">]:</span>   
    <span class="k">try</span><span class="p">:</span>
        <span class="n">df_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">api</span><span class="o">.</span><span class="n">get_status</span><span class="p">(</span><span class="n">tweet_id</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="n">exception_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tweet_id</span><span class="p">)</span>
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<pre>Rate limit reached. Sleeping for: 305
Rate limit reached. Sleeping for: 725
Rate limit reached. Sleeping for: 723
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total no of Tweets found are&quot;</span> <span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">df_list</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total no of Tweets not found are&quot;</span> <span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">exception_list</span><span class="p">))</span>
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<pre>Total no of Tweets found are 2345
Total no of Tweets not found are 11
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Adding them to Dictionary</span>

<span class="n">df_dicts</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">each_tweet</span> <span class="ow">in</span> <span class="n">df_list</span><span class="p">:</span>
    <span class="n">df_dicts</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">each_tweet</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Writing dictionary into to a text file</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">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">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">df_dicts</span><span class="p">,</span>
                              <span class="n">indent</span><span class="o">=</span><span class="mi">4</span><span class="p">))</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Put data into dataframe,</span>
<span class="c1">#And choosing only required coloumns</span>

<span class="n">data_df</span> <span class="o">=</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="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">json_file</span><span class="p">:</span>  
    <span class="n">whole_raw_tweet</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">json_file</span><span class="p">)</span>
    <span class="k">for</span> <span class="n">tweet</span> <span class="ow">in</span> <span class="n">whole_raw_tweet</span><span class="p">:</span>
        <span class="n">tweet_id</span> <span class="o">=</span> <span class="n">tweet</span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">]</span>
        <span class="n">whole_tweet</span> <span class="o">=</span> <span class="n">tweet</span><span class="p">[</span><span class="s1">&#39;text&#39;</span><span class="p">]</span>
        <span class="n">only_url</span> <span class="o">=</span> <span class="n">whole_tweet</span><span class="p">[</span><span class="n">whole_tweet</span><span class="o">.</span><span class="n">find</span><span class="p">(</span><span class="s1">&#39;https&#39;</span><span class="p">):]</span>
        <span class="n">favorite_count</span> <span class="o">=</span> <span class="n">tweet</span><span class="p">[</span><span class="s1">&#39;favorite_count&#39;</span><span class="p">]</span>
        <span class="n">retweet_count</span> <span class="o">=</span> <span class="n">tweet</span><span class="p">[</span><span class="s1">&#39;retweet_count&#39;</span><span class="p">]</span>
        <span class="n">followers_count</span> <span class="o">=</span> <span class="n">tweet</span><span class="p">[</span><span class="s1">&#39;user&#39;</span><span class="p">][</span><span class="s1">&#39;followers_count&#39;</span><span class="p">]</span>
        <span class="n">friends_count</span> <span class="o">=</span> <span class="n">tweet</span><span class="p">[</span><span class="s1">&#39;user&#39;</span><span class="p">][</span><span class="s1">&#39;friends_count&#39;</span><span class="p">]</span>
        <span class="n">whole_source</span> <span class="o">=</span> <span class="n">tweet</span><span class="p">[</span><span class="s1">&#39;source&#39;</span><span class="p">]</span>
        <span class="n">only_device</span> <span class="o">=</span> <span class="n">whole_source</span><span class="p">[</span><span class="n">whole_source</span><span class="o">.</span><span class="n">find</span><span class="p">(</span><span class="s1">&#39;rel=&quot;nofollow&quot;&gt;&#39;</span><span class="p">)</span> <span class="o">+</span> <span class="mi">15</span><span class="p">:</span><span class="o">-</span><span class="mi">4</span><span class="p">]</span>
        <span class="n">source</span> <span class="o">=</span> <span class="n">only_device</span>
        <span class="n">retweeted_status</span> <span class="o">=</span> <span class="n">tweet</span><span class="p">[</span><span class="s1">&#39;retweeted_status&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">tweet</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;retweeted_status&#39;</span><span class="p">,</span> <span class="s1">&#39;Original tweet&#39;</span><span class="p">)</span>
        <span class="k">if</span> <span class="n">retweeted_status</span> <span class="o">==</span> <span class="s1">&#39;Original tweet&#39;</span><span class="p">:</span>
            <span class="n">url</span> <span class="o">=</span> <span class="n">only_url</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="n">retweeted_status</span> <span class="o">=</span> <span class="s1">&#39;This is a retweet&#39;</span>
            <span class="n">url</span> <span class="o">=</span> <span class="s1">&#39;This is a retweet&#39;</span>

        <span class="n">data_df</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="nb">str</span><span class="p">(</span><span class="n">tweet_id</span><span class="p">),</span>
                             <span class="s1">&#39;favorite_count&#39;</span><span class="p">:</span> <span class="nb">int</span><span class="p">(</span><span class="n">favorite_count</span><span class="p">),</span>
                             <span class="s1">&#39;retweet_count&#39;</span><span class="p">:</span> <span class="nb">int</span><span class="p">(</span><span class="n">retweet_count</span><span class="p">),</span>
                             <span class="s1">&#39;followers_count&#39;</span><span class="p">:</span> <span class="nb">int</span><span class="p">(</span><span class="n">followers_count</span><span class="p">),</span>
                             <span class="s1">&#39;friends_count&#39;</span><span class="p">:</span> <span class="nb">int</span><span class="p">(</span><span class="n">friends_count</span><span class="p">),</span>
                             <span class="s1">&#39;url&#39;</span><span class="p">:</span> <span class="n">url</span><span class="p">,</span>
                             <span class="s1">&#39;source&#39;</span><span class="p">:</span> <span class="n">source</span><span class="p">,</span>
                             <span class="s1">&#39;retweeted_status&#39;</span><span class="p">:</span> <span class="n">retweeted_status</span><span class="p">,</span>
                            <span class="p">})</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_tweet</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">data_df</span><span class="p">,</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;favorite_count&#39;</span><span class="p">,</span><span class="s1">&#39;retweet_count&#39;</span><span class="p">,</span> 
                                                           <span class="s1">&#39;followers_count&#39;</span><span class="p">,</span> <span class="s1">&#39;friends_count&#39;</span><span class="p">,</span><span class="s1">&#39;source&#39;</span><span class="p">,</span> 
                                                           <span class="s1">&#39;retweeted_status&#39;</span><span class="p">,</span> <span class="s1">&#39;url&#39;</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_tweet</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: 2345 entries, 0 to 2344
Data columns (total 8 columns):
tweet_id            2345 non-null object
favorite_count      2345 non-null int64
retweet_count       2345 non-null int64
followers_count     2345 non-null int64
friends_count       2345 non-null int64
source              2345 non-null object
retweeted_status    2345 non-null object
url                 2345 non-null object
dtypes: int64(4), object(4)
memory usage: 146.6+ KB
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<h3 id="Asses-Data:">Asses Data:<a class="anchor-link" href="#Asses-Data:">&#182;</a></h3><p>After gathering each of the above pieces of data, assess them visually and programmatically for quality and tidiness issues. Detect and document at least eight (8) quality issues and two (2) tidiness issues in your wrangle_act.ipynb Jupyter Notebook.</p>

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<h4 id="Visual-Assesment">Visual Assesment<a class="anchor-link" href="#Visual-Assesment">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">twitter_archive</span>
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  <thead>
    <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>0</th>
      <td>892420643555336193</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-08-01 16:23:56 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Phineas. He's a mystical boy. Only eve...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/892420643...</td>
      <td>13</td>
      <td>10</td>
      <td>Phineas</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1</th>
      <td>892177421306343426</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-08-01 00:17:27 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Tilly. She's just checking pup on you....</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/892177421...</td>
      <td>13</td>
      <td>10</td>
      <td>Tilly</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2</th>
      <td>891815181378084864</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-31 00:18:03 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Archie. He is a rare Norwegian Pouncin...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/891815181...</td>
      <td>12</td>
      <td>10</td>
      <td>Archie</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>3</th>
      <td>891689557279858688</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-30 15:58:51 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Darla. She commenced a snooze mid meal...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/891689557...</td>
      <td>13</td>
      <td>10</td>
      <td>Darla</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>4</th>
      <td>891327558926688256</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-29 16:00:24 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Franklin. He would like you to stop ca...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/891327558...</td>
      <td>12</td>
      <td>10</td>
      <td>Franklin</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>5</th>
      <td>891087950875897856</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-29 00:08:17 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here we have a majestic great white breaching ...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/891087950...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6</th>
      <td>890971913173991426</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-28 16:27:12 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Meet Jax. He enjoys ice cream so much he gets ...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://gofundme.com/ydvmve-surgery-for-jax,ht...</td>
      <td>13</td>
      <td>10</td>
      <td>Jax</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>7</th>
      <td>890729181411237888</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-28 00:22:40 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>When you watch your owner call another dog a g...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/890729181...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>8</th>
      <td>890609185150312448</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-27 16:25:51 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Zoey. She doesn't want to be one of th...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/890609185...</td>
      <td>13</td>
      <td>10</td>
      <td>Zoey</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" r...</td>
      <td>This is Cassie. She is a college pup. Studying...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/890240255...</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>10</th>
      <td>890006608113172480</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-26 00:31:25 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Koda. He is a South Australian decksha...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/890006608...</td>
      <td>13</td>
      <td>10</td>
      <td>Koda</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>11</th>
      <td>889880896479866881</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-25 16:11:53 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Bruno. He is a service shark. Only get...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/889880896...</td>
      <td>13</td>
      <td>10</td>
      <td>Bruno</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>12</th>
      <td>889665388333682689</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-25 01:55:32 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here's a puppo that seems to be on the fence a...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/889665388...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>13</th>
      <td>889638837579907072</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-25 00:10:02 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Ted. He does his best. Sometimes that'...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/889638837...</td>
      <td>12</td>
      <td>10</td>
      <td>Ted</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>14</th>
      <td>889531135344209921</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-24 17:02:04 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Stuart. He's sporting his favorite fan...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/889531135...</td>
      <td>13</td>
      <td>10</td>
      <td>Stuart</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>15</th>
      <td>889278841981685760</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-24 00:19:32 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Oliver. You're witnessing one of his m...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/889278841...</td>
      <td>13</td>
      <td>10</td>
      <td>Oliver</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>16</th>
      <td>888917238123831296</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-23 00:22:39 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Jim. He found a fren. Taught him how t...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/888917238...</td>
      <td>12</td>
      <td>10</td>
      <td>Jim</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>17</th>
      <td>888804989199671297</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-22 16:56:37 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Zeke. He has a new stick. Very proud o...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/888804989...</td>
      <td>13</td>
      <td>10</td>
      <td>Zeke</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>18</th>
      <td>888554962724278272</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-22 00:23:06 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Ralphus. He's powering up. Attempting ...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/888554962...</td>
      <td>13</td>
      <td>10</td>
      <td>Ralphus</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>19</th>
      <td>888202515573088257</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-21 01:02:36 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: This is Canela. She attempted s...</td>
      <td>8.874740e+17</td>
      <td>4.196984e+09</td>
      <td>2017-07-19 00:47:34 +0000</td>
      <td>https://twitter.com/dog_rates/status/887473957...</td>
      <td>13</td>
      <td>10</td>
      <td>Canela</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>20</th>
      <td>888078434458587136</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-20 16:49:33 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Gerald. He was just told he didn't get...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/888078434...</td>
      <td>12</td>
      <td>10</td>
      <td>Gerald</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>21</th>
      <td>887705289381826560</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-19 16:06:48 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Jeffrey. He has a monopoly on the pool...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/887705289...</td>
      <td>13</td>
      <td>10</td>
      <td>Jeffrey</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>22</th>
      <td>887517139158093824</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-19 03:39:09 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>I've yet to rate a Venezuelan Hover Wiener. Th...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/887517139...</td>
      <td>14</td>
      <td>10</td>
      <td>such</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>23</th>
      <td>887473957103951883</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-19 00:47:34 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Canela. She attempted some fancy porch...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/887473957...</td>
      <td>13</td>
      <td>10</td>
      <td>Canela</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>24</th>
      <td>887343217045368832</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-18 16:08:03 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>You may not have known you needed to see this ...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/887343217...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>25</th>
      <td>887101392804085760</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-18 00:07:08 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This... is a Jubilant Antarctic House Bear. We...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/887101392...</td>
      <td>12</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>26</th>
      <td>886983233522544640</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-17 16:17:36 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Maya. She's very shy. Rarely leaves he...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/886983233...</td>
      <td>13</td>
      <td>10</td>
      <td>Maya</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>27</th>
      <td>886736880519319552</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-16 23:58:41 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Mingus. He's a wonderful father to his...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://www.gofundme.com/mingusneedsus,https:/...</td>
      <td>13</td>
      <td>10</td>
      <td>Mingus</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>28</th>
      <td>886680336477933568</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-16 20:14:00 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Derek. He's late for a dog meeting. 13...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/886680336...</td>
      <td>13</td>
      <td>10</td>
      <td>Derek</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>29</th>
      <td>886366144734445568</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-15 23:25:31 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Roscoe. Another pupper fallen victim t...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/886366144...</td>
      <td>12</td>
      <td>10</td>
      <td>Roscoe</td>
      <td>None</td>
      <td>None</td>
      <td>pupper</td>
      <td>None</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>2326</th>
      <td>666411507551481857</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-17 00:24:19 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is quite the dog. Gets really excited whe...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666411507...</td>
      <td>2</td>
      <td>10</td>
      <td>quite</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2327</th>
      <td>666407126856765440</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-17 00:06:54 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is a southern Vesuvius bumblegruff. Can d...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666407126...</td>
      <td>7</td>
      <td>10</td>
      <td>a</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2328</th>
      <td>666396247373291520</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 23:23:41 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Oh goodness. A super rare northeast Qdoba kang...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666396247...</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>2329</th>
      <td>666373753744588802</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 21:54:18 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Those are sunglasses and a jean jacket. 11/10 ...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666373753...</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>2330</th>
      <td>666362758909284353</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 21:10:36 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Unique dog here. Very small. Lives in containe...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666362758...</td>
      <td>6</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2331</th>
      <td>666353288456101888</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 20:32:58 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here we have a mixed Asiago from the GalÃ¡pago...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666353288...</td>
      <td>8</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2332</th>
      <td>666345417576210432</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 20:01:42 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Look at this jokester thinking seat belt laws ...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666345417...</td>
      <td>10</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2333</th>
      <td>666337882303524864</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 19:31:45 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is an extremely rare horned Parthenon. No...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666337882...</td>
      <td>9</td>
      <td>10</td>
      <td>an</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2334</th>
      <td>666293911632134144</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 16:37:02 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is a funny dog. Weird toes. Won't come do...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666293911...</td>
      <td>3</td>
      <td>10</td>
      <td>a</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2335</th>
      <td>666287406224695296</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 16:11:11 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is an Albanian 3 1/2 legged  Episcopalian...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666287406...</td>
      <td>1</td>
      <td>2</td>
      <td>an</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2336</th>
      <td>666273097616637952</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 15:14:19 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Can take selfies 11/10 https://t.co/ws2AMaNwPW</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666273097...</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>2337</th>
      <td>666268910803644416</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 14:57:41 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Very concerned about fellow dog trapped in com...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666268910...</td>
      <td>10</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2338</th>
      <td>666104133288665088</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 04:02:55 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Not familiar with this breed. No tail (weird)....</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666104133...</td>
      <td>1</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2339</th>
      <td>666102155909144576</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 03:55:04 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Oh my. Here you are seeing an Adobe Setter giv...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666102155...</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>2340</th>
      <td>666099513787052032</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 03:44:34 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Can stand on stump for what seems like a while...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666099513...</td>
      <td>8</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2341</th>
      <td>666094000022159362</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 03:22:39 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This appears to be a Mongolian Presbyterian mi...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666094000...</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>2342</th>
      <td>666082916733198337</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 02:38:37 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here we have a well-established sunblockerspan...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666082916...</td>
      <td>6</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2343</th>
      <td>666073100786774016</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 01:59:36 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Let's hope this flight isn't Malaysian (lol). ...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666073100...</td>
      <td>10</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2344</th>
      <td>666071193221509120</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 01:52:02 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here we have a northern speckled Rhododendron....</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666071193...</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>2345</th>
      <td>666063827256086533</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 01:22:45 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is the happiest dog you will ever see. Ve...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666063827...</td>
      <td>10</td>
      <td>10</td>
      <td>the</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2346</th>
      <td>666058600524156928</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 01:01:59 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here is the Rand Paul of retrievers folks! He'...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666058600...</td>
      <td>8</td>
      <td>10</td>
      <td>the</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2347</th>
      <td>666057090499244032</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 00:55:59 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>My oh my. This is a rare blond Canadian terrie...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666057090...</td>
      <td>9</td>
      <td>10</td>
      <td>a</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2348</th>
      <td>666055525042405380</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 00:49:46 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here is a Siberian heavily armored polar bear ...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666055525...</td>
      <td>10</td>
      <td>10</td>
      <td>a</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2349</th>
      <td>666051853826850816</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 00:35:11 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is an odd dog. Hard on the outside but lo...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666051853...</td>
      <td>2</td>
      <td>10</td>
      <td>an</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2350</th>
      <td>666050758794694657</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 00:30:50 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is a truly beautiful English Wilson Staff...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666050758...</td>
      <td>10</td>
      <td>10</td>
      <td>a</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2351</th>
      <td>666049248165822465</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 00:24:50 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here we have a 1949 1st generation vulpix. Enj...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666049248...</td>
      <td>5</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2352</th>
      <td>666044226329800704</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 00:04:52 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is a purebred Piers Morgan. Loves to Netf...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666044226...</td>
      <td>6</td>
      <td>10</td>
      <td>a</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2353</th>
      <td>666033412701032449</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-15 23:21:54 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here is a very happy pup. Big fan of well-main...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666033412...</td>
      <td>9</td>
      <td>10</td>
      <td>a</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2354</th>
      <td>666029285002620928</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-15 23:05:30 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is a western brown Mitsubishi terrier. Up...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666029285...</td>
      <td>7</td>
      <td>10</td>
      <td>a</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2355</th>
      <td>666020888022790149</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-15 22:32:08 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here we have a Japanese Irish Setter. Lost eye...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666020888...</td>
      <td>8</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
  </tbody>
</table>
<p>2356 rows × 17 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[9]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">image_predictions</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[9]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style>
    .dataframe thead tr:only-child th {
        text-align: right;
    }

