index.html

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

<title>wrangle_act </title>

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<style type="text/css">
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/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
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aside,
details,
figcaption,
figure,
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summary {
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video {
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h1 {
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sup {
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sub {
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img {
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svg:not(:root) {
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figure {
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hr {
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input[type="submit"] {
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/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
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  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
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<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
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.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
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.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
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<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }

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

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<h1 id="Project:-Wrangle-and-Analyze-Data">Project: Wrangle and Analyze Data<a class="anchor-link" href="#Project:-Wrangle-and-Analyze-Data">&#182;</a></h1><p>by Pride Chamisa</p>

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<div class=" highlight hl-ipython3"><pre><span></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">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span> 
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">re</span>
<span class="kn">import</span> <span class="nn">requests</span> 
<span class="kn">import</span> <span class="nn">tweepy</span>
<span class="kn">from</span> <span class="nn">tweepy</span> <span class="k">import</span> <span class="n">OAuthHandler</span>
<span class="kn">import</span> <span class="nn">json</span>
<span class="kn">from</span> <span class="nn">timeit</span> <span class="k">import</span> <span class="n">default_timer</span> <span class="k">as</span> <span class="n">timer</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
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<h2 id="Data-Gathering">Data Gathering<a class="anchor-link" href="#Data-Gathering">&#182;</a></h2><ol>
<li>Downloading the WeRateDogs Twitter archive data (twitter_archive_enhanced.csv)</li>
</ol>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_twitter</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;twitter-archive-enhanced.csv&#39;</span><span class="p">)</span>
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<ol>
<li>Using the Requests library to download the tweet image prediction (image_predictions.tsv)</li>
</ol>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Making the directory if it doesn&#39;t already exist</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>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_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>
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<li>Using the Tweepy library to query additional data via the Twitter API (tweet_json.txt)</li>
</ol>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Query Twitter API for each tweet in the Twitter archive and save JSON in a text file</span>
<span class="c1"># These are hidden to comply with Twitter&#39;s API terms and conditions</span>
<span class="n">consumer_key</span> <span class="o">=</span> <span class="s1">&#39;HIDDEN&#39;</span>
<span class="n">consumer_secret</span> <span class="o">=</span> <span class="s1">&#39;HIDDEN&#39;</span>
<span class="n">access_token</span> <span class="o">=</span> <span class="s1">&#39;HIDDEN&#39;</span>
<span class="n">access_secret</span> <span class="o">=</span> <span class="s1">&#39;HIDDEN&#39;</span>

<span class="n">auth</span> <span class="o">=</span> <span class="n">OAuthHandler</span><span class="p">(</span><span class="n">consumer_key</span><span class="p">,</span> <span class="n">consumer_secret</span><span class="p">)</span>
<span class="n">auth</span><span class="o">.</span><span class="n">set_access_token</span><span class="p">(</span><span class="n">access_token</span><span class="p">,</span> <span class="n">access_secret</span><span class="p">)</span>

<span class="n">api</span> <span class="o">=</span> <span class="n">tweepy</span><span class="o">.</span><span class="n">API</span><span class="p">(</span><span class="n">auth</span><span class="p">,</span> <span class="n">wait_on_rate_limit</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">tweet_ids</span> <span class="o">=</span> <span class="n">df_1</span><span class="o">.</span><span class="n">tweet_id</span><span class="o">.</span><span class="n">values</span>
<span class="nb">len</span><span class="p">(</span><span class="n">tweet_ids</span><span class="p">)</span>

<span class="c1"># Query Twitter&#39;s API for JSON data for each tweet ID in the Twitter archive</span>
<span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">fails_dict</span> <span class="o">=</span> <span class="p">{}</span>
<span class="n">start</span> <span class="o">=</span> <span class="n">timer</span><span class="p">()</span>
<span class="c1"># Save each tweet&#39;s returned JSON as a new line in a .txt 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">outfile</span><span class="p">:</span>
    <span class="c1"># This loop will likely take 20-30 minutes to run because of Twitter&#39;s rate limit</span>
    <span class="k">for</span> <span class="n">tweet_id</span> <span class="ow">in</span> <span class="n">tweet_ids</span><span class="p">:</span>
        <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
        <span class="nb">print</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">count</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;: &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">tweet_id</span><span class="p">))</span>
        <span class="k">try</span><span class="p">:</span>
            <span class="n">tweet</span> <span class="o">=</span> <span class="n">api</span><span class="o">.</span><span class="n">get_status</span><span class="p">(</span><span class="n">tweet_id</span><span class="p">,</span> <span class="n">tweet_mode</span><span class="o">=</span><span class="s1">&#39;extended&#39;</span><span class="p">)</span>
            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Success&quot;</span><span class="p">)</span>
            <span class="n">json</span><span class="o">.</span><span class="n">dump</span><span class="p">(</span><span class="n">tweet</span><span class="o">.</span><span class="n">_json</span><span class="p">,</span> <span class="n">outfile</span><span class="p">)</span>
            <span class="n">outfile</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
        <span class="k">except</span> <span class="n">tweepy</span><span class="o">.</span><span class="n">TweepError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Fail&quot;</span><span class="p">)</span>
            <span class="n">fails_dict</span><span class="p">[</span><span class="n">tweet_id</span><span class="p">]</span> <span class="o">=</span> <span class="n">e</span>
            <span class="k">pass</span>
<span class="n">end</span> <span class="o">=</span> <span class="n">timer</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="n">end</span> <span class="o">-</span> <span class="n">start</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">fails_dict</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Creating a list to hold the json data for all tweets</span>
<span class="n">data</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="s2">&quot;tweet_json.txt&quot;</span><span class="p">,</span> <span class="s2">&quot;r&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
    <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
        <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">line</span><span class="p">))</span>

<span class="c1"># Creating another lists to hold the friends&#39; and followers&#39; counts </span>
<span class="n">followers_count</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">friends_count</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">data</span><span class="p">)):</span>
    <span class="n">followers_count</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</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">append</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</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>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_json</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</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;id_str&#39;</span><span class="p">,</span><span class="s1">&#39;retweet_count&#39;</span><span class="p">,</span><span class="s1">&#39;favorite_count&#39;</span><span class="p">})</span>

