wrangle_data.html

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

<title>wrangle_act</title>

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<style type="text/css">
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/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
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/*! 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 */
    </style>
<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 */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.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 */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.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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<style type="text/css">
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<h1 id="Data-Wrangling">Data Wrangling<a class="anchor-link" href="#Data-Wrangling">&#182;</a></h1><h2 id="Part-1:-Gathering,-Assessing,-and-Cleaning">Part 1: Gathering, Assessing, and Cleaning<a class="anchor-link" href="#Part-1:-Gathering,-Assessing,-and-Cleaning">&#182;</a></h2>
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<h2 id="Step-1:-Gather">Step 1: Gather<a class="anchor-link" href="#Step-1:-Gather">&#182;</a></h2>
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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">requests</span>
<span class="kn">import</span> <span class="nn">tweepy</span>
<span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">json</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="o">%</span><span class="k">matplotlib</span> inline

<span class="n">pd</span><span class="o">.</span><span class="n">set_option</span><span class="p">(</span><span class="s1">&#39;display.max_colwidth&#39;</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span> <span class="c1"># Displays the full text in a column instead of truncating it</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">archive</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;twitter-archive-enhanced.csv&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="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">r</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="s1">&#39;image_predictions.tsv&#39;</span><span class="p">,</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">r</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">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.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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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">consumer_key</span> <span class="o">=</span> <span class="s1">&#39;YOUR_CONSUMER_KEY_HERE&#39;</span>
<span class="n">consumer_secret</span> <span class="o">=</span> <span class="s1">&#39;YOUR_CONSUMER_SECRET_HERE&#39;</span>
<span class="n">access_token</span> <span class="o">=</span> <span class="s1">&#39;YOUR_ACCESS_TOKEN_HERE&#39;</span>
<span class="n">access_secret</span> <span class="o">=</span> <span class="s1">&#39;YOUR_ACCESS_SECRET_HERE&#39;</span>

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

<span class="n">api</span> <span class="o">=</span> <span class="n">tweepy</span><span class="o">.</span><span class="n">API</span><span class="p">(</span><span class="n">auth</span><span class="p">,</span> <span class="n">wait_on_rate_limit</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">wait_on_rate_limit_notify</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#with open(&#39;tweet_json.txt&#39;, &#39;w&#39;) as file:</span>
<span class="c1">#    for tweet in archive.tweet_id:</span>
<span class="c1">#        try:</span>
<span class="c1">#            jsonstuff = api.get_status(tweet, tweet_mode=&#39;extended&#39;)._json</span>
<span class="c1">#            json.dump(jsonstuff, file)</span>
<span class="c1">#            file.write(&#39;\n&#39;)</span>
<span class="c1">#            print(tweet)</span>
<span class="c1">#        except tweepy.TweepError as err:</span>
<span class="c1">#            print(err.api_code)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">wanted_keys</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">,</span> <span class="s1">&#39;favorite_count&#39;</span><span class="p">,</span> <span class="s1">&#39;favorited&#39;</span><span class="p">,</span> <span class="s1">&#39;is_quote_status&#39;</span><span class="p">,</span> <span class="s1">&#39;retweet_count&#39;</span><span class="p">,</span> <span class="s1">&#39;retweeted&#39;</span><span class="p">]</span>
<span class="n">tweet_json_list</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s1">&#39;tweet_json.txt&#39;</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">file</span><span class="p">:</span>
    <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">file</span><span class="p">:</span>
        <span class="n">json_line</span> <span class="o">=</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="n">selected_keys</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span><span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">json_line</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">wanted_keys</span><span class="p">}</span>
        <span class="n">tweet_json_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">selected_keys</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">extended</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">tweet_json_list</span><span class="p">)</span>
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<h2 id="Step-2:-Assess">Step 2: Assess<a class="anchor-link" href="#Step-2:-Assess">&#182;</a></h2>
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<h3 id="2.1:-Visual-assessment">2.1: Visual assessment<a class="anchor-link" href="#2.1:-Visual-assessment">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">archive</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<style>
    .dataframe thead tr:only-child th {
        text-align: right;
    }