    .dataframe thead th {
        text-align: left;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }
</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>0</th>
      <td>666020888022790149</td>
      <td>https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg</td>
      <td>1</td>
      <td>Welsh_springer_spaniel</td>
      <td>0.465074</td>
      <td>True</td>
      <td>collie</td>
      <td>0.156665</td>
      <td>True</td>
      <td>Shetland_sheepdog</td>
      <td>0.061428</td>
      <td>True</td>
    </tr>
    <tr>
      <th>1</th>
      <td>666029285002620928</td>
      <td>https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg</td>
      <td>1</td>
      <td>redbone</td>
      <td>0.506826</td>
      <td>True</td>
      <td>miniature_pinscher</td>
      <td>0.074192</td>
      <td>True</td>
      <td>Rhodesian_ridgeback</td>
      <td>0.072010</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2</th>
      <td>666033412701032449</td>
      <td>https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg</td>
      <td>1</td>
      <td>German_shepherd</td>
      <td>0.596461</td>
      <td>True</td>
      <td>malinois</td>
      <td>0.138584</td>
      <td>True</td>
      <td>bloodhound</td>
      <td>0.116197</td>
      <td>True</td>
    </tr>
    <tr>
      <th>3</th>
      <td>666044226329800704</td>
      <td>https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg</td>
      <td>1</td>
      <td>Rhodesian_ridgeback</td>
      <td>0.408143</td>
      <td>True</td>
      <td>redbone</td>
      <td>0.360687</td>
      <td>True</td>
      <td>miniature_pinscher</td>
      <td>0.222752</td>
      <td>True</td>
    </tr>
    <tr>
      <th>4</th>
      <td>666049248165822465</td>
      <td>https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg</td>
      <td>1</td>
      <td>miniature_pinscher</td>
      <td>0.560311</td>
      <td>True</td>
      <td>Rottweiler</td>
      <td>0.243682</td>
      <td>True</td>
      <td>Doberman</td>
      <td>0.154629</td>
      <td>True</td>
    </tr>
    <tr>
      <th>5</th>
      <td>666050758794694657</td>
      <td>https://pbs.twimg.com/media/CT5Jof1WUAEuVxN.jpg</td>
      <td>1</td>
      <td>Bernese_mountain_dog</td>
      <td>0.651137</td>
      <td>True</td>
      <td>English_springer</td>
      <td>0.263788</td>
      <td>True</td>
      <td>Greater_Swiss_Mountain_dog</td>
      <td>0.016199</td>
      <td>True</td>
    </tr>
    <tr>
      <th>6</th>
      <td>666051853826850816</td>
      <td>https://pbs.twimg.com/media/CT5KoJ1WoAAJash.jpg</td>
      <td>1</td>
      <td>box_turtle</td>
      <td>0.933012</td>
      <td>False</td>
      <td>mud_turtle</td>
      <td>0.045885</td>
      <td>False</td>
      <td>terrapin</td>
      <td>0.017885</td>
      <td>False</td>
    </tr>
    <tr>
      <th>7</th>
      <td>666055525042405380</td>
      <td>https://pbs.twimg.com/media/CT5N9tpXIAAifs1.jpg</td>
      <td>1</td>
      <td>chow</td>
      <td>0.692517</td>
      <td>True</td>
      <td>Tibetan_mastiff</td>
      <td>0.058279</td>
      <td>True</td>
      <td>fur_coat</td>
      <td>0.054449</td>
      <td>False</td>
    </tr>
    <tr>
      <th>8</th>
      <td>666057090499244032</td>
      <td>https://pbs.twimg.com/media/CT5PY90WoAAQGLo.jpg</td>
      <td>1</td>
      <td>shopping_cart</td>
      <td>0.962465</td>
      <td>False</td>
      <td>shopping_basket</td>
      <td>0.014594</td>
      <td>False</td>
      <td>golden_retriever</td>
      <td>0.007959</td>
      <td>True</td>
    </tr>
    <tr>
      <th>9</th>
      <td>666058600524156928</td>
      <td>https://pbs.twimg.com/media/CT5Qw94XAAA_2dP.jpg</td>
      <td>1</td>
      <td>miniature_poodle</td>
      <td>0.201493</td>
      <td>True</td>
      <td>komondor</td>
      <td>0.192305</td>
      <td>True</td>
      <td>soft-coated_wheaten_terrier</td>
      <td>0.082086</td>
      <td>True</td>
    </tr>
    <tr>
      <th>10</th>
      <td>666063827256086533</td>
      <td>https://pbs.twimg.com/media/CT5Vg_wXIAAXfnj.jpg</td>
      <td>1</td>
      <td>golden_retriever</td>
      <td>0.775930</td>
      <td>True</td>
      <td>Tibetan_mastiff</td>
      <td>0.093718</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.072427</td>
      <td>True</td>
    </tr>
    <tr>
      <th>11</th>
      <td>666071193221509120</td>
      <td>https://pbs.twimg.com/media/CT5cN_3WEAAlOoZ.jpg</td>
      <td>1</td>
      <td>Gordon_setter</td>
      <td>0.503672</td>
      <td>True</td>
      <td>Yorkshire_terrier</td>
      <td>0.174201</td>
      <td>True</td>
      <td>Pekinese</td>
      <td>0.109454</td>
      <td>True</td>
    </tr>
    <tr>
      <th>12</th>
      <td>666073100786774016</td>
      <td>https://pbs.twimg.com/media/CT5d9DZXAAALcwe.jpg</td>
      <td>1</td>
      <td>Walker_hound</td>
      <td>0.260857</td>
      <td>True</td>
      <td>English_foxhound</td>
      <td>0.175382</td>
      <td>True</td>
      <td>Ibizan_hound</td>
      <td>0.097471</td>
      <td>True</td>
    </tr>
    <tr>
      <th>13</th>
      <td>666082916733198337</td>
      <td>https://pbs.twimg.com/media/CT5m4VGWEAAtKc8.jpg</td>
      <td>1</td>
      <td>pug</td>
      <td>0.489814</td>
      <td>True</td>
      <td>bull_mastiff</td>
      <td>0.404722</td>
      <td>True</td>
      <td>French_bulldog</td>
      <td>0.048960</td>
      <td>True</td>
    </tr>
    <tr>
      <th>14</th>
      <td>666094000022159362</td>
      <td>https://pbs.twimg.com/media/CT5w9gUW4AAsBNN.jpg</td>
      <td>1</td>
      <td>bloodhound</td>
      <td>0.195217</td>
      <td>True</td>
      <td>German_shepherd</td>
      <td>0.078260</td>
      <td>True</td>
      <td>malinois</td>
      <td>0.075628</td>
      <td>True</td>
    </tr>
    <tr>
      <th>15</th>
      <td>666099513787052032</td>
      <td>https://pbs.twimg.com/media/CT51-JJUEAA6hV8.jpg</td>
      <td>1</td>
      <td>Lhasa</td>
      <td>0.582330</td>
      <td>True</td>
      <td>Shih-Tzu</td>
      <td>0.166192</td>
      <td>True</td>
      <td>Dandie_Dinmont</td>
      <td>0.089688</td>
      <td>True</td>
    </tr>
    <tr>
      <th>16</th>
      <td>666102155909144576</td>
      <td>https://pbs.twimg.com/media/CT54YGiWUAEZnoK.jpg</td>
      <td>1</td>
      <td>English_setter</td>
      <td>0.298617</td>
      <td>True</td>
      <td>Newfoundland</td>
      <td>0.149842</td>
      <td>True</td>
      <td>borzoi</td>
      <td>0.133649</td>
      <td>True</td>
    </tr>
    <tr>
      <th>17</th>
      <td>666104133288665088</td>
      <td>https://pbs.twimg.com/media/CT56LSZWoAAlJj2.jpg</td>
      <td>1</td>
      <td>hen</td>
      <td>0.965932</td>
      <td>False</td>
      <td>cock</td>
      <td>0.033919</td>
      <td>False</td>
      <td>partridge</td>
      <td>0.000052</td>
      <td>False</td>
    </tr>
    <tr>
      <th>18</th>
      <td>666268910803644416</td>
      <td>https://pbs.twimg.com/media/CT8QCd1WEAADXws.jpg</td>
      <td>1</td>
      <td>desktop_computer</td>
      <td>0.086502</td>
      <td>False</td>
      <td>desk</td>
      <td>0.085547</td>
      <td>False</td>
      <td>bookcase</td>
      <td>0.079480</td>
      <td>False</td>
    </tr>
    <tr>
      <th>19</th>
      <td>666273097616637952</td>
      <td>https://pbs.twimg.com/media/CT8T1mtUwAA3aqm.jpg</td>
      <td>1</td>
      <td>Italian_greyhound</td>
      <td>0.176053</td>
      <td>True</td>
      <td>toy_terrier</td>
      <td>0.111884</td>
      <td>True</td>
      <td>basenji</td>
      <td>0.111152</td>
      <td>True</td>
    </tr>
    <tr>
      <th>20</th>
      <td>666287406224695296</td>
      <td>https://pbs.twimg.com/media/CT8g3BpUEAAuFjg.jpg</td>
      <td>1</td>
      <td>Maltese_dog</td>
      <td>0.857531</td>
      <td>True</td>
      <td>toy_poodle</td>
      <td>0.063064</td>
      <td>True</td>
      <td>miniature_poodle</td>
      <td>0.025581</td>
      <td>True</td>
    </tr>
    <tr>
      <th>21</th>
      <td>666293911632134144</td>
      <td>https://pbs.twimg.com/media/CT8mx7KW4AEQu8N.jpg</td>
      <td>1</td>
      <td>three-toed_sloth</td>
      <td>0.914671</td>
      <td>False</td>
      <td>otter</td>
      <td>0.015250</td>
      <td>False</td>
      <td>great_grey_owl</td>
      <td>0.013207</td>
      <td>False</td>
    </tr>
    <tr>
      <th>22</th>
      <td>666337882303524864</td>
      <td>https://pbs.twimg.com/media/CT9OwFIWEAMuRje.jpg</td>
      <td>1</td>
      <td>ox</td>
      <td>0.416669</td>
      <td>False</td>
      <td>Newfoundland</td>
      <td>0.278407</td>
      <td>True</td>
      <td>groenendael</td>
      <td>0.102643</td>
      <td>True</td>
    </tr>
    <tr>
      <th>23</th>
      <td>666345417576210432</td>
      <td>https://pbs.twimg.com/media/CT9Vn7PWoAA_ZCM.jpg</td>
      <td>1</td>
      <td>golden_retriever</td>
      <td>0.858744</td>
      <td>True</td>
      <td>Chesapeake_Bay_retriever</td>
      <td>0.054787</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.014241</td>
      <td>True</td>
    </tr>
    <tr>
      <th>24</th>
      <td>666353288456101888</td>
      <td>https://pbs.twimg.com/media/CT9cx0tUEAAhNN_.jpg</td>
      <td>1</td>
      <td>malamute</td>
      <td>0.336874</td>
      <td>True</td>
      <td>Siberian_husky</td>
      <td>0.147655</td>
      <td>True</td>
      <td>Eskimo_dog</td>
      <td>0.093412</td>
      <td>True</td>
    </tr>
    <tr>
      <th>25</th>
      <td>666362758909284353</td>
      <td>https://pbs.twimg.com/media/CT9lXGsUcAAyUFt.jpg</td>
      <td>1</td>
      <td>guinea_pig</td>
      <td>0.996496</td>
      <td>False</td>
      <td>skunk</td>
      <td>0.002402</td>
      <td>False</td>
      <td>hamster</td>
      <td>0.000461</td>
      <td>False</td>
    </tr>
    <tr>
      <th>26</th>
      <td>666373753744588802</td>
      <td>https://pbs.twimg.com/media/CT9vZEYWUAAlZ05.jpg</td>
      <td>1</td>
      <td>soft-coated_wheaten_terrier</td>
      <td>0.326467</td>
      <td>True</td>
      <td>Afghan_hound</td>
      <td>0.259551</td>
      <td>True</td>
      <td>briard</td>
      <td>0.206803</td>
      <td>True</td>
    </tr>
    <tr>
      <th>27</th>
      <td>666396247373291520</td>
      <td>https://pbs.twimg.com/media/CT-D2ZHWIAA3gK1.jpg</td>
      <td>1</td>
      <td>Chihuahua</td>
      <td>0.978108</td>
      <td>True</td>
      <td>toy_terrier</td>
      <td>0.009397</td>
      <td>True</td>
      <td>papillon</td>
      <td>0.004577</td>
      <td>True</td>
    </tr>
    <tr>
      <th>28</th>
      <td>666407126856765440</td>
      <td>https://pbs.twimg.com/media/CT-NvwmW4AAugGZ.jpg</td>
      <td>1</td>
      <td>black-and-tan_coonhound</td>
      <td>0.529139</td>
      <td>True</td>
      <td>bloodhound</td>
      <td>0.244220</td>
      <td>True</td>
      <td>flat-coated_retriever</td>
      <td>0.173810</td>
      <td>True</td>
    </tr>
    <tr>
      <th>29</th>
      <td>666411507551481857</td>
      <td>https://pbs.twimg.com/media/CT-RugiWIAELEaq.jpg</td>
      <td>1</td>
      <td>coho</td>
      <td>0.404640</td>
      <td>False</td>
      <td>barracouta</td>
      <td>0.271485</td>
      <td>False</td>
      <td>gar</td>
      <td>0.189945</td>
      <td>False</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>2045</th>
      <td>886366144734445568</td>
      <td>https://pbs.twimg.com/media/DE0BTnQUwAApKEH.jpg</td>
      <td>1</td>
      <td>French_bulldog</td>
      <td>0.999201</td>
      <td>True</td>
      <td>Chihuahua</td>
      <td>0.000361</td>
      <td>True</td>
      <td>Boston_bull</td>
      <td>0.000076</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2046</th>
      <td>886680336477933568</td>
      <td>https://pbs.twimg.com/media/DE4fEDzWAAAyHMM.jpg</td>
      <td>1</td>
      <td>convertible</td>
      <td>0.738995</td>
      <td>False</td>
      <td>sports_car</td>
      <td>0.139952</td>
      <td>False</td>
      <td>car_wheel</td>
      <td>0.044173</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2047</th>
      <td>886736880519319552</td>
      <td>https://pbs.twimg.com/media/DE5Se8FXcAAJFx4.jpg</td>
      <td>1</td>
      <td>kuvasz</td>
      <td>0.309706</td>
      <td>True</td>
      <td>Great_Pyrenees</td>
      <td>0.186136</td>
      <td>True</td>
      <td>Dandie_Dinmont</td>
      <td>0.086346</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2048</th>
      <td>886983233522544640</td>
      <td>https://pbs.twimg.com/media/DE8yicJW0AAAvBJ.jpg</td>
      <td>2</td>
      <td>Chihuahua</td>
      <td>0.793469</td>
      <td>True</td>
      <td>toy_terrier</td>
      <td>0.143528</td>
      <td>True</td>
      <td>can_opener</td>
      <td>0.032253</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2049</th>
      <td>887101392804085760</td>
      <td>https://pbs.twimg.com/media/DE-eAq6UwAA-jaE.jpg</td>
      <td>1</td>
      <td>Samoyed</td>
      <td>0.733942</td>
      <td>True</td>
      <td>Eskimo_dog</td>
      <td>0.035029</td>
      <td>True</td>
      <td>Staffordshire_bullterrier</td>
      <td>0.029705</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2050</th>
      <td>887343217045368832</td>
      <td>https://pbs.twimg.com/ext_tw_video_thumb/88734...</td>
      <td>1</td>
      <td>Mexican_hairless</td>
      <td>0.330741</td>
      <td>True</td>
      <td>sea_lion</td>
      <td>0.275645</td>
      <td>False</td>
      <td>Weimaraner</td>
      <td>0.134203</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2051</th>
      <td>887473957103951883</td>
      <td>https://pbs.twimg.com/media/DFDw2tyUQAAAFke.jpg</td>
      <td>2</td>
      <td>Pembroke</td>
      <td>0.809197</td>
      <td>True</td>
      <td>Rhodesian_ridgeback</td>
      <td>0.054950</td>
      <td>True</td>
      <td>beagle</td>
      <td>0.038915</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2052</th>
      <td>887517139158093824</td>
      <td>https://pbs.twimg.com/ext_tw_video_thumb/88751...</td>
      <td>1</td>
      <td>limousine</td>
      <td>0.130432</td>
      <td>False</td>
      <td>tow_truck</td>
      <td>0.029175</td>
      <td>False</td>
      <td>shopping_cart</td>
      <td>0.026321</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2053</th>
      <td>887705289381826560</td>
      <td>https://pbs.twimg.com/media/DFHDQBbXgAEqY7t.jpg</td>
      <td>1</td>
      <td>basset</td>
      <td>0.821664</td>
      <td>True</td>
      <td>redbone</td>
      <td>0.087582</td>
      <td>True</td>
      <td>Weimaraner</td>
      <td>0.026236</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2054</th>
      <td>888078434458587136</td>
      <td>https://pbs.twimg.com/media/DFMWn56WsAAkA7B.jpg</td>
      <td>1</td>
      <td>French_bulldog</td>
      <td>0.995026</td>
      <td>True</td>
      <td>pug</td>
      <td>0.000932</td>
      <td>True</td>
      <td>bull_mastiff</td>
      <td>0.000903</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2055</th>
      <td>888202515573088257</td>
      <td>https://pbs.twimg.com/media/DFDw2tyUQAAAFke.jpg</td>
      <td>2</td>
      <td>Pembroke</td>
      <td>0.809197</td>
      <td>True</td>
      <td>Rhodesian_ridgeback</td>
      <td>0.054950</td>
      <td>True</td>
      <td>beagle</td>
      <td>0.038915</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2056</th>
      <td>888554962724278272</td>
      <td>https://pbs.twimg.com/media/DFTH_O-UQAACu20.jpg</td>
      <td>3</td>
      <td>Siberian_husky</td>
      <td>0.700377</td>
      <td>True</td>
      <td>Eskimo_dog</td>
      <td>0.166511</td>
      <td>True</td>
      <td>malamute</td>
      <td>0.111411</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2057</th>
      <td>888804989199671297</td>
      <td>https://pbs.twimg.com/media/DFWra-3VYAA2piG.jpg</td>
      <td>1</td>
      <td>golden_retriever</td>
      <td>0.469760</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.184172</td>
      <td>True</td>
      <td>English_setter</td>
      <td>0.073482</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2058</th>
      <td>888917238123831296</td>
      <td>https://pbs.twimg.com/media/DFYRgsOUQAARGhO.jpg</td>
      <td>1</td>
      <td>golden_retriever</td>
      <td>0.714719</td>
      <td>True</td>
      <td>Tibetan_mastiff</td>
      <td>0.120184</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.105506</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2059</th>
      <td>889278841981685760</td>
      <td>https://pbs.twimg.com/ext_tw_video_thumb/88927...</td>
      <td>1</td>
      <td>whippet</td>
      <td>0.626152</td>
      <td>True</td>
      <td>borzoi</td>
      <td>0.194742</td>
      <td>True</td>
      <td>Saluki</td>
      <td>0.027351</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2060</th>
      <td>889531135344209921</td>
      <td>https://pbs.twimg.com/media/DFg_2PVW0AEHN3p.jpg</td>
      <td>1</td>
      <td>golden_retriever</td>
      <td>0.953442</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.013834</td>
      <td>True</td>
      <td>redbone</td>
      <td>0.007958</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2061</th>
      <td>889638837579907072</td>
      <td>https://pbs.twimg.com/media/DFihzFfXsAYGDPR.jpg</td>
      <td>1</td>
      <td>French_bulldog</td>
      <td>0.991650</td>
      <td>True</td>
      <td>boxer</td>
      <td>0.002129</td>
      <td>True</td>
      <td>Staffordshire_bullterrier</td>
      <td>0.001498</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2062</th>
      <td>889665388333682689</td>
      <td>https://pbs.twimg.com/media/DFi579UWsAAatzw.jpg</td>
      <td>1</td>
      <td>Pembroke</td>
      <td>0.966327</td>
      <td>True</td>
      <td>Cardigan</td>
      <td>0.027356</td>
      <td>True</td>
      <td>basenji</td>
      <td>0.004633</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2063</th>
      <td>889880896479866881</td>
      <td>https://pbs.twimg.com/media/DFl99B1WsAITKsg.jpg</td>
      <td>1</td>
      <td>French_bulldog</td>
      <td>0.377417</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.151317</td>
      <td>True</td>
      <td>muzzle</td>
      <td>0.082981</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2064</th>
      <td>890006608113172480</td>
      <td>https://pbs.twimg.com/media/DFnwSY4WAAAMliS.jpg</td>
      <td>1</td>
      <td>Samoyed</td>
      <td>0.957979</td>
      <td>True</td>
      <td>Pomeranian</td>
      <td>0.013884</td>
      <td>True</td>
      <td>chow</td>
      <td>0.008167</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2065</th>
      <td>890240255349198849</td>
      <td>https://pbs.twimg.com/media/DFrEyVuW0AAO3t9.jpg</td>
      <td>1</td>
      <td>Pembroke</td>
      <td>0.511319</td>
      <td>True</td>
      <td>Cardigan</td>
      <td>0.451038</td>
      <td>True</td>
      <td>Chihuahua</td>
      <td>0.029248</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2066</th>
      <td>890609185150312448</td>
      <td>https://pbs.twimg.com/media/DFwUU__XcAEpyXI.jpg</td>
      <td>1</td>
      <td>Irish_terrier</td>
      <td>0.487574</td>
      <td>True</td>
      <td>Irish_setter</td>
      <td>0.193054</td>
      <td>True</td>
      <td>Chesapeake_Bay_retriever</td>
      <td>0.118184</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2067</th>
      <td>890729181411237888</td>
      <td>https://pbs.twimg.com/media/DFyBahAVwAAhUTd.jpg</td>
      <td>2</td>
      <td>Pomeranian</td>
      <td>0.566142</td>
      <td>True</td>
      <td>Eskimo_dog</td>
      <td>0.178406</td>
      <td>True</td>
      <td>Pembroke</td>
      <td>0.076507</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2068</th>
      <td>890971913173991426</td>
      <td>https://pbs.twimg.com/media/DF1eOmZXUAALUcq.jpg</td>
      <td>1</td>
      <td>Appenzeller</td>
      <td>0.341703</td>
      <td>True</td>
      <td>Border_collie</td>
      <td>0.199287</td>
      <td>True</td>
      <td>ice_lolly</td>
      <td>0.193548</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2069</th>
      <td>891087950875897856</td>
      <td>https://pbs.twimg.com/media/DF3HwyEWsAABqE6.jpg</td>
      <td>1</td>
      <td>Chesapeake_Bay_retriever</td>
      <td>0.425595</td>
      <td>True</td>
      <td>Irish_terrier</td>
      <td>0.116317</td>
      <td>True</td>
      <td>Indian_elephant</td>
      <td>0.076902</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2070</th>
      <td>891327558926688256</td>
      <td>https://pbs.twimg.com/media/DF6hr6BUMAAzZgT.jpg</td>
      <td>2</td>
      <td>basset</td>
      <td>0.555712</td>
      <td>True</td>
      <td>English_springer</td>
      <td>0.225770</td>
      <td>True</td>
      <td>German_short-haired_pointer</td>
      <td>0.175219</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2071</th>
      <td>891689557279858688</td>
      <td>https://pbs.twimg.com/media/DF_q7IAWsAEuuN8.jpg</td>
      <td>1</td>
      <td>paper_towel</td>
      <td>0.170278</td>
      <td>False</td>
      <td>Labrador_retriever</td>
      <td>0.168086</td>
      <td>True</td>
      <td>spatula</td>
      <td>0.040836</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2072</th>
      <td>891815181378084864</td>
      <td>https://pbs.twimg.com/media/DGBdLU1WsAANxJ9.jpg</td>
      <td>1</td>
      <td>Chihuahua</td>
      <td>0.716012</td>
      <td>True</td>
      <td>malamute</td>
      <td>0.078253</td>
      <td>True</td>
      <td>kelpie</td>
      <td>0.031379</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2073</th>
      <td>892177421306343426</td>
      <td>https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg</td>
      <td>1</td>
      <td>Chihuahua</td>
      <td>0.323581</td>
      <td>True</td>
      <td>Pekinese</td>
      <td>0.090647</td>
      <td>True</td>
      <td>papillon</td>
      <td>0.068957</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2074</th>
      <td>892420643555336193</td>
      <td>https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg</td>
      <td>1</td>
      <td>orange</td>
      <td>0.097049</td>
      <td>False</td>
      <td>bagel</td>
      <td>0.085851</td>
      <td>False</td>
      <td>banana</td>
      <td>0.076110</td>
      <td>False</td>
    </tr>
  </tbody>
</table>
<p>2075 rows × 12 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[15]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_tweet</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[15]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style>
    .dataframe thead tr:only-child th {
        text-align: right;
    }