<span class="c1"># Adding friends&#39; and followers&#39; counts to the dataframe</span>
<span class="n">df_json</span><span class="p">[</span><span class="s1">&#39;followers_count&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">followers_count</span>
<span class="n">df_json</span><span class="p">[</span><span class="s1">&#39;friends_count&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">friends_count</span>
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<h2 id="Assessing-Data">Assessing Data<a class="anchor-link" href="#Assessing-Data">&#182;</a></h2><p>In this section, I will detect and document <strong>quality issues and tidiness issues</strong> using visual assessment and programmatic assessement to assess the data.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_twitter</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
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</style>
<table border="1" class="dataframe">
  <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 Galápagos...</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;[8]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_predictions</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[8]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>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;[9]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_json</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 scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>id_str</th>
      <th>favorite_count</th>
      <th>retweet_count</th>
      <th>followers_count</th>
      <th>friends_count</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>892420643555336193</td>
      <td>33873</td>
      <td>7034</td>
      <td>9257748</td>
      <td>21</td>
    </tr>
    <tr>
      <th>1</th>
      <td>892177421306343426</td>
      <td>29384</td>
      <td>5309</td>
      <td>9257748</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2</th>
      <td>891815181378084864</td>
      <td>22099</td>
      <td>3490</td>
      <td>9257748</td>
      <td>21</td>
    </tr>
    <tr>
      <th>3</th>
      <td>891689557279858688</td>
      <td>36998</td>
      <td>7243</td>
      <td>9257748</td>
      <td>21</td>
    </tr>
    <tr>
      <th>4</th>
      <td>891327558926688256</td>
      <td>35376</td>
      <td>7784</td>
      <td>9257748</td>
      <td>21</td>
    </tr>
    <tr>
      <th>5</th>
      <td>891087950875897856</td>
      <td>17845</td>
      <td>2609</td>
      <td>9257748</td>
      <td>21</td>
    </tr>
    <tr>
      <th>6</th>
      <td>890971913173991426</td>
      <td>10391</td>
      <td>1674</td>
      <td>9257748</td>
      <td>21</td>
    </tr>
    <tr>
      <th>7</th>
      <td>890729181411237888</td>
      <td>56951</td>
      <td>15802</td>
      <td>9257748</td>
      <td>21</td>
    </tr>
    <tr>
      <th>8</th>
      <td>890609185150312448</td>
      <td>24564</td>
      <td>3635</td>
      <td>9257748</td>
      <td>21</td>
    </tr>
    <tr>
      <th>9</th>
      <td>890240255349198849</td>
      <td>28002</td>
      <td>6117</td>
      <td>9257747</td>
      <td>21</td>
    </tr>
    <tr>
      <th>10</th>
      <td>890006608113172480</td>
      <td>27086</td>
      <td>6166</td>
      <td>9257747</td>
      <td>21</td>
    </tr>
    <tr>
      <th>11</th>
      <td>889880896479866881</td>
      <td>24608</td>
      <td>4177</td>
      <td>9257747</td>
      <td>21</td>
    </tr>
    <tr>
      <th>12</th>
      <td>889665388333682689</td>
      <td>42129</td>
      <td>8371</td>
      <td>9257747</td>
      <td>21</td>
    </tr>
    <tr>
      <th>13</th>
      <td>889638837579907072</td>
      <td>23721</td>
      <td>3724</td>
      <td>9257747</td>
      <td>21</td>
    </tr>
    <tr>
      <th>14</th>
      <td>889531135344209921</td>
      <td>13372</td>
      <td>1885</td>
      <td>9257747</td>
      <td>21</td>
    </tr>
    <tr>
      <th>15</th>
      <td>889278841981685760</td>
      <td>22165</td>
      <td>4457</td>
      <td>9257747</td>
      <td>21</td>
    </tr>
    <tr>
      <th>16</th>
      <td>888917238123831296</td>
      <td>25692</td>
      <td>3774</td>
      <td>9257747</td>
      <td>21</td>
    </tr>
    <tr>
      <th>17</th>
      <td>888804989199671297</td>
      <td>22513</td>
      <td>3549</td>
      <td>9257747</td>
      <td>21</td>
    </tr>
    <tr>
      <th>18</th>
      <td>888554962724278272</td>
      <td>17356</td>
      <td>2887</td>
      <td>9257747</td>
      <td>21</td>
    </tr>
    <tr>
      <th>19</th>
      <td>888078434458587136</td>
      <td>19179</td>
      <td>2904</td>
      <td>9257747</td>
      <td>21</td>
    </tr>
    <tr>
      <th>20</th>
      <td>887705289381826560</td>
      <td>26675</td>
      <td>4548</td>
      <td>9257747</td>
      <td>21</td>
    </tr>
    <tr>
      <th>21</th>
      <td>887517139158093824</td>
      <td>40809</td>
      <td>9878</td>
      <td>9257747</td>
      <td>21</td>
    </tr>
    <tr>
      <th>22</th>
      <td>887473957103951883</td>
      <td>60302</td>
      <td>15068</td>
      <td>9257747</td>
      <td>21</td>
    </tr>
    <tr>
      <th>23</th>
      <td>887343217045368832</td>
      <td>29632</td>
      <td>8833</td>
      <td>9257747</td>
      <td>21</td>
    </tr>
    <tr>
      <th>24</th>
      <td>887101392804085760</td>
      <td>27021</td>
      <td>5003</td>
      <td>9257747</td>
      <td>21</td>
    </tr>
    <tr>
      <th>25</th>
      <td>886983233522544640</td>
      <td>30458</td>
      <td>6333</td>
      <td>9257747</td>
      <td>21</td>
    </tr>
    <tr>
      <th>26</th>
      <td>886736880519319552</td>
      <td>10519</td>
      <td>2636</td>
      <td>9257747</td>
      <td>21</td>
    </tr>
    <tr>
      <th>27</th>
      <td>886680336477933568</td>
      <td>19780</td>
      <td>3749</td>
      <td>9257747</td>
      <td>21</td>
    </tr>
    <tr>
      <th>28</th>
      <td>886366144734445568</td>
      <td>18580</td>
      <td>2635</td>
      <td>9257747</td>
      <td>21</td>
    </tr>
    <tr>
      <th>29</th>
      <td>886267009285017600</td>
      <td>105</td>
      <td>4</td>
      <td>9257747</td>
      <td>21</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>2297</th>
      <td>666411507551481857</td>
      <td>372</td>
      <td>263</td>
      <td>9257757</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2298</th>
      <td>666407126856765440</td>
      <td>93</td>
      <td>30</td>
      <td>9257757</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2299</th>
      <td>666396247373291520</td>
      <td>147</td>
      <td>69</td>
      <td>9257757</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2300</th>
      <td>666373753744588802</td>
      <td>163</td>
      <td>73</td>
      <td>9257758</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2301</th>
      <td>666362758909284353</td>
      <td>651</td>
      <td>471</td>
      <td>9257758</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2302</th>
      <td>666353288456101888</td>
      <td>179</td>
      <td>58</td>
      <td>9257758</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2303</th>
      <td>666345417576210432</td>
      <td>246</td>
      <td>126</td>
      <td>9257758</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2304</th>
      <td>666337882303524864</td>
      <td>168</td>
      <td>79</td>
      <td>9257758</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2305</th>
      <td>666293911632134144</td>
      <td>427</td>
      <td>292</td>
      <td>9257758</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2306</th>
      <td>666287406224695296</td>
      <td>123</td>
      <td>57</td>
      <td>9257758</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2307</th>
      <td>666273097616637952</td>
      <td>152</td>
      <td>68</td>
      <td>9257758</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2308</th>
      <td>666268910803644416</td>
      <td>100</td>
      <td>38</td>
      <td>9257758</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2309</th>
      <td>666104133288665088</td>
      <td>12934</td>
      <td>5506</td>
      <td>9257758</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2310</th>
      <td>666102155909144576</td>
      <td>66</td>
      <td>11</td>
      <td>9257758</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2311</th>
      <td>666099513787052032</td>
      <td>134</td>
      <td>53</td>
      <td>9257758</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2312</th>
      <td>666094000022159362</td>
      <td>143</td>
      <td>63</td>
      <td>9257758</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2313</th>
      <td>666082916733198337</td>
      <td>93</td>
      <td>37</td>
      <td>9257758</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2314</th>
      <td>666073100786774016</td>
      <td>274</td>
      <td>132</td>
      <td>9257758</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2315</th>
      <td>666071193221509120</td>
      <td>127</td>
      <td>51</td>
      <td>9257758</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2316</th>
      <td>666063827256086533</td>
      <td>400</td>
      <td>181</td>
      <td>9257758</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2317</th>
      <td>666058600524156928</td>
      <td>99</td>
      <td>47</td>
      <td>9257758</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2318</th>
      <td>666057090499244032</td>
      <td>249</td>
      <td>112</td>
      <td>9258176</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2319</th>
      <td>666055525042405380</td>
      <td>367</td>
      <td>197</td>
      <td>9257758</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2320</th>
      <td>666051853826850816</td>
      <td>1031</td>
      <td>707</td>
      <td>9257758</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2321</th>
      <td>666050758794694657</td>
      <td>115</td>
      <td>50</td>
      <td>9257758</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2322</th>
      <td>666049248165822465</td>
      <td>89</td>
      <td>37</td>
      <td>9257758</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2323</th>
      <td>666044226329800704</td>
      <td>247</td>
      <td>115</td>
      <td>9257758</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2324</th>
      <td>666033412701032449</td>
      <td>100</td>
      <td>36</td>
      <td>9257758</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2325</th>
      <td>666029285002620928</td>
      <td>112</td>
      <td>39</td>
      <td>9257758</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2326</th>
      <td>666020888022790149</td>
      <td>2296</td>
      <td>423</td>
      <td>9257758</td>
      <td>21</td>
    </tr>
  </tbody>
</table>
<p>2327 rows × 5 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
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</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Dataset 1: Enhanced Twitter Archive</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[10]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_twitter</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[10]:</div>