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

    .dataframe tbody tr th {
        vertical-align: top;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>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" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Phineas. He's a mystical boy. Only ever appears in the hole of a donut. 13/10 https://t.co/MgUWQ76dJU</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/892420643555336193/photo/1</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" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Tilly. She's just checking pup on you. Hopes you're doing ok. If not, she's available for pats, snugs, boops, the whole bit. 13/10 https://t.co/0Xxu71qeIV</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/892177421306343426/photo/1</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" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Archie. He is a rare Norwegian Pouncing Corgo. Lives in the tall grass. You never know when one may strike. 12/10 https://t.co/wUnZnhtVJB</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/891815181378084864/photo/1</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" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Darla. She commenced a snooze mid meal. 13/10 happens to the best of us https://t.co/tD36da7qLQ</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/891689557279858688/photo/1</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" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Franklin. He would like you to stop calling him "cute." He is a very fierce shark and should be respected as such. 12/10 #BarkWeek https://t.co/AtUZn91f7f</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/891327558926688256/photo/1,https://twitter.com/dog_rates/status/891327558926688256/photo/1</td>
      <td>12</td>
      <td>10</td>
      <td>Franklin</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
  </tbody>
</table>
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<h4 id="Issues-spotted:">Issues spotted:<a class="anchor-link" href="#Issues-spotted:">&#182;</a></h4><h5 id="Dirtiness:">Dirtiness:<a class="anchor-link" href="#Dirtiness:">&#182;</a></h5><ul>
<li>many NaN values in columns: in_reply_to_status_id, in_reply_to_user_id, retweeted_status_id, retweeted_status_user_id, retweeted_status_timestamp</li>
</ul>
<h5 id="Messiness:">Messiness:<a class="anchor-link" href="#Messiness:">&#182;</a></h5><ul>
<li>doggo/floofer/pupper/puppo: four columns for one variable</li>
</ul>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">archive</span><span class="o">.</span><span class="n">tail</span><span class="p">()</span>
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        text-align: right;
    }

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    }

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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>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" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Here we have a 1949 1st generation vulpix. Enjoys sweat tea and Fox News. Cannot be phased. 5/10 https://t.co/4B7cOc1EDq</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666049248165822465/photo/1</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" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is a purebred Piers Morgan. Loves to Netflix and chill. Always looks like he forgot to unplug the iron. 6/10 https://t.co/DWnyCjf2mx</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666044226329800704/photo/1</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" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Here is a very happy pup. Big fan of well-maintained decks. Just look at that tongue. 9/10 would cuddle af https://t.co/y671yMhoiR</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666033412701032449/photo/1</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" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is a western brown Mitsubishi terrier. Upset about leaf. Actually 2 dogs here. 7/10 would walk the shit out of https://t.co/r7mOb2m0UI</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666029285002620928/photo/1</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" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Here we have a Japanese Irish Setter. Lost eye in Vietnam (?). Big fan of relaxing on stair. 8/10 would pet https://t.co/BLDqew2Ijj</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666020888022790149/photo/1</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>
</div>
</div>

</div>

</div>
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<h4 id="Issues-spotted:">Issues spotted:<a class="anchor-link" href="#Issues-spotted:">&#182;</a></h4><h5 id="Dirtiness:">Dirtiness:<a class="anchor-link" href="#Dirtiness:">&#182;</a></h5><ul>
<li>Single lowercase letter ('a') in the name column instead of None.</li>
</ul>

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<div class="prompt input_prompt">In&nbsp;[11]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">predictions</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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<div>
<style>
    .dataframe thead tr:only-child th {
        text-align: right;
    }