    .dataframe thead th {
        text-align: left;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>favorite_count</th>
      <th>retweet_count</th>
      <th>followers_count</th>
      <th>friends_count</th>
      <th>source</th>
      <th>retweeted_status</th>
      <th>url</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>892420643555336193</td>
      <td>38787</td>
      <td>8584</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/MgUWQ76dJU</td>
    </tr>
    <tr>
      <th>1</th>
      <td>892177421306343426</td>
      <td>33223</td>
      <td>6308</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/aQFSeaCu9L</td>
    </tr>
    <tr>
      <th>2</th>
      <td>891815181378084864</td>
      <td>25022</td>
      <td>4187</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/r0YlrsGCgy</td>
    </tr>
    <tr>
      <th>3</th>
      <td>891689557279858688</td>
      <td>42153</td>
      <td>8706</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/tD36da7qLQ</td>
    </tr>
    <tr>
      <th>4</th>
      <td>891327558926688256</td>
      <td>40329</td>
      <td>9470</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/0g0KMIVXZ3</td>
    </tr>
    <tr>
      <th>5</th>
      <td>891087950875897856</td>
      <td>20217</td>
      <td>3137</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/xx5cilW0Dd</td>
    </tr>
    <tr>
      <th>6</th>
      <td>890971913173991426</td>
      <td>11853</td>
      <td>2088</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/MV01Q820LT</td>
    </tr>
    <tr>
      <th>7</th>
      <td>890729181411237888</td>
      <td>65515</td>
      <td>19028</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/hrcFOGi12V</td>
    </tr>
    <tr>
      <th>8</th>
      <td>890609185150312448</td>
      <td>27774</td>
      <td>4293</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/UkrdQyoYxV</td>
    </tr>
    <tr>
      <th>9</th>
      <td>890240255349198849</td>
      <td>31935</td>
      <td>7467</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/l3TSS3o2M0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>890006608113172480</td>
      <td>30649</td>
      <td>7386</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/jy2alqaYPH</td>
    </tr>
    <tr>
      <th>11</th>
      <td>889880896479866881</td>
      <td>27790</td>
      <td>5004</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/u1XPQMl29g</td>
    </tr>
    <tr>
      <th>12</th>
      <td>889665388333682689</td>
      <td>48107</td>
      <td>10129</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/BxvuXk0UCm</td>
    </tr>
    <tr>
      <th>13</th>
      <td>889638837579907072</td>
      <td>27160</td>
      <td>4576</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/f8dEDcrKSR</td>
    </tr>
    <tr>
      <th>14</th>
      <td>889531135344209921</td>
      <td>15088</td>
      <td>2252</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/Ya3bdfYuCx</td>
    </tr>
    <tr>
      <th>15</th>
      <td>889278841981685760</td>
      <td>25302</td>
      <td>5472</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/qw5xRwBaIv</td>
    </tr>
    <tr>
      <th>16</th>
      <td>888917238123831296</td>
      <td>29068</td>
      <td>4526</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/chxruIOUJN</td>
    </tr>
    <tr>
      <th>17</th>
      <td>888804989199671297</td>
      <td>25590</td>
      <td>4378</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/L5cCoR2huQ</td>
    </tr>
    <tr>
      <th>18</th>
      <td>888554962724278272</td>
      <td>19902</td>
      <td>3605</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/YnYAFCTTiK</td>
    </tr>
    <tr>
      <th>19</th>
      <td>888078434458587136</td>
      <td>21755</td>
      <td>3518</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/UibDBnVpvR</td>
    </tr>
    <tr>
      <th>20</th>
      <td>887705289381826560</td>
      <td>30185</td>
      <td>5428</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/m7BR4JgDrZ</td>
    </tr>
    <tr>
      <th>21</th>
      <td>887517139158093824</td>
      <td>46227</td>
      <td>11742</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/20VrLAA8ba</td>
    </tr>
    <tr>
      <th>22</th>
      <td>887473957103951883</td>
      <td>69104</td>
      <td>18362</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/cLyzpcUcMX</td>
    </tr>
    <tr>
      <th>23</th>
      <td>887343217045368832</td>
      <td>33685</td>
      <td>10478</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/WZqNqygEyV</td>
    </tr>
    <tr>
      <th>24</th>
      <td>887101392804085760</td>
      <td>30530</td>
      <td>5998</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/UgW2xbO7Rg</td>
    </tr>
    <tr>
      <th>25</th>
      <td>886983233522544640</td>
      <td>35146</td>
      <td>7826</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/I6oNy0CgiT</td>
    </tr>
    <tr>
      <th>26</th>
      <td>886736880519319552</td>
      <td>12074</td>
      <td>3320</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/RipKYZ0T1u</td>
    </tr>
    <tr>
      <th>27</th>
      <td>886680336477933568</td>
      <td>22429</td>
      <td>4497</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/BCoWue0abA</td>
    </tr>
    <tr>
      <th>28</th>
      <td>886366144734445568</td>
      <td>21197</td>
      <td>3218</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/iIu3AF8IWH</td>
    </tr>
    <tr>
      <th>29</th>
      <td>886267009285017600</td>
      <td>116</td>
      <td>4</td>
      <td>6882817</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>n</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>2315</th>
      <td>666411507551481857</td>
      <td>450</td>
      <td>329</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/aMCTNWO94t</td>
    </tr>
    <tr>
      <th>2316</th>
      <td>666407126856765440</td>
      <td>110</td>
      <td>41</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/LopTBkKa8h</td>
    </tr>
    <tr>
      <th>2317</th>
      <td>666396247373291520</td>
      <td>168</td>
      <td>86</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/Dc7b0E8qFE</td>
    </tr>
    <tr>
      <th>2318</th>
      <td>666373753744588802</td>
      <td>190</td>
      <td>93</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/uHXrPkUEyl</td>
    </tr>
    <tr>
      <th>2319</th>
      <td>666362758909284353</td>
      <td>781</td>
      <td>575</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/XMD9CwjEnM</td>
    </tr>
    <tr>
      <th>2320</th>
      <td>666353288456101888</td>
      <td>220</td>
      <td>73</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/tltQ5w9aUO</td>
    </tr>
    <tr>
      <th>2321</th>
      <td>666345417576210432</td>
      <td>300</td>
      <td>140</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/VFKG1vxGjB</td>
    </tr>
    <tr>
      <th>2322</th>
      <td>666337882303524864</td>
      <td>199</td>
      <td>92</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/QpRjllzWAL</td>
    </tr>
    <tr>
      <th>2323</th>
      <td>666293911632134144</td>
      <td>510</td>
      <td>358</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/IIXis0zta0</td>
    </tr>
    <tr>
      <th>2324</th>
      <td>666287406224695296</td>
      <td>149</td>
      <td>67</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/d9NcXFKwLv</td>
    </tr>
    <tr>
      <th>2325</th>
      <td>666273097616637952</td>
      <td>175</td>
      <td>76</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/ws2AMaNwPW</td>
    </tr>
    <tr>
      <th>2326</th>
      <td>666268910803644416</td>
      <td>104</td>
      <td>35</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/0yxApIikpk</td>
    </tr>
    <tr>
      <th>2327</th>
      <td>666104133288665088</td>
      <td>14386</td>
      <td>6656</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/Asgdc6kuLX</td>
    </tr>
    <tr>
      <th>2328</th>
      <td>666102155909144576</td>
      <td>80</td>
      <td>13</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/11LvqN4WLq</td>
    </tr>
    <tr>
      <th>2329</th>
      <td>666099513787052032</td>
      <td>157</td>
      <td>69</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/Ri4nMTLq5C</td>
    </tr>
    <tr>
      <th>2330</th>
      <td>666094000022159362</td>
      <td>164</td>
      <td>76</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/mnioXo3IfP</td>
    </tr>
    <tr>
      <th>2331</th>
      <td>666082916733198337</td>
      <td>118</td>
      <td>45</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/3RU6x0vHB7</td>
    </tr>
    <tr>
      <th>2332</th>
      <td>666073100786774016</td>
      <td>323</td>
      <td>166</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/Yk6GHE9tOY</td>
    </tr>
    <tr>
      <th>2333</th>
      <td>666071193221509120</td>
      <td>148</td>
      <td>62</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/ZoL8kq2XFx</td>
    </tr>
    <tr>
      <th>2334</th>
      <td>666063827256086533</td>
      <td>478</td>
      <td>222</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/RhUEAloehK</td>
    </tr>
    <tr>
      <th>2335</th>
      <td>666058600524156928</td>
      <td>112</td>
      <td>57</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/pYAJkAe76p</td>
    </tr>
    <tr>
      <th>2336</th>
      <td>666057090499244032</td>
      <td>297</td>
      <td>142</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/yWBqbrzy8O</td>
    </tr>
    <tr>
      <th>2337</th>
      <td>666055525042405380</td>
      <td>437</td>
      <td>256</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/rdivxLiqEt</td>
    </tr>
    <tr>
      <th>2338</th>
      <td>666051853826850816</td>
      <td>1227</td>
      <td>854</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/v5A4vzSDdc</td>
    </tr>
    <tr>
      <th>2339</th>
      <td>666050758794694657</td>
      <td>132</td>
      <td>58</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/fvIbQfHjIe</td>
    </tr>
    <tr>
      <th>2340</th>
      <td>666049248165822465</td>
      <td>109</td>
      <td>41</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/4B7cOc1EDq</td>
    </tr>
    <tr>
      <th>2341</th>
      <td>666044226329800704</td>
      <td>299</td>
      <td>141</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/DWnyCjf2mx</td>
    </tr>
    <tr>
      <th>2342</th>
      <td>666033412701032449</td>
      <td>125</td>
      <td>45</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/y671yMhoiR</td>
    </tr>
    <tr>
      <th>2343</th>
      <td>666029285002620928</td>
      <td>129</td>
      <td>47</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/r7mOb2m0UI</td>
    </tr>
    <tr>
      <th>2344</th>
      <td>666020888022790149</td>
      <td>2556</td>
      <td>518</td>
      <td>6882959</td>
      <td>8</td>
      <td>Twitter for iPhone</td>
      <td>Original tweet</td>
      <td>https://t.co/BLDqew2Ijj</td>
    </tr>
  </tbody>
</table>
<p>2345 rows × 8 columns</p>
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<h4 id="Programmatic-Assesment">Programmatic Assesment<a class="anchor-link" href="#Programmatic-Assesment">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></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="n">twitter_archive</span><span class="p">[</span><span class="s1">&#39;rating_numerator&#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>12      558
11      464
10      461
13      351
9       158
8       102
7        55
14       54
5        37
6        32
3        19
4        17
1         9
2         9
420       2
0         2
15        2
75        2
80        1
20        1
24        1
26        1
44        1
50        1
60        1
165       1
84        1
88        1
144       1
182       1
143       1
666       1
960       1
1776      1
17        1
27        1
45        1
99        1
121       1
204       1
Name: rating_numerator, dtype: int64</pre>
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<pre>10     2333
11        3
50        3
80        2
20        2
2         1
16        1
40        1
70        1
15        1
90        1
110       1
120       1
130       1
150       1
170       1
7         1
0         1
Name: rating_denominator, dtype: int64</pre>
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<pre>None         745
a             55
Charlie       12
Cooper        11
Lucy          11
Oliver        11
Penny         10
Lola          10
Tucker        10
Winston        9
Bo             9
the            8
Sadie          8
Toby           7
Daisy          7
an             7
Bailey         7
Buddy          7
Rusty          6
Leo            6
Bella          6
Jax            6
Scout          6
Milo           6
Jack           6
Dave           6
Oscar          6
Stanley        6
Koda           6
Louis          5
            ... 
Kathmandu      1
Vinnie         1
Brian          1
Tyrus          1
Gunner         1
Amber          1
Alejandro      1
Strudel        1
Ralf           1
Beebop         1
Diogi          1
light          1
Jonah          1
Tayzie         1
Chadrick       1
Berb           1
Laela          1
Grizzwald      1
Kanu           1
Ronnie         1
Dobby          1
Tobi           1
Tango          1
Stuart         1
Brady          1
Roscoe         1
Jaspers        1
life           1
Mabel          1
Carper         1
Name: name, Length: 957, dtype: int64</pre>
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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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<pre>66</pre>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 2345 entries, 0 to 2344
Data columns (total 8 columns):
tweet_id            2345 non-null object
favorite_count      2345 non-null int64
retweet_count       2345 non-null int64
followers_count     2345 non-null int64
friends_count       2345 non-null int64
source              2345 non-null object
retweeted_status    2345 non-null object
url                 2345 non-null object
dtypes: int64(4), object(4)
memory usage: 146.6+ KB
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<h4 id="Quality-Issues:">Quality Issues:<a class="anchor-link" href="#Quality-Issues:">&#182;</a></h4>
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<h6 id="'twitter_archive'-Table">'twitter_archive' Table<a class="anchor-link" href="#'twitter_archive'-Table">&#182;</a></h6>
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<ul>
<li>Ignore all Retweeted Tweets(Keeping Original only)</li>
<li>Ignore all Tweets without images</li>
<li>Drop the coloumns which is not to be used in analysis</li>
<li>'Timestamp' column should be a datetime object.</li>
<li>The 'numerator' and 'denominator' need to be converted to float values</li>
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<h6 id="'image_predictions'-Table">'image_predictions' Table<a class="anchor-link" href="#'image_predictions'-Table">&#182;</a></h6>
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<ul>
<li>Make upper case for the each word of the 'p1', 'p2', 'p3' coloumns</li>
<li>Remove '-' between the words</li>
<li>Delete duplicate 'jpg_url'</li>
<li>Drop the coloumns which is not to be used in analysis</li>
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<h6 id="'df_tweet'-Table">'df_tweet' Table<a class="anchor-link" href="#'df_tweet'-Table">&#182;</a></h6>
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<li>Keep only original Tweets </li>
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<h4 id="Tidiness-Issues:">Tidiness Issues:<a class="anchor-link" href="#Tidiness-Issues:">&#182;</a></h4>
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<li>Melt different stages of dogs into one coloumn 'stages_of_dog'</li>
<li>Condense the coloumns predicting the breeds of the dogs</li>
<li>Change 'tweet_id' of df_tweet to int. So that it can be merged with other two df</li>
<li>Merge all the tables into dataframe 'twitter_archive_master'</li>
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<h3 id="Cleaning-Data:">Cleaning Data:<a class="anchor-link" href="#Cleaning-Data:">&#182;</a></h3>
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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>
<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>
<span class="n">df_tweet_clean</span> <span class="o">=</span> <span class="n">df_tweet</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
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<h5 id="Define:">Define:<a class="anchor-link" href="#Define:">&#182;</a></h5><h5 id="Quality--'twitter_archive'---Ignore-all-Retweeted-Tweets">Quality- 'twitter_archive' - Ignore all Retweeted Tweets<a class="anchor-link" href="#Quality--'twitter_archive'---Ignore-all-Retweeted-Tweets">&#182;</a></h5><p>According to the info there are 181 such records which need to be removed as they are not original tweets. When 'twitter_archive' and 'image_predictions' will be merged then records not having images will be omitted.</p>