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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
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<table border="1" class="dataframe">
  <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>
  </tbody>
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<pre>None            745
a                55
Charlie          12
Cooper           11
Oliver           11
Lucy             11
Penny            10
Lola             10
Tucker           10
Bo                9
Winston           9
the               8
Sadie             8
Bailey            7
Daisy             7
an                7
Toby              7
Buddy             7
Leo               6
Bella             6
Rusty             6
Stanley           6
Jack              6
Jax               6
Dave              6
Scout             6
Oscar             6
Koda              6
Milo              6
Sunny             5
               ... 
Orion             1
Mya               1
Chuck             1
Teddy             1
Kuyu              1
Jed               1
Eleanor           1
Barclay           1
Robin             1
Pete              1
Tilly             1
Pip               1
Boots             1
Bonaparte         1
Mitch             1
Zoe               1
Beckham           1
Diogi             1
Staniel           1
Rizzo             1
Schnozz           1
Kayla             1
Bones             1
Zooey             1
Ralphé            1
Lili              1
Bluebert          1
unacceptable      1
Hazel             1
Craig             1
Name: name, Length: 957, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_twitter</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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<pre>tweet_id                      2356
in_reply_to_status_id           77
in_reply_to_user_id             31
timestamp                     2356
source                           4
text                          2356
retweeted_status_id            181
retweeted_status_user_id        25
retweeted_status_timestamp     181
expanded_urls                 2218
rating_numerator                40
rating_denominator              18
name                           957
doggo                            2
floofer                          2
pupper                           2
puppo                            2
dtype: int64</pre>
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<pre>0</pre>
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<pre>tweet_id                        int64
in_reply_to_status_id         float64
in_reply_to_user_id           float64
timestamp                      object
source                         object
text                           object
retweeted_status_id           float64
retweeted_status_user_id      float64
retweeted_status_timestamp     object
expanded_urls                  object
rating_numerator                int64
rating_denominator              int64
name                           object
doggo                          object
floofer                        object
pupper                         object
puppo                          object
dtype: object</pre>
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<p><strong>Dataset 2: Image Predictions</strong></p>

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<table border="1" class="dataframe">
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    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>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>
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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>tweet_id      int64
jpg_url      object
img_num       int64
p1           object
p1_conf     float64
p1_dog         bool
p2           object
p2_conf     float64
p2_dog         bool
p3           object
p3_conf     float64
p3_dog         bool
dtype: object</pre>
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<pre>66</pre>
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<p><strong>Dataset 3 : Twitter json</strong></p>

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      <th>id_str</th>
      <th>favorite_count</th>
      <th>retweet_count</th>
      <th>followers_count</th>
      <th>friends_count</th>
    </tr>
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    <tr>
      <th>0</th>
      <td>892420643555336193</td>
      <td>33873</td>
      <td>7034</td>
      <td>9257748</td>
      <td>21</td>
    </tr>
    <tr>
      <th>1</th>
      <td>892177421306343426</td>
      <td>29384</td>
      <td>5309</td>
      <td>9257748</td>
      <td>21</td>
    </tr>
    <tr>
      <th>2</th>
      <td>891815181378084864</td>
      <td>22099</td>
      <td>3490</td>
      <td>9257748</td>
      <td>21</td>
    </tr>
    <tr>
      <th>3</th>
      <td>891689557279858688</td>
      <td>36998</td>
      <td>7243</td>
      <td>9257748</td>
      <td>21</td>
    </tr>
    <tr>
      <th>4</th>
      <td>891327558926688256</td>
      <td>35376</td>
      <td>7784</td>
      <td>9257748</td>
      <td>21</td>
    </tr>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 2327 entries, 0 to 2326
Data columns (total 5 columns):
id_str             2327 non-null object
favorite_count     2327 non-null int64
retweet_count      2327 non-null int64
followers_count    2327 non-null int64
friends_count      2327 non-null int64
dtypes: int64(4), object(1)
memory usage: 91.0+ KB
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  <thead>
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      <th></th>
      <th>favorite_count</th>
      <th>retweet_count</th>
      <th>followers_count</th>
      <th>friends_count</th>
    </tr>
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    <tr>
      <th>count</th>
      <td>2327.00000</td>
      <td>2327.000000</td>
      <td>2.327000e+03</td>
      <td>2327.0</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>7068.45853</td>
      <td>2478.686721</td>
      <td>9.257762e+06</td>
      <td>21.0</td>
    </tr>
    <tr>
      <th>std</th>
      <td>10983.78533</td>
      <td>4197.058465</td>
      <td>5.827342e+01</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>min</th>
      <td>0.00000</td>
      <td>1.000000</td>
      <td>9.257747e+06</td>
      <td>21.0</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>1227.00000</td>
      <td>497.500000</td>
      <td>9.257750e+06</td>
      <td>21.0</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>3055.00000</td>
      <td>1152.000000</td>
      <td>9.257757e+06</td>
      <td>21.0</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>8621.00000</td>
      <td>2872.000000</td>
      <td>9.257757e+06</td>
      <td>21.0</td>
    </tr>
    <tr>
      <th>max</th>
      <td>145178.00000</td>
      <td>70966.000000</td>
      <td>9.258238e+06</td>
      <td>21.0</td>
    </tr>
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<pre>id_str             object
favorite_count      int64
retweet_count       int64
followers_count     int64
friends_count       int64
dtype: object</pre>
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<pre>id_str             2327
favorite_count     1979
retweet_count      1652
followers_count      21
friends_count         1
dtype: int64</pre>
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<h3 id="Quality-issues">Quality issues<a class="anchor-link" href="#Quality-issues">&#182;</a></h3><ol>
<li><p>There are retweets, and the columns: <code>in_reply_to_status_id, in_reply_to_user_id, retweeted_status_id', 'retweeted_status_user_id','retweeted_status_timestamp'</code> have plenty of empty values</p>
</li>
<li><p><code>timestamp</code> values have a +0000 attached</p>
</li>
<li><p>Erroneous datatype in <code>tweet_id</code> and <code>timestamp</code></p>
</li>
<li><p>Missing column for the fraction: rating_numerator / rating_denominator</p>
</li>
<li><p>Incorrect dog names listed as <code>a</code>, <code>the</code> and <code>an</code></p>
</li>
<li><p>Source data has unwanted link tags</p>
</li>
<li><p>Dog names listed as None instead of NaN</p>
</li>
<li><p>The dog breed names are separated by a '_' instead of space</p>
</li>
<li><p>Duplicated urls in jpg_url</p>
</li>
<li><p>Naming convection of <code>id_str</code> not consistent with <code>tweet_id</code></p>
</li>
</ol>