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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">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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<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">pd</span><span class="o">.</span><span class="n">isnull</span><span class="p">(</span><span class="n">twitter_archive_clean</span><span class="p">[</span><span class="s1">&#39;retweeted_status_id&#39;</span><span class="p">])]</span>
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<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 2355
Data columns (total 17 columns):
tweet_id                      2175 non-null int64
in_reply_to_status_id         78 non-null float64
in_reply_to_user_id           78 non-null float64
timestamp                     2175 non-null object
source                        2175 non-null object
text                          2175 non-null object
retweeted_status_id           0 non-null float64
retweeted_status_user_id      0 non-null float64
retweeted_status_timestamp    0 non-null object
expanded_urls                 2117 non-null object
rating_numerator              2175 non-null int64
rating_denominator            2175 non-null int64
name                          2175 non-null object
doggo                         2175 non-null object
floofer                       2175 non-null object
pupper                        2175 non-null object
puppo                         2175 non-null object
dtypes: float64(4), int64(3), object(10)
memory usage: 305.9+ KB
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<h5 id="Define:">Define:<a class="anchor-link" href="#Define:">&#182;</a></h5><h5 id="Quality--'twitter_archive'---Drop-the-coloumns-which-is-not-to-be-used-in-analysis">Quality- 'twitter_archive' - Drop the coloumns which is not to be used in analysis<a class="anchor-link" href="#Quality--'twitter_archive'---Drop-the-coloumns-which-is-not-to-be-used-in-analysis">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">list</span><span class="p">(</span><span class="n">twitter_archive_clean</span><span class="p">)</span>
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<pre>[&#39;tweet_id&#39;,
 &#39;in_reply_to_status_id&#39;,
 &#39;in_reply_to_user_id&#39;,
 &#39;timestamp&#39;,
 &#39;source&#39;,
 &#39;text&#39;,
 &#39;retweeted_status_id&#39;,
 &#39;retweeted_status_user_id&#39;,
 &#39;retweeted_status_timestamp&#39;,
 &#39;expanded_urls&#39;,
 &#39;rating_numerator&#39;,
 &#39;rating_denominator&#39;,
 &#39;name&#39;,
 &#39;doggo&#39;,
 &#39;floofer&#39;,
 &#39;pupper&#39;,
 &#39;puppo&#39;]</pre>
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<span class="n">twitter_archive_clean</span> <span class="o">=</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;source&#39;</span><span class="p">,</span>
                                                    <span class="s1">&#39;expanded_urls&#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="mi">1</span><span class="p">)</span>
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<span class="nb">list</span><span class="p">(</span><span class="n">twitter_archive_clean</span><span class="p">)</span>
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<pre>[&#39;tweet_id&#39;,
 &#39;timestamp&#39;,
 &#39;text&#39;,
 &#39;rating_numerator&#39;,
 &#39;rating_denominator&#39;,
 &#39;name&#39;,
 &#39;doggo&#39;,
 &#39;floofer&#39;,
 &#39;pupper&#39;,
 &#39;puppo&#39;]</pre>
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<h5 id="Define:">Define:<a class="anchor-link" href="#Define:">&#182;</a></h5><h5 id="Quality--'twitter_archive'--'Timestamp'-column-should-be-a-datetime-object">Quality- 'twitter_archive'- 'Timestamp' column should be a datetime object<a class="anchor-link" href="#Quality--'twitter_archive'--'Timestamp'-column-should-be-a-datetime-object">&#182;</a></h5><p>And it should be bifurcated into 'day', 'month', 'year' coloumns. After that 'Timestamp' would be droped.</p>

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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">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 2355
Data columns (total 10 columns):
tweet_id              2175 non-null int64
timestamp             2175 non-null object
text                  2175 non-null object
rating_numerator      2175 non-null int64
rating_denominator    2175 non-null int64
name                  2175 non-null object
doggo                 2175 non-null object
floofer               2175 non-null object
pupper                2175 non-null object
puppo                 2175 non-null object
dtypes: int64(3), object(7)
memory usage: 186.9+ KB
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<span class="c1">#converting to datetime</span>
<span class="n">twitter_archive_clean</span><span class="p">[</span><span class="s1">&#39;timestamp&#39;</span><span class="p">]</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_clean</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">#Test:</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 2355
Data columns (total 10 columns):
tweet_id              2175 non-null int64
timestamp             2175 non-null datetime64[ns]
text                  2175 non-null object
rating_numerator      2175 non-null int64
rating_denominator    2175 non-null int64
name                  2175 non-null object
doggo                 2175 non-null object
floofer               2175 non-null object
pupper                2175 non-null object
puppo                 2175 non-null object
dtypes: datetime64[ns](1), int64(3), object(6)
memory usage: 186.9+ KB
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<span class="c1">#extract into &#39;day&#39;, &#39;month&#39;, &#39;year&#39; coloumns</span>
<span class="n">twitter_archive_clean</span><span class="p">[</span><span class="s1">&#39;day&#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;timestamp&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">day</span>
<span class="n">twitter_archive_clean</span><span class="p">[</span><span class="s1">&#39;month&#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;timestamp&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">month</span>
<span class="n">twitter_archive_clean</span><span class="p">[</span><span class="s1">&#39;year&#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;timestamp&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">year</span>
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<span class="nb">list</span><span class="p">(</span><span class="n">twitter_archive_clean</span><span class="p">)</span>
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<pre>[&#39;tweet_id&#39;,
 &#39;timestamp&#39;,
 &#39;text&#39;,
 &#39;rating_numerator&#39;,
 &#39;rating_denominator&#39;,
 &#39;name&#39;,
 &#39;doggo&#39;,
 &#39;floofer&#39;,
 &#39;pupper&#39;,
 &#39;puppo&#39;,
 &#39;day&#39;,
 &#39;month&#39;,
 &#39;year&#39;]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#drop &#39;timestamp&#39; coloumn</span>
<span class="n">twitter_archive_clean</span> <span class="o">=</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;timestamp&#39;</span><span class="p">],</span> <span class="mi">1</span><span class="p">)</span>
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<span class="nb">list</span><span class="p">(</span><span class="n">twitter_archive_clean</span><span class="p">)</span>
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<pre>[&#39;tweet_id&#39;,
 &#39;text&#39;,
 &#39;rating_numerator&#39;,
 &#39;rating_denominator&#39;,
 &#39;name&#39;,
 &#39;doggo&#39;,
 &#39;floofer&#39;,
 &#39;pupper&#39;,
 &#39;puppo&#39;,
 &#39;day&#39;,
 &#39;month&#39;,
 &#39;year&#39;]</pre>
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<h5 id="Define:">Define:<a class="anchor-link" href="#Define:">&#182;</a></h5><h5 id="Quality--'twitter_archive'--The-'numerator'-and-'denominator'--need-to-be-converted-to-float-values.">Quality- 'twitter_archive'- The 'numerator' and 'denominator'  need to be converted to float values.<a class="anchor-link" href="#Quality--'twitter_archive'--The-'numerator'-and-'denominator'--need-to-be-converted-to-float-values.">&#182;</a></h5>
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<span class="n">twitter_archive_clean</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="p">[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</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="n">twitter_archive_clean</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="p">[</span><span class="s1">&#39;rating_denominator&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">float</span><span class="p">)</span>
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<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 2355
Data columns (total 12 columns):
tweet_id              2175 non-null int64
text                  2175 non-null object
rating_numerator      2175 non-null float64
rating_denominator    2175 non-null float64
name                  2175 non-null object
doggo                 2175 non-null object
floofer               2175 non-null object
pupper                2175 non-null object
puppo                 2175 non-null object
day                   2175 non-null int64
month                 2175 non-null int64
year                  2175 non-null int64
dtypes: float64(2), int64(4), object(6)
memory usage: 220.9+ KB
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<h4 id="Extract-Dog-Rates-and-Dog-Count">Extract Dog Rates and Dog Count<a class="anchor-link" href="#Extract-Dog-Rates-and-Dog-Count">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">re</span>

<span class="n">rates</span> <span class="o">=</span> <span class="p">[]</span>

<span class="c1">#raw_rates = lambda x: rates.append(re.findall(r&#39;(\d+(\.\d+)|(\d+))\/(\d+0)&#39;, x, flags=0))</span>

<span class="n">twitter_archive_clean</span><span class="p">[</span><span class="s1">&#39;text&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">rates</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">re</span><span class="o">.</span><span class="n">findall</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;(\d+(\.\d+)|(\d+))\/(\d+0)&#39;</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">flags</span><span class="o">=</span><span class="mi">0</span><span class="p">)))</span>

<span class="n">rating</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">dog_count</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">rates</span><span class="p">:</span>
    
    <span class="c1"># for tweets with no rating, but a picture, so a dog_count of 1</span>
    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
        <span class="n">rating</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">&#39;NaN&#39;</span><span class="p">)</span>
        <span class="n">dog_count</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
        
    <span class="c1"># for tweets with single rating and dog_count of 1</span>
    <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span> <span class="ow">and</span> <span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;10&#39;</span><span class="p">:</span>
        <span class="n">rating</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">]))</span>
        <span class="n">dog_count</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
   
    <span class="c1"># for multiple ratings</span>
    <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span> 
        <span class="n">a</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span> <span class="o">/</span> <span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span> <span class="o">/</span> <span class="mi">10</span><span class="p">)</span> 
        <span class="n">rating</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
        <span class="n">dog_count</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span> <span class="o">/</span> <span class="mi">10</span><span class="p">)</span>
   
    <span class="c1"># for tweets with more than one rating</span>
    <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span> 
        <span class="n">total</span> <span class="o">=</span> <span class="mi">0</span>
        <span class="n">r</span> <span class="o">=</span> <span class="p">[]</span>
        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">item</span><span class="p">)):</span>
            <span class="k">if</span> <span class="n">item</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;10&#39;</span><span class="p">:</span> <span class="c1">#one tweet has the phrase &#39;50/50&#39; so I&#39;m coding to exclude it</span>
                <span class="n">r</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">for</span> <span class="n">rate</span> <span class="ow">in</span> <span class="n">r</span><span class="p">:</span>
            <span class="n">total</span> <span class="o">=</span> <span class="n">total</span> <span class="o">+</span> <span class="nb">float</span><span class="p">(</span><span class="n">rate</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
        <span class="n">a</span> <span class="o">=</span> <span class="n">total</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
        <span class="n">rating</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
        <span class="n">dog_count</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">item</span><span class="p">))</span>
   
    <span class="c1"># if any error has occurred</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">rating</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">&#39;Not parsed&#39;</span><span class="p">)</span>
        <span class="n">dog_count</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">&#39;Not parsed&#39;</span><span class="p">)</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">rating</span>
<span class="n">twitter_archive_clean</span><span class="p">[</span><span class="s1">&#39;dog_count&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">dog_count</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">value_counts</span><span class="p">()</span>
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<pre>12.0                 503
10.0                 434
11.0                 428
13.0                 307
9.0                  157
8.0                   97
7.0                   54
14.0                  44
6.0                   32
5.0                   32
3.0                   19
4.0                   14
2.0                   10
1.0                    7
9.5                    4
8.5                    4
7.5                    3
NaN                    3
6.5                    3
5.5                    2
15.0                   2
10.5                   2
420.0                  2
0.0                    2
1776.0                 1
9.75                   1
9.666666666666666      1
4.5                    1
11.27                  1
13.5                   1
666.0                  1
182.0                  1
11.5                   1
11.26                  1
Name: rating, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></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="p">[</span><span class="s1">&#39;rating&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">float</span><span class="p">)</span>
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<h5 id="Define:">Define:<a class="anchor-link" href="#Define:">&#182;</a></h5><h5 id="Tidiness---'twitter_archive'--Melt-different-stages-of-dogs-into-one-coloumn-'stages_of_dog'.-Then-drop-'dogs'-from-the-dataframe-and-Sort-by-stages_of_dog-in-order-to-then-drop-duplicated-based-on-tweet_id-except-for-the-last-occurrence.">Tidiness - 'twitter_archive'- Melt different stages of dogs into one coloumn 'stages_of_dog'. Then drop 'dogs' from the dataframe and Sort by stages_of_dog in order to then drop duplicated based on tweet_id except for the last occurrence.<a class="anchor-link" href="#Tidiness---'twitter_archive'--Melt-different-stages-of-dogs-into-one-coloumn-'stages_of_dog'.-Then-drop-'dogs'-from-the-dataframe-and-Sort-by-stages_of_dog-in-order-to-then-drop-duplicated-based-on-tweet_id-except-for-the-last-occurrence.">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Code:</span>
<span class="n">twitter_archive_clean</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">melt</span><span class="p">(</span><span class="n">twitter_archive_clean</span><span class="p">,</span> <span class="n">id_vars</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;day&#39;</span><span class="p">,</span>
                                                                <span class="s1">&#39;month&#39;</span><span class="p">,</span>
                                                                <span class="s1">&#39;year&#39;</span><span class="p">,</span>
                                                                <span class="s1">&#39;text&#39;</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="s1">&#39;name&#39;</span><span class="p">,</span>
                                                                <span class="s1">&#39;rating&#39;</span><span class="p">,</span>
                                                                <span class="s1">&#39;dog_count&#39;</span><span class="p">],</span>
                               <span class="n">var_name</span><span class="o">=</span><span class="s1">&#39;dogs&#39;</span><span class="p">,</span> <span class="n">value_name</span><span class="o">=</span><span class="s1">&#39;stages_of_dog&#39;</span><span class="p">)</span>

<span class="c1">#drop &#39;dogs&#39;</span>
<span class="n">twitter_archive_clean</span> <span class="o">=</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;dogs&#39;</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>

<span class="c1">#Sorting:</span>
<span class="n">twitter_archive_clean</span> <span class="o">=</span> <span class="n">twitter_archive_clean</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="s1">&#39;stages_of_dog&#39;</span><span class="p">)</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="s1">&#39;tweet_id&#39;</span><span class="p">,</span> 
                                                                                        <span class="n">keep</span><span class="o">=</span><span class="s1">&#39;last&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Test:</span>
<span class="n">twitter_archive_clean</span><span class="p">[</span><span class="s1">&#39;stages_of_dog&#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>None       1831
pupper      234
doggo        75
puppo        25
floofer      10
Name: stages_of_dog, dtype: int64</pre>
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<h5 id="Define:">Define:<a class="anchor-link" href="#Define:">&#182;</a></h5><h5 id="Quality---'image_predictions'---Make-upper-case-for-the-each-word-of-the-'p1',-'p2',-'p3'-coloumns-and-Remove-'-'-between-the-words">Quality - 'image_predictions' - Make upper case for the each word of the 'p1', 'p2', 'p3' coloumns and Remove '-' between the words<a class="anchor-link" href="#Quality---'image_predictions'---Make-upper-case-for-the-each-word-of-the-'p1',-'p2',-'p3'-coloumns-and-Remove-'-'-between-the-words">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Code: Make upper case for the each word of the &#39;p1&#39;, &#39;p2&#39;, &#39;p3&#39; coloumns</span>

<span class="n">image_predictions_clean</span><span class="p">[</span><span class="s1">&#39;p1&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">image_predictions_clean</span><span class="p">[</span><span class="s1">&#39;p1&#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>
<span class="n">image_predictions_clean</span><span class="p">[</span><span class="s1">&#39;p2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">image_predictions_clean</span><span class="p">[</span><span class="s1">&#39;p2&#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>
<span class="n">image_predictions_clean</span><span class="p">[</span><span class="s1">&#39;p3&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">image_predictions_clean</span><span class="p">[</span><span class="s1">&#39;p3&#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>

<span class="c1">#Code: Remove &#39;-&#39; between the words</span>

<span class="n">image_predictions_clean</span><span class="p">[</span><span class="s1">&#39;p1&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">image_predictions_clean</span><span class="p">[</span><span class="s1">&#39;p1&#39;</span><span class="p">]</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="s1">&#39;_&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">)</span>
<span class="n">image_predictions_clean</span><span class="p">[</span><span class="s1">&#39;p2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">image_predictions_clean</span><span class="p">[</span><span class="s1">&#39;p2&#39;</span><span class="p">]</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="s1">&#39;_&#39;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">)</span>
<span class="n">image_predictions_clean</span><span class="p">[</span><span class="s1">&#39;p3&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">image_predictions_clean</span><span class="p">[</span><span class="s1">&#39;p3&#39;</span><span class="p">]</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="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">#Test:</span>

<span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<div>
<style>
    .dataframe thead tr:only-child th {
        text-align: right;
    }

    .dataframe thead th {
        text-align: left;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }
</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>0</th>
      <td>666020888022790149</td>
      <td>https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg</td>
      <td>1</td>
      <td>Welsh Springer Spaniel</td>
      <td>0.465074</td>
      <td>True</td>
      <td>Collie</td>
      <td>0.156665</td>
      <td>True</td>
      <td>Shetland Sheepdog</td>
      <td>0.061428</td>
      <td>True</td>
    </tr>
    <tr>
      <th>1</th>
      <td>666029285002620928</td>
      <td>https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg</td>
      <td>1</td>
      <td>Redbone</td>
      <td>0.506826</td>
      <td>True</td>
      <td>Miniature Pinscher</td>
      <td>0.074192</td>
      <td>True</td>
      <td>Rhodesian Ridgeback</td>
      <td>0.072010</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2</th>
      <td>666033412701032449</td>
      <td>https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg</td>
      <td>1</td>
      <td>German Shepherd</td>
      <td>0.596461</td>
      <td>True</td>
      <td>Malinois</td>
      <td>0.138584</td>
      <td>True</td>
      <td>Bloodhound</td>
      <td>0.116197</td>
      <td>True</td>
    </tr>
    <tr>
      <th>3</th>
      <td>666044226329800704</td>
      <td>https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg</td>
      <td>1</td>
      <td>Rhodesian Ridgeback</td>
      <td>0.408143</td>
      <td>True</td>
      <td>Redbone</td>
      <td>0.360687</td>
      <td>True</td>
      <td>Miniature Pinscher</td>
      <td>0.222752</td>
      <td>True</td>
    </tr>
    <tr>
      <th>4</th>
      <td>666049248165822465</td>
      <td>https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg</td>
      <td>1</td>
      <td>Miniature Pinscher</td>
      <td>0.560311</td>
      <td>True</td>
      <td>Rottweiler</td>
      <td>0.243682</td>
      <td>True</td>
      <td>Doberman</td>
      <td>0.154629</td>
      <td>True</td>
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<h5 id="Define:">Define:<a class="anchor-link" href="#Define:">&#182;</a></h5><h5 id="Quality---'image_predictions'---Delete-duplicate-'jpg_url'">Quality - 'image_predictions' - Delete duplicate 'jpg_url'<a class="anchor-link" href="#Quality---'image_predictions'---Delete-duplicate-'jpg_url'">&#182;</a></h5>
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<span class="n">image_predictions_clean</span> <span class="o">=</span> <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;jpg_url&#39;</span><span class="p">],</span> <span class="n">keep</span><span class="o">=</span><span class="s1">&#39;last&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Test:</span>
<span class="nb">sum</span><span class="p">(</span><span class="n">image_predictions_clean</span><span class="p">[</span><span class="s1">&#39;jpg_url&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">duplicated</span><span class="p">())</span>
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<pre>0</pre>
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<h5 id="Define:">Define:<a class="anchor-link" href="#Define:">&#182;</a></h5><h5 id="Tidiness---'image_predictions'---Condense-the-coloumns-predicting-the-breeds-of-the-dogs">Tidiness - 'image_predictions' - Condense the coloumns predicting the breeds of the dogs<a class="anchor-link" href="#Tidiness---'image_predictions'---Condense-the-coloumns-predicting-the-breeds-of-the-dogs">&#182;</a></h5><p>Create one column for image prediction 'dog_type_pred' and one column for confidence level 'dog_conf'</p>

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<span class="n">dog_type_pred</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">dog_conf</span><span class="o">=</span> <span class="p">[]</span>