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<h3 id="Tidiness-issues">Tidiness issues<a class="anchor-link" href="#Tidiness-issues">&#182;</a></h3><ol>
<li><p>The columns doggo, puppo, pupper, floofer should be combined into a single column</p>
</li>
<li><p>All the 3 tables should be one dataset</p>
</li>
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<h2 id="Cleaning-Data">Cleaning Data<a class="anchor-link" href="#Cleaning-Data">&#182;</a></h2><p>In this section, I will be cleaning of the issues documented while assessing.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Make copies of original pieces of data</span>
<span class="n">df_twitter_clean</span> <span class="o">=</span> <span class="n">df_twitter</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">df_predictions_clean</span> <span class="o">=</span> <span class="n">df_predictions</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">df_json_clean</span> <span class="o">=</span> <span class="n">df_json</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_twitter_clean</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">4</span><span class="p">)</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>
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    <tr>
      <th>1416</th>
      <td>698635131305795584</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2016-02-13 22:29:29 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here we are witnessing five Guatemalan Birch F...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/698635131...</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>1178</th>
      <td>719551379208073216</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2016-04-11 15:43:12 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Harnold. He accidentally opened the fr...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/719551379...</td>
      <td>10</td>
      <td>10</td>
      <td>Harnold</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>627</th>
      <td>794983741416415232</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2016-11-05 19:24:28 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: This is Rizzy. She smiles a lot...</td>
      <td>7.895309e+17</td>
      <td>4.196984e+09</td>
      <td>2016-10-21 18:16:44 +0000</td>
      <td>https://twitter.com/dog_rates/status/789530877...</td>
      <td>12</td>
      <td>10</td>
      <td>Rizzy</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1834</th>
      <td>676121918416756736</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-12-13 19:30:01 +0000</td>
      <td>&lt;a href="http://vine.co" rel="nofollow"&gt;Vine -...</td>
      <td>Here we are witnessing a very excited dog. Cle...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://vine.co/v/iZXg7VpeDAv</td>
      <td>8</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
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<h3 id="There-are-retweets,-and-the-columns:-in_reply_to_status_id,-in_reply_to_user_id,-retweeted_status_id',-'retweeted_status_user_id','retweeted_status_timestamp'-have-plenty-of-empty-values">There are retweets, and the columns: <code>in_reply_to_status_id, in_reply_to_user_id, retweeted_status_id', 'retweeted_status_user_id','retweeted_status_timestamp'</code> have plenty of empty values<a class="anchor-link" href="#There-are-retweets,-and-the-columns:-in_reply_to_status_id,-in_reply_to_user_id,-retweeted_status_id',-'retweeted_status_user_id','retweeted_status_timestamp'-have-plenty-of-empty-values">&#182;</a></h3><h4 id="Define">Define<a class="anchor-link" href="#Define">&#182;</a></h4><p>Delete retweets by removing all entries for retweeted_status_user_id that are not null</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_twitter_clean</span> <span class="o">=</span> <span class="n">df_twitter_clean</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">df_twitter_clean</span><span class="o">.</span><span class="n">retweeted_status_id</span><span class="p">)]</span>
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<h4 id="Test">Test<a class="anchor-link" href="#Test">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Confirming null entries in retweeted status user id</span>
<span class="n">df_twitter_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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<h4 id="Define:">Define:<a class="anchor-link" href="#Define:">&#182;</a></h4><p>Drop the multiple columns with plenty of empty values</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_twitter_clean</span> <span class="o">=</span> <span class="n">df_twitter_clean</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;in_reply_to_status_id&#39;</span><span class="p">,</span><span class="s1">&#39;in_reply_to_user_id&#39;</span><span class="p">,</span><span class="s1">&#39;retweeted_status_id&#39;</span><span class="p">,</span>
                                            <span class="s1">&#39;retweeted_status_user_id&#39;</span><span class="p">,</span><span class="s1">&#39;retweeted_status_timestamp&#39;</span><span class="p">],</span><span class="mi">1</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Confirming the dropped columns are nolonger part of the dataframe</span>
<span class="n">df_twitter_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
timestamp             2175 non-null object
source                2175 non-null object
text                  2175 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: int64(3), object(9)
memory usage: 220.9+ KB
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<h3 id="timestamp-values-have-a-+0000-attached"><code>timestamp</code> values have a +0000 attached<a class="anchor-link" href="#timestamp-values-have-a-+0000-attached">&#182;</a></h3>
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<h4 id="Define">Define<a class="anchor-link" href="#Define">&#182;</a></h4><ul>
<li>Truncate the last 5 values of timestamp with string slicing</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Slicing the last 5 values of timestamp</span>
<span class="n">df_twitter_clean</span><span class="o">.</span><span class="n">timestamp</span> <span class="o">=</span> <span class="n">df_twitter_clean</span><span class="o">.</span><span class="n">timestamp</span><span class="o">.</span><span class="n">str</span><span class="p">[:</span><span class="o">-</span><span class="mi">5</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Confirming trailing zeros are removed</span>
<span class="n">df_twitter_clean</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
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<table border="1" class="dataframe">
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    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>timestamp</th>
      <th>source</th>
      <th>text</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>234</th>
      <td>847617282490613760</td>
      <td>2017-03-31 01:11:22</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>.@breaannanicolee PUPDATE: Cannon has a heart ...</td>
      <td>NaN</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>1939</th>
      <td>673887867907739649</td>
      <td>2015-12-07 15:32:42</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>When you're having a great time sleeping and y...</td>
      <td>https://twitter.com/dog_rates/status/673887867...</td>
      <td>10</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
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<h3 id="Erroneous-datatype-in-tweet_id-and-timestamp">Erroneous datatype in <code>tweet_id</code> and <code>timestamp</code><a class="anchor-link" href="#Erroneous-datatype-in-tweet_id-and-timestamp">&#182;</a></h3>
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<h4 id="Define">Define<a class="anchor-link" href="#Define">&#182;</a></h4><ul>
<li>Convert the datatype of tweet_id from int to string </li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_twitter_clean</span><span class="o">.</span><span class="n">tweet_id</span> <span class="o">=</span> <span class="n">df_twitter_clean</span><span class="o">.</span><span class="n">tweet_id</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">str</span><span class="p">)</span>
<span class="n">df_predictions_clean</span><span class="o">.</span><span class="n">tweet_id</span> <span class="o">=</span> <span class="n">df_twitter_clean</span><span class="o">.</span><span class="n">tweet_id</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">str</span><span class="p">)</span>
<span class="n">df_twitter_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">df_twitter_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"># Confirming the datatype changes</span>
<span class="n">df_twitter_clean</span><span class="o">.</span><span class="n">dtypes</span>
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<pre>tweet_id                      object
timestamp             datetime64[ns]
source                        object
text                          object
expanded_urls                 object
rating_numerator               int64
rating_denominator             int64
name                          object
doggo                         object
floofer                       object
pupper                        object
puppo                         object
dtype: object</pre>
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<h3 id="Missing-column-for-the-fraction:-rating_numerator-/-rating_denominator">Missing column for the fraction: rating_numerator / rating_denominator<a class="anchor-link" href="#Missing-column-for-the-fraction:-rating_numerator-/-rating_denominator">&#182;</a></h3><h4 id="Define">Define<a class="anchor-link" href="#Define">&#182;</a></h4><p>Create a new column 'rating_fraction'</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_twitter_clean</span><span class="p">[</span><span class="s1">&#39;fraction&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df_twitter_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="o">/</span><span class="n">df_twitter_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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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_twitter_clean</span><span class="p">[</span><span class="s1">&#39;fraction&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
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<pre>121     1.2
1444    0.9
716     1.2
Name: fraction, dtype: float64</pre>
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<h3 id="Incorrect-dog-names-listed-as-a,-the-and-an">Incorrect dog names listed as <code>a</code>, <code>the</code> and <code>an</code><a class="anchor-link" href="#Incorrect-dog-names-listed-as-a,-the-and-an">&#182;</a></h3>
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<h4 id="Define">Define<a class="anchor-link" href="#Define">&#182;</a></h4><p>Replace all occurences of dog names that start with small letters</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># https://github.com/tharcyla/wrangle-and-analyze-data/blob/main/wrangle_act.ipynb</span>