<span class="k">def</span> <span class="nf">breed_dogs</span><span class="p">(</span><span class="n">row</span><span class="p">):</span>
    <span class="k">if</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;p1_dog&#39;</span><span class="p">]:</span>
        <span class="n">dog_type_pred</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;p1&#39;</span><span class="p">])</span>
        <span class="n">dog_conf</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;p1_conf&#39;</span><span class="p">])</span>
    <span class="k">elif</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;p2_dog&#39;</span><span class="p">]:</span>
        <span class="n">dog_type_pred</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;p2&#39;</span><span class="p">])</span>
        <span class="n">dog_conf</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;p2_conf&#39;</span><span class="p">])</span>
    <span class="k">elif</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;p3_dog&#39;</span><span class="p">]:</span>
        <span class="n">dog_type_pred</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;p3&#39;</span><span class="p">])</span>
        <span class="n">dog_conf</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;p3_conf&#39;</span><span class="p">])</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">dog_type_pred</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">&#39;Error&#39;</span><span class="p">)</span>
        <span class="n">dog_conf</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">&#39;Error&#39;</span><span class="p">)</span>
        
<span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">breed_dogs</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="c1">#new columns,</span>

<span class="n">image_predictions_clean</span><span class="p">[</span><span class="s1">&#39;dog_type_pred&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">dog_type_pred</span>
<span class="n">image_predictions_clean</span><span class="p">[</span><span class="s1">&#39;dog_conf&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">dog_conf</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#drop rows that has prediction_list as &#39;error&#39;</span>
<span class="n">image_predictions_clean</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="p">[</span><span class="s1">&#39;dog_type_pred&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="s1">&#39;Error&#39;</span><span class="p">]</span>

<span class="c1">#Test: </span>
<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: 1691 entries, 0 to 2073
Data columns (total 14 columns):
tweet_id         1691 non-null int64
jpg_url          1691 non-null object
img_num          1691 non-null int64
p1               1691 non-null object
p1_conf          1691 non-null float64
p1_dog           1691 non-null bool
p2               1691 non-null object
p2_conf          1691 non-null float64
p2_dog           1691 non-null bool
p3               1691 non-null object
p3_conf          1691 non-null float64
p3_dog           1691 non-null bool
dog_type_pred    1691 non-null object
dog_conf         1691 non-null object
dtypes: bool(3), float64(3), int64(2), object(6)
memory usage: 163.5+ KB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Drop the coloumns which is not to be used in analysis</span>

<span class="n">image_predictions_clean</span> <span class="o">=</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;img_num&#39;</span><span class="p">,</span> <span class="s1">&#39;p1&#39;</span><span class="p">,</span> 
                                                      <span class="s1">&#39;p1_conf&#39;</span><span class="p">,</span> <span class="s1">&#39;p1_dog&#39;</span><span class="p">,</span> 
                                                      <span class="s1">&#39;p2&#39;</span><span class="p">,</span> <span class="s1">&#39;p2_conf&#39;</span><span class="p">,</span> 
                                                      <span class="s1">&#39;p2_dog&#39;</span><span class="p">,</span> <span class="s1">&#39;p3&#39;</span><span class="p">,</span> 
                                                      <span class="s1">&#39;p3_conf&#39;</span><span class="p">,</span> 
                                                      <span class="s1">&#39;p3_dog&#39;</span><span class="p">],</span> <span class="mi">1</span><span class="p">)</span>

<span class="c1">#Test:</span>
<span class="nb">list</span><span class="p">(</span><span class="n">image_predictions_clean</span><span class="p">)</span>
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<pre>[&#39;tweet_id&#39;, &#39;jpg_url&#39;, &#39;dog_type_pred&#39;, &#39;dog_conf&#39;]</pre>
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<h5 id="Define:">Define:<a class="anchor-link" href="#Define:">&#182;</a></h5><h5 id="Quality---df_tweet---Keep-only-original-Tweets">Quality - df_tweet - Keep only original Tweets<a class="anchor-link" href="#Quality---df_tweet---Keep-only-original-Tweets">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Code:</span>
<span class="n">df_tweet_clean</span>  <span class="o">=</span> <span class="n">df_tweet_clean</span><span class="p">[</span><span class="n">df_tweet_clean</span><span class="p">[</span><span class="s1">&#39;retweeted_status&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Original tweet&#39;</span><span class="p">]</span>

<span class="c1">#Test:</span>
<span class="n">df_tweet_clean</span><span class="p">[</span><span class="s1">&#39;retweeted_status&#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>Original tweet    2175
Name: retweeted_status, dtype: int64</pre>
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<h5 id="Define:">Define:<a class="anchor-link" href="#Define:">&#182;</a></h5><h5 id="Tidiness---df_tweet---Change-'tweet_id'-of-df_tweet-to-int.-So-that-it-can-be-merged-with-other-two-df">Tidiness - df_tweet - Change 'tweet_id' of df_tweet to int. So that it can be merged with other two df<a class="anchor-link" href="#Tidiness---df_tweet---Change-'tweet_id'-of-df_tweet-to-int.-So-that-it-can-be-merged-with-other-two-df">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Code:</span>
<span class="n">df_tweet_clean</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df_tweet_clean</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>

<span class="c1">#Test:</span>
<span class="n">df_tweet_clean</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dtypes</span>
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<pre>dtype(&#39;int64&#39;)</pre>
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<h5 id="Define:">Define:<a class="anchor-link" href="#Define:">&#182;</a></h5><h5 id="Tidiness---Merge-all-the-tables-into-dataframe-'twitter_archive_master'">Tidiness - Merge all the tables into dataframe 'twitter_archive_master'<a class="anchor-link" href="#Tidiness---Merge-all-the-tables-into-dataframe-'twitter_archive_master'">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Code: merge twitter_archive_clean and image_predictions_clean into df_twitter_1 df</span>

<span class="n">df_twitter_1</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">how</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">on</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">])</span>

<span class="c1">#Ignore all Tweets without images(&#39;jpg_url&#39;)</span>
<span class="n">df_twitter_1</span> <span class="o">=</span> <span class="n">df_twitter_1</span><span class="p">[</span><span class="n">df_twitter_1</span><span class="p">[</span><span class="s1">&#39;jpg_url&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">notnull</span><span class="p">()]</span>

<span class="c1">#Test:</span>
<span class="n">df_twitter_1</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: 1626 entries, 1 to 2174
Data columns (total 14 columns):
tweet_id              1626 non-null int64
day                   1626 non-null int64
month                 1626 non-null int64
year                  1626 non-null int64
text                  1626 non-null object
rating_numerator      1626 non-null float64
rating_denominator    1626 non-null float64
name                  1626 non-null object
rating                1625 non-null float64
dog_count             1626 non-null float64
stages_of_dog         1626 non-null object
jpg_url               1626 non-null object
dog_type_pred         1626 non-null object
dog_conf              1626 non-null object
dtypes: float64(4), int64(4), object(6)
memory usage: 190.5+ KB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Code: merge df_twitter_1 and df_tweet_clean into df_twitter_2</span>
<span class="n">df_twitter_2</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">df_twitter_1</span><span class="p">,</span> <span class="n">df_tweet_clean</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> <span class="n">on</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">])</span>

<span class="c1">#Test:</span>
<span class="n">df_twitter_2</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: 1626 entries, 0 to 1625
Data columns (total 21 columns):
tweet_id              1626 non-null int64
day                   1626 non-null int64
month                 1626 non-null int64
year                  1626 non-null int64
text                  1626 non-null object
rating_numerator      1626 non-null float64
rating_denominator    1626 non-null float64
name                  1626 non-null object
rating                1625 non-null float64
dog_count             1626 non-null float64
stages_of_dog         1626 non-null object
jpg_url               1626 non-null object
dog_type_pred         1626 non-null object
dog_conf              1626 non-null object
favorite_count        1626 non-null int64
retweet_count         1626 non-null int64
followers_count       1626 non-null int64
friends_count         1626 non-null int64
source                1626 non-null object
retweeted_status      1626 non-null object
url                   1626 non-null object
dtypes: float64(4), int64(8), object(9)
memory usage: 279.5+ KB
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<h3 id="Storing,-Analyzing,-and-Visualizing-Data">Storing, Analyzing, and Visualizing Data<a class="anchor-link" href="#Storing,-Analyzing,-and-Visualizing-Data">&#182;</a></h3><p>Store the clean DataFrame(s) in a CSV file with the main one named twitter_archive_master.csv.</p>
<p>Analyze and visualize your wrangled data in your wrangle_act.ipynb Jupyter Notebook. At least three (3) insights and one (1) visualization must be produced.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Saving clean df into csv file,</span>
<span class="n">df_twitter_2</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">encoding</span> <span class="o">=</span> <span class="s1">&#39;utf-8&#39;</span><span class="p">)</span>
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<h4 id="Insights-and-Visualizations-(1):">Insights and Visualizations (1):<a class="anchor-link" href="#Insights-and-Visualizations-(1):">&#182;</a></h4><p>'Golden Retriever' is the most common breed is this dataset.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_twitter_2</span><span class="p">[</span><span class="s1">&#39;dog_type_pred&#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>Golden Retriever                  143
Labrador Retriever                103
Pembroke                           94
Chihuahua                          87
Pug                                60
Toy Poodle                         50
Chow                               45
Pomeranian                         42
Samoyed                            38
Malamute                           32
Chesapeake Bay Retriever           31
French Bulldog                     30
Cocker Spaniel                     26
Miniature Pinscher                 24
Eskimo Dog                         22
German Shepherd                    21
Staffordshire Bullterrier          20
Shih-Tzu                           20
Siberian Husky                     20
Rottweiler                         19
Shetland Sheepdog                  19
Cardigan                           19
Beagle                             19
Maltese Dog                        19
Kuvasz                             18
Basset                             17
Lakeland Terrier                   17
Italian Greyhound                  17
American Staffordshire Terrier     16
West Highland White Terrier        16
                                 ... 
Bluetick                            4
Weimaraner                          4
Keeshond                            4
Scottish Deerhound                  4
Briard                              3
Curly-Coated Retriever              3
Irish Setter                        3
Toy Terrier                         3
Leonberg                            3
Cairn                               3
Komondor                            3
Greater Swiss Mountain Dog          3
Tibetan Mastiff                     3
Brabancon Griffon                   3
Irish Water Spaniel                 3
Afghan Hound                        2
Sussex Spaniel                      2
Wire-Haired Fox Terrier             2
Groenendael                         2
Australian Terrier                  2
Appenzeller                         2
Black-And-Tan Coonhound             2
Scotch Terrier                      1
Silky Terrier                       1
Irish Wolfhound                     1
Clumber                             1
Entlebucher                         1
Bouvier Des Flandres                1
Japanese Spaniel                    1
Standard Schnauzer                  1
Name: dog_type_pred, Length: 113, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_dog_type_pred</span> <span class="o">=</span> <span class="n">df_twitter_2</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;dog_type_pred&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">20</span><span class="p">)</span>

<span class="n">df_dog_type_pred</span><span class="p">[</span><span class="s1">&#39;dog_type_pred&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span> <span class="o">=</span> <span class="s1">&#39;bar&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Histogram of the Most Common Breeds&#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;Type of dogs&#39;</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;Counts&#39;</span><span class="p">);</span>
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<h4 id="Insights-and-Visualizations-(2):">Insights and Visualizations (2):<a class="anchor-link" href="#Insights-and-Visualizations-(2):">&#182;</a></h4><p>Retweets and Ratings Correlation</p>
<p>There is no correlation between rating and retweets. The highest ratings do not receive the most retweets.</p>

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<div class="prompt input_prompt">In&nbsp;[48]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_twitter_2</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;retweet_count&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;rating&#39;</span><span class="p">,</span> <span class="n">kind</span><span class="o">=</span><span class="s1">&#39;scatter&#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;Retweet Counts&#39;</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;Ratings&#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;Retweet Counts by Ratings Scatter Plot&#39;</span><span class="p">)</span>
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<pre>Text(0.5,1,&#39;Retweet Counts by Ratings Scatter Plot&#39;)</pre>
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i207tg7IssvZuzFNBIxDLaMcthGGVw5fUcVmyTWbd1V6hCKxii8XDbfz6XKCl9HviW+cbHkirGYJcTlUJ48EjEMtoxy2EYZXDl9RxXbJpHqb6kSOYWXy+b7ufR54evIt8Q3LpZcMRazhLgcypNHIoZcyyj1NsrgymE/TKnYM4mm2Q2D9uRaKlWJ3D3HDsaAL5+7uOBGrGyfS2ZI1QlYteykgteRb4lvtliWL1mQs/G6mCXE5VCePBIxDLaMcthGGVw5fUcV3XANY6O6qeOlA6puUnVTUWJQddPYNtzvqKx7gR1JldoLrIhIMam6SUREikpJQkREYilJiIhILCUJERGJpSQhIiKxlCRERCRW0ZKEmV1rZs+b2ca0YavM7HEz22BmPzOzyr0tWkSkAhSzW47rgG8Aq9OG3Q5c4e69ZnYlcAVwWbECaHm6gw9edx97htEnVm0VVFWBudHT59RWGzPqa6lOJDh8Sh17ug/QtrOL+dMmsWj+dJqPnMa2XfsBeM1RM3h46y7+8MTzTJpQzfFzpnCgL8mkCdW85qgZ1FRXjdhNTkOZJ31aIOvrcr+5Km57dYOYyMgq6s10ZrYQuNXdT8gy7t3AMnf/q1zLKeRmuvd/9z7ubu0Y0jyjrToB1VWJYXfhPJR50qft6unFzKirrur3uty7jo7bXnV/LdLfWL+Z7oPAL4ux4JanO8o+QUDUJfdwu3AeyjyZ0/YmoafPB7wu566j47a3dcfesulaWaSSlCRJmNmngF7gh4NMc5GZtZhZS3t7+5CWf+eTLwwzwtE1nC6chzJPtmlzxVRu4rZ33dZdZdO1skglGfUkYWYfAM4C/soHudbl7te4e7O7N8+aNWtI63j9y2cOM8rRleoCuJDugYcyT7Zpc8VUbuK2d/H8aWXTtbJIJRnVJGFmZxI1VJ/t7vuKtZ7moxo5vamxWIsfMdUJht2F81DmyZy2OgE1VTbgdTl3HR23vU2zG8qma2WRSlK0hmszuwE4A5gJ7AA+S1TNVAukGgzuc/cP51pWob3Aqrop97Sg6iaRSqWuwkVEJNZYr24SEZEypyQhIiKxxkWS6OjsZv3WXf1q5rMNExGR/orZLUdZyHYXroPuzBURyUNFJ4n0u3P3E9XQX3rTesDo7j00bMWaDZzWNFPVMCIiGSr6clO2u3OrLEFVwvoN0525IiLZVfSZxH2t7ezt7u03bF9P34Dp9nb3cs437wGgCqgy6HOYUANT62qYPqmWpsPqedfJc6mpTrCnqwcwntvdxePP7WH2lDrecMxh7OtJAs6cqRN56UAfPb19bO7Yx+L502ia3TBgva079nJ36wvMrJ/AkpcN7UxmqPcDFHr/gO47EBnfKvY+iZP+5Vfs3j8wIYyWhEEy7aNdvmQBnz/nxIPvP3PzI6y+b0u/6a96z+K82kaG2ttpob2jqldVkbFN90nE+MG9T5c0QUD/BAGweu0WWnfsBaIziPQEkZr+kp+sz1ltNdSeYgvpWXY484lIZanIJHHLhmdLHUJW67bu6vdvJjPL2TYy1J5iC+lZdjjziUhlqcgkcc6iI0odQlaL50/r928md8/Za+lQe4otpGfZ4cwnIpWlIpPE+197FFPrqkoaQ0YBFcuXLDjYeN00u4HlSxYMmP7L556Us3F4qD3FFtKz7HDmE5HKUrEN1xC1TXz6548OaR5VN43MfCJSeuoFNk8dnd1s2r4bMI6fM0UHOxEZF0YiSVT0fRIQlXFe8pP19PRFybA6AV89L79SUxGR8a4i2yRSOjq7WXHThoMJAqA3GXXNoVJOEZHcKjpJtO3sGtAFB0Rdc6iUU0Qkt4pOEvOmT6Qv8642oM9Vyikiko+KThKN9bWsWraImqpDZxPVCVi1LHepqYiIjIOG67MXz+W0ppmqbhIRKUDRkoSZXQucBTzv7ieEYTOAHwMLgc3Aee6+s1gxXPDdtdzR+mLO6aqAmQ0TOHxKLR0vHeDwKXXs6uqhuyfJX548h1cd1Uh6gkm/dwDgtk3P8dQLL/G242bTfFRjKLndAzjHz5k6YJ5yuU9hPN4DMR63WWQ4inafhJm9HugEVqcliZXAi+7+JTO7HJju7pflWlYh90ksvPy/C4h6cNUJeN+rF3Djg23UJBJ09fTS27/nCo6ZPZk/tb90cHhNlXH+q+dzY0tbWfXCOh57eB2P2yzjW9nfTGdmC4Fb05LEE8AZ7v6smR0B3OHux+RazlCTRL5nEKVSV5PgnsveOOgv2Y7Obk678nfs70kOab58FHPZ5Wo8brPIWOwqfLa7PwsQ/j0sbkIzu8jMWsyspb29fUgruffp8k0QUPpeWMdjD6/jcZtFRkLZVje5+zXu3uzuzbNmzRrSvK89akaRohoZpe6FdTz28Doet1lkJIx2ktgRLjMR/n2+GCu57sIlxVgs1YmoN9dUz6jVeXx6NVXWb55y6IV1PPbwOh63WWQkjHabxCqgI63heoa7r8i1nEI7+BuN6qZN2/fwt9f/ke60B+FNrq3i0rcew9GzJqu6qcyMx22W8ausG67N7AbgDGAmsAP4LHAzcCOwANgCnOvuOY/iw+kF9s7/fZ4P/+Ah9h04dBRvqK3mBxe+hpOyPPynkC641SAqIuWorHuBdffzY0a9qVjrzHTLum2suGk93b39E2FXT2/Wa9GFlEimLmOsyJhPCUJEKkHF3nHd0dnNZWs2DEgQED1LOm76/T1J9hOdFaxYs4HTmnI/DCh1V7cuY4hIpSnb6qbhylbymFJXXTWg9HG4JZKN9bWcNH+aEoSIVJSKTRLZSh5TspU+qkRSRGSgik0S6SWPtaEX2LqaRGzpo0okRUQGqvhnXKeqlSZPqOKlA3052wxUIikilaKsq5vKwWD3SUyeAE2zpnLGKxrZ15vksIY6jjm8gTlTB15eypU4lFhEpFJVbJLI1QvsSwdg/bbdrN+2e8C42irDEsbKpYtwGLQsVj2Likglq8gkccF31w5r/u4+hz7n0ps2AE53r2ctix1O2ayIyFhQkQ3XI9ULbFXCqLL4slj1LCoila4ik8RI9QLbl3T6PL4sVmWzIlLpKjJJDLcX2Noqo64mwapli1i17KTYsliVzYpIpavoEthCq5syS2VV3SQiY5FKYHO47sIldHR2s2n7HsCzJoB8NNbXDjp9rvEiImNVRSeJW9Zt45M3rqM3rdkgvbxVpaoiIoOryDYJiC4Brbhpfb8EAVF56/6eJCvWbKCjs7s0wYmIjBEVmyTadnYNKF9Np1JVEZHcKjZJzJs+cUD5ajqVqoqI5FaxSaKxvpZVy06iOmMLU+WtKlUVEcmtohuuU0+MG251k4jIeFWSJGFmnwAuBBx4BPgbd98/0uv5wi828r17niF10akamFAD9bU1nDhvKq88fArzpk+ioa6GKROrOX7O1JzJQ/dEiMh4MuQkYWbTgfnuvqGQFZrZXOBjwHHu3mVmNwLvBa4rZHlxjr78v8lskegFentgX08Pv338BX77+Av9xtdUGV8596TY0lj1+Coi401ebRJmdoeZTTGzGcB64D/N7KvDWG81MNHMqoFJwPZhLGuAL/xi44AEkY+e0PNrttLY9B5f93b3qoxWRMaFfBuup7r7HuAvgf9091cBby5khe6+DfgysAV4Ftjt7rdlTmdmF5lZi5m1tLe3D2kdt258rpDQgKjn12ylserxVUTGo3yTRLWZHQGcB9w6nBWGy1XnAEcBc4DJZvb+zOnc/Rp3b3b35lmzZg1pHWedcHjB8fUlPWtprHp8FZHxKN8k8Xng10Cruz9gZkcDTxa4zjcDT7t7u7v3AD8FXlvgsrL61DtPKKi2t6bKWLUse2msenwVkfFo1HuBNbPXANcCfwZ0ETVYt7j7/42bp9BeYFXdJCLj2Uj0AptXkjCzq7MM3k10cL9lyCs1+xzwHqKCo4eBC909tgW40CQBhw7qPb19bO7Yx+L502ia3VDQskRExpLR7Cq8Dngl8JPwfimwCfiQmb3B3S8eykrd/bPAZ4cyTyFSJas9vUn60nLh8iUL+Pw5JxZ79SIiY16+SaIJeKO79wKY2beA24C3EN0MV3bSS1YzrV67heWnLtQZhYhIDvm2784FJqe9nwzMcfc+oCxvFMhWsppu3dZdoxiNiMjYlO+ZxEpgnZndARjweuDfzWwy8JsixTYs2UpW0y2eP20UoxERGZvyOpNw9+8RlaneHP5e5+7fdfeX3P3SYgZYqPSS1SrrP275kgW61CQikoeh9N2UANrDPE1m1uTudxYnrJGR6gVW1U0iIoXJK0mY2ZVEJaub4OBtBw6UdZK4+aGtXPmrx3nxpR6mT6qheeEM9h/o5bp7N1NTZbxidgMNdTUAg94noXsjRGS8yvdM4l3AMYPdy1BuTv3323luz4GD75/be4BbH3mOWx+J79cpWy+w6vlVRMazfKubngJqihnISLr5oa39EkS+MnuBVc+vIjLe5XsmsY+ouum3pJW8uvvHihLVMA12tpBLqhfYxvrag2W0+9M6Hk/1/KrLTiIyHuSbJH4e/saEs048nN889nxB86b3AqueX0VkvMsrSbj79cUOZCS965T5XPmrx3l2iJecMnuBTZXRrshok9BZhIiMF4N28GdmN7r7eWb2CFE1Uz/uvqiYwaUU2sFftuqmU4+aweM7OlXdJCIVr+i9wJrZEe7+rJkdmW28uz8znJXnazi9wEL2g7wO/CJS6YreC6y7PxtefsTdL8tY+ZXAZQPnKi/ZSlgdVNYqIpKHfJ8n8ZC7n5IxbEO5X27q6OzmtCt/168n2NrqBOB09x7a7rqaBPdc9kadUYhIRSn6mYSZ/T3wEeBoM9uQNqoBuGc4Kx4N2UpYqxIGbkDfwWEqaxURyS5XddN/Ab8EvghcnjZ8r7u/WLSoRki2Eta+pJPZBq+yVhGR7Aa949rdd7v7Znc/PzRSdxEdYevNbMGoRDgM6T3BNtRWU1eTYNWyRaxadlK/YSprFRHJLt8O/t4JfBWYAzwPHAk8BhxfvNBGRnpPsOmVTNmGiYhIf/necf1vwKnAb9z9ZDN7A3B+oSs1s2nAd4ETiM5MPujuawtdXpyOzm5u2/QcDz6zk2TS6enrY37jZP7y5HlMnzyB3V0H2Privn73SLTu2Mu6rbvUpbiICPkniR537zCzhJkl3P33oQS2UF8HfuXuy8xsAjBpGMvK6pZ12/j4j9ZlHfcfdzyF0b9loqbKOPWoGdzV2nFw2PIlC/j8OSeOdGgiImNGvr3A7jKzeqLnR/zQzL4O9BayQjObQvT40+8BuPsBdx/RB053dHZzyY3ZE0RKZuFvT5/3SxAAq9duoXXH3pEMTURkTMk3SZxD1BPsJ4BfAX8C3lngOo8mesLdf5rZw2b23fCs7H7M7CIzazGzlvb29iGtoG1nF5jlnjAP67aOaP4SERlT8n3G9UvunnT33tDZ3zeBMwtcZzVwCvAtdz8ZeIn+5bWpdV7j7s3u3jxr1qwhrWDe9ImQx02C+Vg8f9qILEdEZCwaNEmY2RQzu8LMvmFmb7XIPxA9hOi8AtfZBrS5+/3h/U1ESWPENNbX8pXzFg86TeZ5Rk2VcXpTY79hy5csUOO1iIxruRquvw/sBNYCFwKXAhOAc9x98Iv+Mdz9OTPbambHuPsTwJuARwtZ1mBSpa+DVTdt2r6bPV29qm4SEYmRqxfYR9z9xPC6CngBWODuw2rNNbPFRCWwE4jOSv7G3XfGTT+cXmA7OrvZtH0P4LFdgYuIVKKi990E9KReuHufmT093AQRlrUOGFbg+bhl3TY+eeM6ekPPHDVVxlfOPUk9voqI5ClXw/VJZrYn/O0FFqVem9me0QiwUB2d3ay4af3BBAFRmeulN22go7M7fkYRETko1/MkqkYrkJHWtrOLKkuQ3tsrRL3AqsdXEZH85HufxJgzb/pE+jw5YHhf0tXjq4hInio2STTW17Jq2UlUp21hTZWxapl6fBURyVe+fTeNSakyWFU3iYgUpqKTRKoX2E3b97CwcRJPPLeXZzr2ccKcKbzl+MMHJIyOzm51Hy4ikqZik8RgvcAC/PPNG7nqPYsPlsPesm4bl63ZQE0iQU8yycqli1QqKyLjXkW2SeTTC2zS4ZKfROWwHZ3dXLZmA/t7kuzt7mV/T5IVa1TsR3yxAAAPx0lEQVQqKyJSkWcSh3qBzdXJn0fTAjWJBPs5VA1Vk0ioVFZExr2KTBL59wJrB8the5L9y2V7kkmVyorIuFeRl5vy6QU2YfDlc6Ny2Mb6WlYuXURdTYKG2mrqahKsXKpSWRGRQTv4KxeFdvCXWd3koOomERk3RqODvzHvuDlTeWuWhJBN6qxCREQiFZskVNIqIjJ8FdkmoZJWEZGRUZFJom1nFzWJ/puWKmkVEZH8VWSSmDd9okpaRURGQEUmCZW0ioiMjIptuE71AKuSVhGRwpUsSZhZFdACbHP3s4qxjlRJa+uOvfxi/XZm1tdy+JRaNnfsY/H8aTTNbjg4re6REBEZqJRnEh8HHgOmFHMln7n5EVbftyXruOVLFvD5c05UuayISIyStEmY2TzgL4DvFnM9rTv2xiYIgNVrt9DydIfKZUVEYpSq4foqYAUw8CHUgZldZGYtZtbS3t5e0ErWbd2Vc5o7n3xB5bIiIjFGPUmY2VnA8+7+4GDTufs17t7s7s2zZs0qaF2L50/LOc3rXz5T5bIiIjFKcSZxGnC2mW0GfgS80cx+UIwVNc1uYPmSBbHjly9ZQPNRjSqXFRGJUdJeYM3sDOCSXNVNhfYCm9K6Yy93t76g6iYRGVfUC2yemmY39EsIzUc1DphGPcCKiAxU0iTh7ncAd5QyBhERiVeR3XKIiMjIUJIQEZFYShIiIhJLSUJERGIpSYiISKyKL4Ht6Oxm0/bd7OnqYcrECRw/Z8rBnmHXbd014H4JERE5pKKTxC3rtnHJT9bT03fohsHqBJx6dCN3t3YcHJbqDVZERPqr2MtNHZ3drLhpQ78EAdCbpF+CgKg32NYde0czPBGRMaFik0Tbzi6qEpb39Pn0GCsiMt5UbJKYN30ifcn8+6XKp8dYEZHxpmKTRGN9LauWLaKmqv/ZRHUCTm/q33fT8iUL1HgtIpJFRTdcn714Lqc1zVR1k4hIgSo6SUB0RvH6Vxw2YHhmz7AiIjJQxV5uEhGR4VOSEBGRWEoSIiISS0lCRERiKUmIiEgsJQkREYk16knCzOab2e/N7DEz22RmHx/tGEREJD+lOJPoBT7p7scCpwIfNbPjirWyjs5u1m/dRUdn94hMJyIynoz6zXTu/izwbHi918weA+YCj470um5Zt43L1mygJpGgJ5lk5dJFnL14bsHTiYiMNyVtkzCzhcDJwP0jveyOzm4uW7OB/T1J9nb3sr8nyYo1GwacKeQ7nYjIeFSyJGFm9cAa4GJ335Nl/EVm1mJmLe3t7UNeftvOLmoS/TevJpGgbWdXQdOJiIxHJUkSZlZDlCB+6O4/zTaNu1/j7s3u3jxr1qwhr2Pe9In0JJP9hvUkk8ybPrGg6URExqNSVDcZ8D3gMXf/arHW01hfy8qli6irSdBQW01dTYKVSxfRWF9b0HQiIuORuef/YJ4RWaHZ64C7gEeA1E/4f3b3/4mbp7m52VtaWgpaX0dnN207u5g3feKgB/58pxMRGSvM7EF3bx7OMkpR3XQ3kP9zRYepsb42r4N+vtOJiIwnuuNaRERiKUmIiEgsJQkREYmlJCEiIrGUJEREJJaShIiIxFKSEBGRWEoSIiISS0lCRERiKUmIiEgsJQkREYmlJCEiIrGUJEREJJaShIiIxFKSEBGRWEoSIiISS0lCRERiKUmIiEgsJQkREYmlJCEiIrFKkiTM7Ewze8LMWs3s8lLEEKejs5v1W3fR0dld6lBEREquerRXaGZVwDeBtwBtwANm9nN3f3S0Y8l0y7ptXLZmAzWJBD3JJCuXLuLsxXNLHZaISMmU4kzi1UCruz/l7geAHwHnlCCOfjo6u7lszQb29yTZ293L/p4kK9Zs0BmFiIxrpUgSc4Gtae/bwrB+zOwiM2sxs5b29vaiB9W2s4uaRP+PoyaRoG1nV9HXLSJSrkqRJCzLMB8wwP0ad2929+ZZs2YVPah50yfSk0z2G9aTTDJv+sSir1tEpFyVIkm0AfPT3s8Dtpcgjn4a62tZuXQRdTUJGmqrqatJsHLpIhrra0sdmohIyYx6wzXwAPByMzsK2Aa8F3hfCeIY4OzFczmtaSZtO7uYN32iEoSIjHujniTcvdfM/gH4NVAFXOvum0Y7jjiN9bVKDiIiQSnOJHD3/wH+pxTrFhGR/OmOaxERiaUkISIisZQkREQklpKEiIjEMvcB97GVHTNrB54pcPaZwAsjGM5IKufYoLzjK+fYoLzjU2yFK+f4ssV2pLsP627kMZEkhsPMWty9udRxZFPOsUF5x1fOsUF5x6fYClfO8RUrNl1uEhGRWEoSIiISazwkiWtKHcAgyjk2KO/4yjk2KO/4FFvhyjm+osRW8W0SIiJSuPFwJiEiIgVSkhARkVgVnSTM7Ewze8LMWs3s8iKu51oze97MNqYNm2Fmt5vZk+Hf6WG4mdnVIaYNZnZK2jwfCNM/aWYfSBv+KjN7JMxztZlle3BTXGzzzez3ZvaYmW0ys4+XS3xmVmdmfzSz9SG2z4XhR5nZ/WE9PzazCWF4bXjfGsYvTFvWFWH4E2b2trThw9oHzKzKzB42s1vLMLbN4XNfZ2YtYVjJv9cw7zQzu8nMHg/73pIyiu2Y8Jml/vaY2cVlFN8nwv+HjWZ2g0X/T0q337l7Rf4RdUP+J+BoYAKwHjiuSOt6PXAKsDFt2Erg8vD6cuDK8PodwC+JntB3KnB/GD4DeCr8Oz28nh7G/RFYEub5JfD2IcR2BHBKeN0A/C9wXDnEF6avD69rgPvDOm8E3huGfxv4+/D6I8C3w+v3Aj8Or48L328tcFT43qtGYh8A/gn4L+DW8L6cYtsMzMwYVvLvNcx7PXBheD0BmFYusWU5TjwHHFkO8RE9yvlpYGLa/nZBKfe7kh/Mi/UXvqBfp72/AriiiOtbSP8k8QRwRHh9BPBEeP0d4PzM6YDzge+kDf9OGHYE8Hja8H7TFRDnLcBbyi0+YBLwEPAaortGqzO/R6JnkCwJr6vDdJb53aamG+4+QPTUxN8CbwRuDesqi9jCPJsZmCRK/r0CU4gOdFZusWWJ9a3APeUSH1GS2EqUeKrDfve2Uu53lXy5KfVhp7SFYaNltrs/CxD+PSxHXIMNb8syfMjCqejJRL/YyyI+iy7nrAOeB24n+pWzy917syzvYAxh/G6gsYCY83UVsAJIPfy8sYxig+jZ8LeZ2YNmdlEYVg7f69FAO/CfFl2q+66ZTS6T2DK9F7ghvC55fO6+DfgysAV4lmg/epAS7neVnCSyXQMsh3rfuLiGOnxoKzWrB9YAF7v7nnKJz9373H0x0a/2VwPHDrK8UYvNzM4Cnnf3B9MHl0NsaU5z91OAtwMfNbPXDzLtaMZXTXT59VvufjLwEtHlm3KI7dBKo+v6ZwM/yTXpEOMYzn43HTiH6BLRHGAy0fcbt7yix1bJSaINmJ/2fh6wfRTXv8PMjgAI/z6fI67Bhs/LMjxvZlZDlCB+6O4/Lbf4ANx9F3AH0TXfaWaWempi+vIOxhDGTwVeLCDmfJwGnG1mm4EfEV1yuqpMYgPA3beHf58HfkaUZMvhe20D2tz9/vD+JqKkUQ6xpXs78JC77wjvyyG+NwNPu3u7u/cAPwVeSyn3u0Ku442FP6JfM08RZeRUA83xRVzfQvq3SayifyPYyvD6L+jfCPbHMHwG0XXc6eHvaWBGGPdAmDbVCPaOIcRlwGrgqozhJY8PmAVMC68nAncBZxH9sktvpPtIeP1R+jfS3RheH0//RrqniBroRmQfAM7gUMN1WcRG9AuzIe31vcCZ5fC9hnnvAo4Jr/8lxFUWsaXF+CPgb8rs/8RrgE1EbXRGVADwj6Xc70p+MC/mH1FVwv8SXef+VBHXcwPR9cMeokz9IaLrgr8Fngz/pnYeA74ZYnoEaE5bzgeB1vCXvvM2AxvDPN8go0EwR2yvIzqd3ACsC3/vKIf4gEXAwyG2jcBnwvCjiapDWsN/jtowvC68bw3jj05b1qfC+p8grZJkJPYB+ieJsogtxLE+/G1KzV8O32uYdzHQEr7bm4kOomURW5h/EtABTE0bVhbxAZ8DHg/zf5/oQF+y/U7dcoiISKxKbpMQEZFhUpIQEZFYShIiIhJLSUJERGIpSYiISCwlCRkTzKwv9Ni50cx+YWbTckw/zcw+UuSYLjazSTHjaszsS6HXzo0W9Xab7c7Z4ax/oZm9bySXKZJJSULGii53X+zuJxDdUfrRHNNPI+ohs5guJqq3z+ZfiTp6OyHE/E6iXnhH0kJASUKKSklCxqK1pHVKZmaXmtkDoa//z4XBXwJeFs4+VpnZf5jZ2WH6n5nZteH1h8zs38Lr94df/OvM7DtmVhWGv9XM1prZQ2b2EzOrN7OPEfWt83sz+316cOHs4m+Bf3T3bgB33+HuN4bx54dnDWw0syvT5utMe73MzK4Lr68LzyS418yeMrNladt4eoj3E2Z2fFr8G8zs5SPzcct4piQhY0o4cL8J+Hl4/1bg5UT9Fi0GXhU6ursc+FM4+7gUuBM4PSxmLlF/+xDdkX6XmR0LvIeo07zFQB/wV2Y2E/g08GaPOtNrAf7J3a8m6vPmDe7+howwm4AtnqUjRTObA1xJ1BfUYuDPzOxdeWz6ESHWs4iSA2Eb7wrb+DXgw8DXQ/zN9O+JVKQg1bknESkLE0OX4guJuk6+PQx/a/h7OLyvJ0oaWzLmvwu42MyOAx4FpodO3JYAHwM+ALwKeCA8RGwiUQdvpxIllHvC8AlEZzKF+jPgDndvBzCzHxI9tOrmHPPd7O5J4FEzmx0zzVrgU2Y2D/ipuz85jDhFACUJGTu63H2xmU0lehDLR4GrifrV+aK7fyd94vTHOELUT3/ohvlMorOKGcB5QKe777UoA1zv7ldkLOedwO3ufv4QYm0FFphZg7vvzRg32GMs0/vIqcsY151rGe7+X2Z2P1GHdL82swvd/Xf5Bi2SjS43yZji7ruJfvlfErpA/zXwwfC8DMxsrpkdBuxlYEPxWqLG5juJziwuCf9C1KHbsjBv6lnRRwL3AaeZWVMYPsnMXhHmybYO3H0f8D3gajv0LOIjzOz9RA98+nMzmxkunZ0P/CHMusPMjjWzBPDuPD6Ofus3s6OBp8KlsJ8TdaAoMixKEjLmuPvDRL2fvtfdbyN6BvVaM3uE6NkFDe7eQXSJaKOZrQqz3kX0CMhWokelzgjDcPdHidoebjOzDUSXs44Il4UuAG4Iw+8DXhmWdw3wy8yG6+DTRE9ne9TMNhJdTmr36IlnVwC/D9vwkLvfEua5nOgs6XdEvQrnsgHoNbP1ZvYJojaVjeGy3CuJuogXGRb1AisiIrF0JiEiIrGUJEREJJaShIiIxFKSEBGRWEoSIiISS0lCRERiKUmIiEis/w8hmASiAWc7RAAAAABJRU5ErkJggg==
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_twitter_2</span><span class="p">[[</span><span class="s1">&#39;retweet_count&#39;</span><span class="p">,</span> <span class="s1">&#39;rating&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">corr</span><span class="p">(</span><span class="n">method</span><span class="o">=</span><span class="s1">&#39;pearson&#39;</span><span class="p">)</span>
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      <th>retweet_count</th>
      <td>1.000000</td>
      <td>0.313361</td>
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      <td>0.313361</td>
      <td>1.000000</td>
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<h4 id="Insights-and-Visualizations-(3):">Insights and Visualizations (3):<a class="anchor-link" href="#Insights-and-Visualizations-(3):">&#182;</a></h4><p>Different Stages of Dogs:</p>
<p>So puppers are getting much lower rates than the other dog types. Their median is lower and they have low outliers. And puppo is having highest mean ratings here.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_twitter_2</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">column</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;rating&#39;</span><span class="p">],</span> <span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;stages_of_dog&#39;</span><span class="p">])</span>
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<pre>/opt/conda/lib/python3.6/site-packages/numpy/core/fromnumeric.py:57: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead
  return getattr(obj, method)(*args, **kwds)
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f434d94ea20&gt;</pre>
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>
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<div class="prompt input_prompt">In&nbsp;[51]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_twitter_2</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;stages_of_dog&#39;</span><span class="p">)[</span><span class="s1">&#39;rating&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>count</th>
      <th>mean</th>
      <th>std</th>
      <th>min</th>
      <th>25%</th>
      <th>50%</th>
      <th>75%</th>
      <th>max</th>
    </tr>
    <tr>
      <th>stages_of_dog</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>None</th>
      <td>1374.0</td>
      <td>10.711555</td>
      <td>1.841713</td>
      <td>0.0</td>
      <td>10.0</td>
      <td>11.0</td>
      <td>12.0</td>
      <td>14.0</td>
    </tr>
    <tr>
      <th>doggo</th>
      <td>51.0</td>
      <td>11.862745</td>
      <td>1.385924</td>
      <td>8.0</td>
      <td>11.0</td>
      <td>12.0</td>
      <td>13.0</td>
      <td>14.0</td>
    </tr>
    <tr>
      <th>floofer</th>
      <td>8.0</td>
      <td>11.875000</td>
      <td>1.125992</td>
      <td>10.0</td>
      <td>11.0</td>
      <td>12.0</td>
      <td>13.0</td>
      <td>13.0</td>
    </tr>
    <tr>
      <th>pupper</th>
      <td>171.0</td>
      <td>10.829064</td>
      <td>1.477929</td>
      <td>5.0</td>
      <td>10.0</td>
      <td>11.0</td>
      <td>12.0</td>
      <td>14.0</td>
    </tr>
    <tr>
      <th>puppo</th>
      <td>21.0</td>
      <td>12.000000</td>
      <td>1.341641</td>
      <td>9.0</td>
      <td>11.0</td>
      <td>12.0</td>
      <td>13.0</td>
      <td>14.0</td>
    </tr>
  </tbody>
</table>
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<h4 id="Insights-and-Visualizations-(4):">Insights and Visualizations (4):<a class="anchor-link" href="#Insights-and-Visualizations-(4):">&#182;</a></h4><p>Highest and Lowest ratings by type of dogs,</p>
<ul>
<li>Bouvier Des Flandres -  13.000000 - Highest</li>
<li>Japanese Spaniel   -    5.000000 - Lowest</li>
</ul>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_dog_type_pred_mean</span> <span class="o">=</span> <span class="n">df_twitter_2</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;dog_type_pred&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">df_dog_type_pred_mean</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>day</th>
      <th>month</th>
      <th>year</th>
      <th>rating_numerator</th>
      <th>rating_denominator</th>
      <th>rating</th>
      <th>dog_count</th>
      <th>favorite_count</th>
      <th>retweet_count</th>
      <th>followers_count</th>
      <th>friends_count</th>
    </tr>
    <tr>
      <th>dog_type_pred</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
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      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>Afghan Hound</th>
      <td>8.095999e+17</td>
      <td>16.000000</td>
      <td>6.00</td>
      <td>2016.500000</td>
      <td>8.000000</td>
      <td>10.0</td>
      <td>8.000000</td>
      <td>1.000000</td>
      <td>11911.000000</td>
      <td>3493.500000</td>
      <td>6.882834e+06</td>
      <td>8.0</td>
    </tr>
    <tr>
      <th>Airedale</th>
      <td>7.184489e+17</td>
      <td>15.916667</td>
      <td>8.75</td>
      <td>2015.583333</td>
      <td>9.833333</td>
      <td>10.0</td>
      <td>9.833333</td>
      <td>1.083333</td>
      <td>5162.083333</td>
      <td>1349.083333</td>
      <td>6.882888e+06</td>
      <td>8.0</td>
    </tr>
    <tr>
      <th>American Staffordshire Terrier</th>
      <td>7.597284e+17</td>
      <td>15.000000</td>
      <td>5.25</td>
      <td>2016.187500</td>
      <td>10.312500</td>
      <td>10.0</td>
      <td>10.312500</td>
      <td>1.000000</td>
      <td>9172.437500</td>
      <td>2237.562500</td>
      <td>6.882865e+06</td>
      <td>8.0</td>
    </tr>
    <tr>
      <th>Appenzeller</th>
      <td>7.939334e+17</td>
      <td>18.500000</td>
      <td>4.50</td>
      <td>2016.500000</td>
      <td>11.000000</td>
      <td>10.0</td>
      <td>11.000000</td>
      <td>1.000000</td>
      <td>7186.500000</td>
      <td>1413.000000</td>
      <td>6.882860e+06</td>
      <td>8.0</td>
    </tr>
    <tr>
      <th>Australian Terrier</th>
      <td>7.785921e+17</td>
      <td>7.000000</td>
      <td>3.50</td>
      <td>2016.500000</td>
      <td>11.500000</td>
      <td>10.0</td>
      <td>10.250000</td>
      <td>1.500000</td>
      <td>10894.000000</td>
      <td>2978.500000</td>
      <td>6.882860e+06</td>
      <td>8.0</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Sorting according to ratings,</span>