<span class="c1"># Getting the index of all wrong names</span>
<span class="n">err</span> <span class="o">=</span> <span class="n">df_twitter_clean</span><span class="p">[</span><span class="n">df_twitter_clean</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">contains</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;^[a-z]&#39;</span><span class="p">)][</span><span class="s1">&#39;name&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">index</span>

<span class="c1"># Changing them to NaN</span>
<span class="n">df_twitter_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">err</span><span class="p">,</span> <span class="s1">&#39;name&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Confirming changes</span>
<span class="n">df_twitter_clean</span><span class="p">[</span><span class="s1">&#39;name&#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         680
Charlie       11
Lucy          11
Oliver        10
Cooper        10
Penny          9
Tucker         9
Sadie          8
Lola           8
Winston        8
Daisy          7
Toby           7
Bailey         6
Oscar          6
Stanley        6
Jax            6
Bo             6
Koda           6
Bella          6
Dave           5
Louis          5
Buddy          5
Bentley        5
Scout          5
Leo            5
Rusty          5
Milo           5
Chester        5
Jeffrey        4
Larry          4
            ... 
Carll          1
Gordon         1
Willem         1
Jeffri         1
Schnozz        1
Robin          1
Crawford       1
Diogi          1
Cora           1
Andru          1
Boston         1
Dobby          1
Harnold        1
Brockly        1
Sully          1
Jamesy         1
Trigger        1
Travis         1
Damon          1
Ashleigh       1
Pete           1
Alexander      1
Tilly          1
Pip            1
Boots          1
Bilbo          1
Mitch          1
Zoe            1
Beckham        1
Bruiser        1
Name: name, Length: 931, dtype: int64</pre>
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<h4 id="Code">Code<a class="anchor-link" href="#Code">&#182;</a></h4><p>Ref: <a href="https://stackoverflow.com/questions/13682044/remove-unwanted-parts-from-strings-in-a-column?noredirect=1">https://stackoverflow.com/questions/13682044/remove-unwanted-parts-from-strings-in-a-column?noredirect=1</a></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Confirming the link tags are removed</span>
<span class="n">df_twitter_clean</span><span class="o">.</span><span class="n">source</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
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<pre>1226    Twitter for iPhone
2171    Twitter for iPhone
825     Twitter for iPhone
Name: source, dtype: object</pre>
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<h3 id="Missing-dog-names-listed-as-None-instead-of-NaN">Missing dog names listed as None instead of NaN<a class="anchor-link" href="#Missing-dog-names-listed-as-None-instead-of-NaN">&#182;</a></h3><h4 id="Define">Define<a class="anchor-link" href="#Define">&#182;</a></h4><p>Change all 'None' entries to NaN</p>
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<span class="c1"># Changing them to NaN</span>
<span class="n">df_twitter_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">err</span><span class="p">,</span> <span class="s1">&#39;name&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_twitter_clean</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">8</span><span class="p">)</span>
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<pre>2163       Billl
1124        Ziva
1046     Bentley
2351         NaN
676          NaN
1907         NaN
1129    Pupcasso
2214         NaN
Name: name, dtype: object</pre>
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<h3 id="The-dog-breed-names-are-separated-by-a-'_'-instead-of-space">The dog breed names are separated by a '_' instead of space<a class="anchor-link" href="#The-dog-breed-names-are-separated-by-a-'_'-instead-of-space">&#182;</a></h3><h4 id="Define">Define<a class="anchor-link" href="#Define">&#182;</a></h4><p>Replace the '_' in all entries with space and capitalise the first letter</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_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">df_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="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">title</span><span class="p">()</span>
<span class="n">df_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">df_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="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">title</span><span class="p">()</span>
<span class="n">df_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">df_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><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">title</span><span class="p">()</span>
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      <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>1959</th>
      <td>673576835670777856</td>
      <td>https://pbs.twimg.com/media/DAOmEZiXYAAcv2S.jpg</td>
      <td>1</td>
      <td>Golden Retriever</td>
      <td>0.673664</td>
      <td>True</td>
      <td>Kuvasz</td>
      <td>0.157523</td>
      <td>True</td>
      <td>Labrador Retriever</td>
      <td>0.126073</td>
      <td>True</td>
    </tr>
    <tr>
      <th>1430</th>
      <td>697575480820686848</td>
      <td>https://pbs.twimg.com/media/CrrtqjdXEAINleR.jpg</td>
      <td>1</td>
      <td>Blenheim Spaniel</td>
      <td>0.427766</td>
      <td>True</td>
      <td>Shih-Tzu</td>
      <td>0.219256</td>
      <td>True</td>
      <td>Welsh Springer Spaniel</td>
      <td>0.144614</td>
      <td>True</td>
    </tr>
    <tr>
      <th>1884</th>
      <td>674800520222154752</td>
      <td>https://pbs.twimg.com/media/C8NNUDBUMAE0XxJ.jpg</td>
      <td>1</td>
      <td>Cardigan</td>
      <td>0.413688</td>
      <td>True</td>
      <td>Boston Bull</td>
      <td>0.381836</td>
      <td>True</td>
      <td>Doormat</td>
      <td>0.065868</td>
      <td>False</td>
    </tr>
    <tr>
      <th>928</th>
      <td>754747087846248448</td>
      <td>https://pbs.twimg.com/media/CcBwOn0XEAA7bNQ.jpg</td>
      <td>1</td>
      <td>Golden Retriever</td>
      <td>0.514085</td>
      <td>True</td>
      <td>Chesapeake Bay Retriever</td>
      <td>0.173224</td>
      <td>True</td>
      <td>Brittany Spaniel</td>
      <td>0.118384</td>
      <td>True</td>
    </tr>
  </tbody>
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<h3 id="Duplicated-urls-in-jpg_url">Duplicated urls in jpg_url<a class="anchor-link" href="#Duplicated-urls-in-jpg_url">&#182;</a></h3><h4 id="Define">Define<a class="anchor-link" href="#Define">&#182;</a></h4><p>Dele the duplicates</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">sum</span><span class="p">(</span><span class="n">df_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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<h3 id="Naming-convection-of-id_str-not-consistent-with-tweet_id">Naming convection of <code>id_str</code> not consistent with <code>tweet_id</code><a class="anchor-link" href="#Naming-convection-of-id_str-not-consistent-with-tweet_id">&#182;</a></h3><h4 id="Define">Define<a class="anchor-link" href="#Define">&#182;</a></h4><p>Change the column name for <code>id_str</code> to <code>tweet_id</code></p>
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<pre>Index([&#39;tweet_id&#39;, &#39;favorite_count&#39;, &#39;retweet_count&#39;, &#39;followers_count&#39;,
       &#39;friends_count&#39;],
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<h3 id="The-columns-doggo,-puppo,-pupper,-floofer-should-be-combined-into-a-single-column">The columns doggo, puppo, pupper, floofer should be combined into a single column<a class="anchor-link" href="#The-columns-doggo,-puppo,-pupper,-floofer-should-be-combined-into-a-single-column">&#182;</a></h3><h4 id="Define">Define<a class="anchor-link" href="#Define">&#182;</a></h4><p>Combine the columns into a new column 'dog_stage'</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Creating a new &#39;dog_stage&#39; column</span>
<span class="n">df_twitter_clean</span><span class="p">[</span><span class="s1">&#39;dog_stage&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df_twitter_clean</span><span class="p">[</span><span class="s1">&#39;text&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">extract</span><span class="p">(</span><span class="s1">&#39;(floofer|doggo|pupper|puppo)&#39;</span><span class="p">,</span> <span class="n">expand</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="c1">#Changing its datatype</span>
<span class="n">df_twitter_clean</span><span class="p">[</span><span class="s1">&#39;dog_stage&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df_twitter_clean</span><span class="p">[</span><span class="s1">&#39;dog_stage&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;category&#39;</span><span class="p">)</span>
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<span class="n">df_twitter_clean</span> <span class="o">=</span> <span class="n">df_twitter_clean</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;doggo&#39;</span><span class="p">,</span> <span class="s1">&#39;floofer&#39;</span><span class="p">,</span> <span class="s1">&#39;pupper&#39;</span><span class="p">,</span> <span class="s1">&#39;puppo&#39;</span><span class="p">],</span> <span class="mi">1</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_twitter_clean</span><span class="p">[</span><span class="s1">&#39;dog_stage&#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>pupper     244
doggo       84
puppo       32
floofer      4
Name: dog_stage, dtype: int64</pre>
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<h3 id="All-the-3-tables-should-be-joined-to-form-one-dataset">All the 3 tables should be joined to form one dataset<a class="anchor-link" href="#All-the-3-tables-should-be-joined-to-form-one-dataset">&#182;</a></h3><h4 id="Define">Define<a class="anchor-link" href="#Define">&#182;</a></h4><p>Merge all the tables</p>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 2327 entries, 0 to 2326
Data columns (total 5 columns):
tweet_id           2327 non-null object
favorite_count     2327 non-null int64
retweet_count      2327 non-null int64
followers_count    2327 non-null int64
friends_count      2327 non-null int64
dtypes: int64(4), object(1)
memory usage: 91.0+ KB
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<span class="c1"># merging with twitter json clean</span>
<span class="n">df_all</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_all</span><span class="p">,</span> <span class="n">df_json_clean</span><span class="p">,</span> <span class="n">how</span> <span class="o">=</span> <span class="s1">&#39;inner&#39;</span><span class="p">,</span> <span class="n">on</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">])</span>
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<span class="n">df_all</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: 1826 entries, 0 to 1825
Data columns (total 25 columns):
tweet_id              1826 non-null object
timestamp             1826 non-null datetime64[ns]
source                1826 non-null object
text                  1826 non-null object
expanded_urls         1771 non-null object
rating_numerator      1826 non-null int64
rating_denominator    1826 non-null int64
name                  1193 non-null object
fraction              1826 non-null float64
dog_stage             346 non-null category
jpg_url               1826 non-null object
img_num               1826 non-null int64
p1                    1826 non-null object
p1_conf               1826 non-null float64
p1_dog                1826 non-null bool
p2                    1826 non-null object
p2_conf               1826 non-null float64
p2_dog                1826 non-null bool
p3                    1826 non-null object
p3_conf               1826 non-null float64
p3_dog                1826 non-null bool
favorite_count        1826 non-null int64
retweet_count         1826 non-null int64
followers_count       1826 non-null int64
friends_count         1826 non-null int64
dtypes: bool(3), category(1), datetime64[ns](1), float64(4), int64(7), object(9)
memory usage: 321.2+ KB
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<h2 id="Storing-Data">Storing Data<a class="anchor-link" href="#Storing-Data">&#182;</a></h2><p>Saving gathered, assessed, and cleaned master dataset to a CSV file named "twitter_archive_master.csv".</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_all</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;twitter_archive_master.csv&#39;</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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<h2 id="Analyzing-and-Visualizing-Data">Analyzing and Visualizing Data<a class="anchor-link" href="#Analyzing-and-Visualizing-Data">&#182;</a></h2><p>In this section, I will be analyzing and visualizing the wrangled data.</p>

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<h3 id="Insights:">Insights:<a class="anchor-link" href="#Insights:">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Importing the new stored master dataset</span>
<span class="n">twitter_archive_master</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;twitter_archive_master.csv&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Changing back datatypes</span>
<span class="n">twitter_archive_master</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_master</span><span class="p">[</span><span class="s1">&#39;timestamp&#39;</span><span class="p">])</span>
<span class="n">twitter_archive_master</span><span class="p">[</span><span class="s1">&#39;source&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">twitter_archive_master</span><span class="p">[</span><span class="s1">&#39;source&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;category&#39;</span><span class="p">)</span>
<span class="n">twitter_archive_master</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">twitter_archive_master</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="s1">&#39;str&#39;</span><span class="p">)</span>
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<p><strong>1. Most popular dog names</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">most_popular_name</span> <span class="o">=</span> <span class="n">twitter_archive_master</span><span class="o">.</span><span class="n">name</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()[</span><span class="mi">1</span><span class="p">:</span><span class="mi">10</span><span class="p">]</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;barh&#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;Dog Names&#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;Number of Dogs&#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;Most popular dog names&#39;</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">15</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s1">&#39;popular-dog-names&#39;</span><span class="p">);</span>
</pre></div>

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<p>From the bar graph, it is observed that Charlie and Lucy were the most popular dog names</p>