<span class="n">df_dog_type_pred_mean</span><span class="p">[</span><span class="s1">&#39;rating&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sort_values</span><span class="p">()</span>
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<div class="prompt output_prompt">Out[53]:</div>


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<pre>dog_type_pred
Japanese Spaniel                5.000000
Afghan Hound                    8.000000
Soft-Coated Wheaten Terrier     8.800000
Scotch Terrier                  9.000000
Walker Hound                    9.000000
Tibetan Terrier                 9.250000
Dalmatian                       9.272727
Boston Bull                     9.416667
Welsh Springer Spaniel          9.500000
Saint Bernard                   9.500000
Dandie Dinmont                  9.571429
Norwich Terrier                 9.600000
Miniature Schnauzer             9.600000
Redbone                         9.666667
English Setter                  9.714286
Irish Terrier                   9.733333
Maltese Dog                     9.736842
Rhodesian Ridgeback             9.750000
Scottish Deerhound              9.750000
Papillon                        9.833333
Airedale                        9.833333
Newfoundland                    9.857143
Mexican Hairless                9.857143
Miniature Poodle                9.875000
Miniature Pinscher              9.916667
Ibizan Hound                   10.000000
Groenendael                    10.000000
Italian Greyhound              10.000000
Brabancon Griffon              10.000000
Beagle                         10.052632
                                 ...    
Rottweiler                     11.105263
Cardigan                       11.105263
Blenheim Spaniel               11.150000
Cocker Spaniel                 11.153846
Labrador Retriever             11.179612
Clumber                        11.270000
Bernese Mountain Dog           11.272727
Kelpie                         11.307692
Greater Swiss Mountain Dog     11.333333
Doberman                       11.333333
Irish Water Spaniel            11.333333
Leonberg                       11.333333
Pembroke                       11.372340
Chow                           11.377778
Eskimo Dog                     11.409091
Norfolk Terrier                11.428571
Great Pyrenees                 11.466667
Giant Schnauzer                11.500000
Wire-Haired Fox Terrier        11.500000
Golden Retriever               11.598592
Samoyed                        11.657895
Gordon Setter                  11.750000
Standard Schnauzer             12.000000
Tibetan Mastiff                12.000000
Silky Terrier                  12.000000
Border Terrier                 12.142857
Briard                         12.333333
Irish Setter                   12.333333
Saluki                         12.500000
Bouvier Des Flandres           13.000000
Name: rating, Length: 113, dtype: float64</pre>
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