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<p><strong>2. The most liked dog stages</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">twitter_archive_master</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;dog_stage&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">favorite_count</span><span class="o">.</span><span class="n">mean</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">title</span><span class="o">=</span><span class="s1">&#39;Most liked dog stages&#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;Likes&#39;</span><span class="p">);</span>
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<p><strong>3. The most retweeted dog stages</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">twitter_archive_master</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;dog_stage&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">retweet_count</span><span class="o">.</span><span class="n">mean</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">title</span><span class="o">=</span><span class="s1">&#39;Most retweeted dog stages&#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;Retweets&#39;</span><span class="p">);</span>
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HImpJ8LI2Jrsk+lX5C2vR0wEtgeOBi4WFLfAr+jmZnVULVjHBcDHwaOTdNL6eYDgJFZlibXTLcA9gN+k9onAIen+yPSNGn+/imwRgBXR8TrEfEMMAPoLrTMzKxOqg2O3SPiNOA1gIhYCKzV3YMk9ZX0EPAiMBl4GlgUEcvTInOBQen+IGBOWv9yYDGwQb69k8eYmVmDVRscb6buofazqtqo4rLqEfFWROwEDCY7Sti2s8XSz85O740K7SuRNEbSVElT582b111pZma2iqoNjouA64CNJJ0H3A78oNqNpKvq3grsAQyQ1H4212DguXR/LjAEIM1fH1iQb+/kMfltjIuI4RExvK2trdrSzMysoGrPqroCOAP4IfA8cHhE/LrSYyS1SRqQ7q8NHABMB24BPpMWGwVMSvevT9Ok+TdHRKT2kemsqy2AYcC91f16ZmZWa1V9jkPSOcBfgcsi4uUq170JMCF1cfUBro2IGyQ9Dlwt6VzgQeDStPylwOWSZpAdaYwEiIjHJF0LPA4sB06LiLeqrMHMzGqs2g8AziI7o+oiSUvJQuS2iJjU1QMi4hHgQ520z6STs6Ii4jXgqC7WdR5wXpW1mplZHVXbVTU+Ik4GPgb8iuwF/lf1LMzMzHqmaruqfgFsB7xAdrTxGVb+YiczM+slqj2ragOgL7CIbPxhfu6zGGZm1otUdcQREUcASNoWOAi4RVLfiBhcz+LMzKznqbar6pPAR4G9gYHAzWRdVmZm1stUe1bVIcBtwIUR8Y4P35mZWe9R7RjHsoi4Jh8aki6oU01mZtaDVRscH++k7ZBaFmJmZs2hYleVpM8DXwC2kvRIblZ/4I56FmZmZj1Td2McVwJ/IrtG1Zm59qURsaBuVZmZWY9VsasqIhZHxKyIOJbsCrX7RcRsoE+64KCZmfUy1X517FjgG8BZqWktfMkRM7NeqdrB8SOATwEvA6Szq/rXqygzM+u5qg2ON9J3Y7R/A+C69SvJzMx6smqD41pJ/0X27X3/AvwP8Iv6lWVmZj1Vtdeq+rGkjwNLgG2A70TE5LpWZmZmPVK1lxwhBcVkAEl9JR2XvlLWzMx6kYpdVZLWk3SWpJ9JOlCZLwIzgaMbU6KZmfUk3R1xXA4sBO4CTgG+TnYq7oiIeKjOtZmZWQ/UXXBsGRE7wtvfAjgf2Cwilta9MjMz65G6O6vqzfY7EfEW8IxDw8ysd+vuiOODkpak+wLWTtMCIiLWq2t1ZmbW41QMjojo26hCzMysOVT7AUAzMzPAwWFmZgU5OMzMrBAHh5mZFeLgMDOzQuoWHJKGSLpF0nRJj0k6PbW/R9JkSU+lnwNTuyRdJGmGpEck7Zxb16i0/FOSRtWrZjMz6149jziWA/83IrYF9gBOk7Qd2XeX3xQRw4CbWPFd5ocAw9JtDHAJZEEDjAV2B3YDxraHjZmZNV7dgiMino+IB9L9pcB0YBAwApiQFpsAHJ7ujwAmRuZusu/+2AQ4CJgcEQsiYiHZFXoPrlfdZmZWWUPGOCQNBT4E3ANsHBHPQxYuwEZpsUHAnNzD5qa2rtrNzKwEdQ8OSf2A3wJfiYgllRbtpC0qtHfczhhJUyVNnTdv3qoVa2Zm3aprcEhakyw0roiI36XmF1IXFOnni6l9LjAk9/DBwHMV2lcSEeMiYnhEDG9ra6vtL2JmZm+r+hsAi5Ik4FJgekT8e27W9cAo4Pz0c1Ku/YuSriYbCF8cEc9LuhH4QW5A/EDgrHrVbdaMdpywY9klVGXaqGlll2A1ULfgAPYEjgemSWr/0qdvkgXGtZJGA88CR6V5fwQOBWYArwAnAUTEAknfB+5Ly50TEQvqWLeZmVVQt+CIiNvpfHwCYP9Olg/gtC7WNR4YX7vqzMxsVfmT42ZmVoiDw8zMCnFwmJlZIQ4OMzMrxMFhZmaFODjMzKwQB4eZmRXi4DAzs0IcHGZmVoiDw8zMCnFwmJlZIQ4OMzMrxMFhZmaFODjMzKwQB4eZmRXi4DAzs0IcHGZmVoiDw8zMCnFwmJlZIQ4OMzMrxMFhZmaFODjMzKwQB4eZmRXi4DAzs0IcHGZmVoiDw8zMCnFwmJlZIQ4OMzMrpG7BIWm8pBclPZpre4+kyZKeSj8HpnZJukjSDEmPSNo595hRafmnJI2qV71mZladeh5xXAYc3KHtTOCmiBgG3JSmAQ4BhqXbGOASyIIGGAvsDuwGjG0PGzMzK0fdgiMibgMWdGgeAUxI9ycAh+faJ0bmbmCApE2Ag4DJEbEgIhYCk3lnGJmZWQM1eoxj44h4HiD93Ci1DwLm5Jabm9q6ajczs5L0lMFxddIWFdrfuQJpjKSpkqbOmzevpsWZmdkKjQ6OF1IXFOnni6l9LjAkt9xg4LkK7e8QEeMiYnhEDG9ra6t54WZmlml0cFwPtJ8ZNQqYlGs/IZ1dtQewOHVl3QgcKGlgGhQ/MLWZmVlJ1qjXiiVdBewLbChpLtnZUecD10oaDTwLHJUW/yNwKDADeAU4CSAiFkj6PnBfWu6ciOg44G5mZg1Ut+CIiGO7mLV/J8sGcFoX6xkPjK9haWZmthp6yuC4mZk1CQeHmZkV4uAwM7NCHBxmZlaIg8PMzApxcJiZWSEODjMzK8TBYWZmhTg4zMysEAeHmZkV4uAwM7NCHBxmZlaIg8PMzApxcJiZWSEODjMzK8TBYWZmhTg4zMysEAeHmZkV4uAwM7NCHBxmZlaIg8PMzApxcJiZWSEODjMzK8TBYWZmhTg4zMysEAeHmZkV4uAwM7NCHBxmZlaIg8PMzAppmuCQdLCkJyXNkHRm2fWYmfVWTREckvoCPwcOAbYDjpW0XblVmZn1Tk0RHMBuwIyImBkRbwBXAyNKrsnMrFdqluAYBMzJTc9NbWZm1mBrlF1AldRJW6y0gDQGGJMml0l6su5Vrb4Ngfm1XKEuqOXamk7N9yff6+xfr9eo/f/nib12f9b+f1N12ZebV7NQswTHXGBIbnow8Fx+gYgYB4xrZFGrS9LUiBhedh2twvuztrw/a6fV9mWzdFXdBwyTtIWktYCRwPUl12Rm1is1xRFHRCyX9EXgRqAvMD4iHiu5LDOzXqkpggMgIv4I/LHsOmqsqbrWmoD3Z215f9ZOS+1LRUT3S5mZmSXNMsZhZmY9hIPDzMwKcXBYU5LUR9LRZdfRKrw/rQiPcZRA0qeAvdPklIj4fZn1NCtJt0XE3t0vadXw/qy9Vn2uOzgaTNIPya69dUVqOhaYGhFnlVdVc5L0beBV4Brg5fb2iFhQWlFNzPuztlr5ue7gaDBJjwA7RcQ/03Rf4MGI+EC5lTUfSc900hwRsWXDi2kB3p+11crP9ab5HEeLGQC0v4tbv8xCmllEbFF2Da3E+7MuWvK57uBovB8CD0q6hezijXsDTX/oWgZJ6wBfBTaLiDGShgHbRMQNJZfWlLw/a65ln+vuqiqBpE2AXcn+me6JiH+UXFJTknQNcD9wQkTsIGlt4K6I2Knk0pqS92ft5Z7rAPe2ynPdp+M2mKSdgU3Irvg7B9hU0laSfPRX3FYR8SPgTYCIeJXOL8Fv1fH+rL0PA/sC+6T7LcEvVo13MbAz8AjZk3KHdH8DSadGxF/KLK7JvJHeFQeApK2A18stqal5f9aQpIuBrYGrUtPnJB0QEaeVWFZNODgabxYwuv3qvum7078OfB/4HeDgqN5Y4M/AEElXAHsCJ5ZaUXPz/qytfYAdIo0HSJoATCu3pNpwcDTe+/OXhI+IxyV9KCJmqj7f6NVyJO0ZEXcAtwFHAnuQHb2dHhG1/Za1XiQiJkt6AO/PWnkS2AyYnaaHkPUuND0HR+M9KekS4Oo0fQzwN0nvIvUtW7cuAnYhG7jdGfhDyfW0kn2Avci6q9YEriu3nKa2ATBd0r1pelfgLknXA0TEp0qrbDX5rKoGS33IXyB7cgq4nWzc4zVgnYhYVmJ5TUHS3cB04FCyTzmvJCK+3PCiWkAnffLHAE+3Qp98GSTtU2l+RExpVC215uCwpiNpQ+AA4ALgOx3nR8SEhhfVAiQ9xsp98n2AaRGxfbmVNS9J7yW77EgA97XK6bjuqmowSdNIZ63kLAamAudGxEuNr6q5pH73qyVNj4iHy66nhbRsn3wZJJ1C9sbmZrLehZ9KOicixpdb2erzEUeDSfoR8BZwZWoaSfZPtRjYKyIOK6u2ZiNpMPBTsrN/gqzb7/SImFtqYU1K0hSyfviV+uSBV6C5++TLIOlJ4CPtbwYlbQDcGRHblFvZ6vMRR+PtGRF75qanSbojIvaU9NnSqmpOvyQL4KPS9GdT28dLq6i5vaPbz1bLXGBpbnop2Yd+m56Do/H6Sdo9Iu4BkLQb0C/NW15eWU1po4j4ZW76MklfKa2aJhcRU1q1T74kfwfukTSJbH+OAO6V9FWAiPj3MotbHQ6OxjsFGC+pH1kX1RJgtKR1yS6KZtWbl47S2s8COhbwGNEqauU++ZI8nW7tJqWf/UuopaY8xlESSeuT7f9FZdfSrCRtBvyMFdcAuoNsjGN214+yrrRyn7zVlo84GiwFxljS10mmAclzImJxqYU1oYh4FvCAbe20bJ98GdLl1N/xzjwi9iuhnJryEUeDSfot8CjQ/lmD44EPRsSR5VXVnHxWVW1JmgjsSNal8nafPPA3aO4++TJI2iU3+W7g08DyiDijpJJqxsHRYJIe6vj9Bp21WfckTSY7q+ry1PRZ4LiI8FlVq0DS2ErzI+J7jaqlVUmaEhEVP1HeDNxV1XivStorIm6H7IJ9wKsl19Ss2nxWVe04GGpL0ntyk32A4cB7SyqnphwcjXcqMDGNdQAsBEaVWE8zm++zqmqnlfvkS3I/K/bnctJXKpRWTQ25q6pB2s/dbp8E1k33XwbC/cfFdTirKoA78VlVq6yV++TL0OGCpgH8FbgkIl4rtbAacHA0SK7/eBuySzlMIguQw4DbIuKUsmoz60qr9MmXQdK1ZJ/TuiI1HQsMjIijun5Uc3BwNJikvwCfjoilabo/8OuIOLjcypqHpIsqzfdl1VdNF33yF/pzHKtG0sMR8cHu2pqRxzgabzPgjdz0G8DQckppWkcC3wIGko0RWW20bJ98SR6UtEdE3A0gaXeyD6k2PQdH411Odr2a68iepEew4jMdVp0lwK3A9cDHyi2lpWzHO/vkp5ZaUXPbHThB0rNpejOybwScRjau+YHySls97qoqgaSdgY+mydsi4sEy62k2kr4MfB7YkuxCcm/PIntCbllKYU2ulfvkyyBp80rzm/kkDgeHNS1Jl0TE58uuo1W0cp+81VafsgswW1UOjZp7UNIe7ROt1CdvteUjDjMDQNJ0stPFV+qTB/5Jk/fJW205OMwMaO0+eastB4eZmRXiMQ4zMyvEwWFmZoU4OMzMrBAHh1kXJH1X0tfquP4Bkr5Qr/Wb1YuDw6w8A8gu8WHWVBwcZjmSviXpSUn/Q/aZBiTtJOluSY9Iuk7SwNS+a2q7S9K/SXq0wnq3l3SvpIfSY4YB5wNbpbZ/k9RP0k2SHpA0TdKI3OO/LekJSZMlXdV+JCRpK0l/lnS/pL9Ken9dd5AZDg6zt6UvMhoJfIjsCry7plkTgW+kD8BNA9q/W+WXwKkR8WHgrW5WfyrZJcp3Irtc+VzgTODpiNgpIr4OvAYcERE7k1288f8pM5zsS5Xa6xqeW+844EsRsQvwNeDiVd4BZlXy1XHNVvgocF1EvAIg6Xqyb2ocEBFT0jITgF9LGgD0j4g7U/uVwCcrrPsu4FuSBgO/i4inJHVcRsAPJO1N9mntQcDGZFernRQRr6a6fp9+9gM+kuppX8e7Vuk3NyvAwWG2smo/EfuOV/2KK424UtI9wCeAGyWdAszssNhxQBuwS0S8KWkW2Ve4drWtPsCidBRj1jDuqjJb4TbgCElrp29mPIzsO+EXSmq/DP7xwJSIWAgszV0UcGSlFUvaEpgZEReRfY/IB4ClQP/cYusDL6bQ+BjQfgmQ24HDJL07HWV8AiAilgDPSDoqbUOSfCVbqzsfcZglEfGApGuAh4DZZF9kBDAK+E9J65AdJZyU2kcD/1/Sy2RfLLW4wuqPAT4r6U3gH8A5EbFA0h1pUP1PwAXA7yVNTTU8keq6L3WbPZzqmprb1nHAJZLOBtYErk7LmdV/QhPfAAAAfElEQVSNr1Vltook9YuIZen+mcAmEXF6PbeVwus2YExEPFCPbZl1x0ccZqvuE5LOInsezQZOrOO2xknajmzMY4JDw8rkIw6zGpJ0EFmXU94zEXFEGfWY1YODw8zMCvFZVWZmVoiDw8zMCnFwmJlZIQ4OMzMrxMFhZmaF/C/Jty9mavPjTwAAAABJRU5ErkJggg==
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<p>While puppo was the most liked dog stage, floofer was the most retweeted dog stage</p>

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<p><strong>4. The relationship between favourite_count and retweet_count</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">twitter_archive_master</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;favorite_count&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;retweet_count&#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">title</span> <span class="o">=</span> <span class="s1">&#39;relationship between favourite_count and retweet_count&#39;</span><span class="p">);</span>
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<p>From the above graph, it is observed that favourite count is directly proportional to retweet count</p>

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<p><strong>5. The most common source of tweets</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">most_common_source</span> <span class="o">=</span> <span class="n">twitter_archive_master</span><span class="p">[</span><span class="s1">&#39;source&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()[</span><span class="mi">0</span><span class="p">:</span><span class="mi">5</span><span class="p">]</span>
<span class="n">most_common_source</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;pie&#39;</span><span class="p">,</span> <span class="n">title</span><span class="o">=</span><span class="s1">&#39;Most common sources&#39;</span><span class="p">,</span> <span class="n">autopct</span><span class="o">=</span><span class="s1">&#39;</span><span class="si">%.1f%%</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">));</span>
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<p>The above pie-chart shows that 'Twitter for iPhone' was the most common source of tweets</p>

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<h3 id="Visualization">Visualization<a class="anchor-link" href="#Visualization">&#182;</a></h3>
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<p><strong>Visualizing the distribution of tweets over time</strong></p>

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<p>Ref: <a href="https://stackoverflow.com/questions/25146121/extracting-just-month-and-year-separately-from-pandas-datetime-column">https://stackoverflow.com/questions/25146121/extracting-just-month-and-year-separately-from-pandas-datetime-column</a></p>

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<div class="prompt input_prompt">In&nbsp;[63]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">twitter_archive_master</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="n">twitter_archive_master</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="p">,</span> <span class="n">twitter_archive_master</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="p">])</span><span class="o">.</span><span class="n">count</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;line&#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;Distribution of tweets over time&#39;</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">13</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;Time(Monthly Distribution)&#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;Tweets&#39;</span><span class="p">);</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[64]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">twitter_archive_master</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="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>12    434
1     243
3     189
2     186
7     146
6     140
5     104
4     103
11     77
10     72
9      68
8      64
Name: timestamp, dtype: int64</pre>
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<p>This shows that most  tweets were tweeted in December followed by November and January</p>

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