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

    .dataframe tbody tr th {
        vertical-align: top;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>jpg_url</th>
      <th>img_num</th>
      <th>p1</th>
      <th>p1_conf</th>
      <th>p1_dog</th>
      <th>p2</th>
      <th>p2_conf</th>
      <th>p2_dog</th>
      <th>p3</th>
      <th>p3_conf</th>
      <th>p3_dog</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>666020888022790149</td>
      <td>https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg</td>
      <td>1</td>
      <td>Welsh_springer_spaniel</td>
      <td>0.465074</td>
      <td>True</td>
      <td>collie</td>
      <td>0.156665</td>
      <td>True</td>
      <td>Shetland_sheepdog</td>
      <td>0.061428</td>
      <td>True</td>
    </tr>
    <tr>
      <th>1</th>
      <td>666029285002620928</td>
      <td>https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg</td>
      <td>1</td>
      <td>redbone</td>
      <td>0.506826</td>
      <td>True</td>
      <td>miniature_pinscher</td>
      <td>0.074192</td>
      <td>True</td>
      <td>Rhodesian_ridgeback</td>
      <td>0.072010</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2</th>
      <td>666033412701032449</td>
      <td>https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg</td>
      <td>1</td>
      <td>German_shepherd</td>
      <td>0.596461</td>
      <td>True</td>
      <td>malinois</td>
      <td>0.138584</td>
      <td>True</td>
      <td>bloodhound</td>
      <td>0.116197</td>
      <td>True</td>
    </tr>
    <tr>
      <th>3</th>
      <td>666044226329800704</td>
      <td>https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg</td>
      <td>1</td>
      <td>Rhodesian_ridgeback</td>
      <td>0.408143</td>
      <td>True</td>
      <td>redbone</td>
      <td>0.360687</td>
      <td>True</td>
      <td>miniature_pinscher</td>
      <td>0.222752</td>
      <td>True</td>
    </tr>
    <tr>
      <th>4</th>
      <td>666049248165822465</td>
      <td>https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg</td>
      <td>1</td>
      <td>miniature_pinscher</td>
      <td>0.560311</td>
      <td>True</td>
      <td>Rottweiler</td>
      <td>0.243682</td>
      <td>True</td>
      <td>Doberman</td>
      <td>0.154629</td>
      <td>True</td>
    </tr>
  </tbody>
</table>
</div>
</div>

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<h4 id="Issues-spotted:">Issues spotted:<a class="anchor-link" href="#Issues-spotted:">&#182;</a></h4><h5 id="Dirtiness:">Dirtiness:<a class="anchor-link" href="#Dirtiness:">&#182;</a></h5><ul>
<li>inconsistent cases (some breed names uppercase, some lowercase)</li>
</ul>

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<div class="prompt input_prompt">In&nbsp;[12]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">predictions</span><span class="o">.</span><span class="n">tail</span><span class="p">()</span>
</pre></div>

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<style>
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        text-align: right;
    }

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

    .dataframe tbody tr th {
        vertical-align: top;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>jpg_url</th>
      <th>img_num</th>
      <th>p1</th>
      <th>p1_conf</th>
      <th>p1_dog</th>
      <th>p2</th>
      <th>p2_conf</th>
      <th>p2_dog</th>
      <th>p3</th>
      <th>p3_conf</th>
      <th>p3_dog</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>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>
</div>
</div>

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<div class="prompt input_prompt">In&nbsp;[13]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">extended</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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        text-align: left;
    }

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        vertical-align: top;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>favorite_count</th>
      <th>favorited</th>
      <th>id</th>
      <th>is_quote_status</th>
      <th>retweet_count</th>
      <th>retweeted</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>38145</td>
      <td>False</td>
      <td>892420643555336193</td>
      <td>False</td>
      <td>8346</td>
      <td>False</td>
    </tr>
    <tr>
      <th>1</th>
      <td>32716</td>
      <td>False</td>
      <td>892177421306343426</td>
      <td>False</td>
      <td>6168</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2</th>
      <td>24632</td>
      <td>False</td>
      <td>891815181378084864</td>
      <td>False</td>
      <td>4082</td>
      <td>False</td>
    </tr>
    <tr>
      <th>3</th>
      <td>41490</td>
      <td>False</td>
      <td>891689557279858688</td>
      <td>False</td>
      <td>8488</td>
      <td>False</td>
    </tr>
    <tr>
      <th>4</th>
      <td>39655</td>
      <td>False</td>
      <td>891327558926688256</td>
      <td>False</td>
      <td>9181</td>
      <td>False</td>
    </tr>
  </tbody>
</table>
</div>
</div>

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<div class="prompt input_prompt">In&nbsp;[14]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">extended</span><span class="o">.</span><span class="n">tail</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>favorite_count</th>
      <th>favorited</th>
      <th>id</th>
      <th>is_quote_status</th>
      <th>retweet_count</th>
      <th>retweeted</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>2337</th>
      <td>108</td>
      <td>False</td>
      <td>666049248165822465</td>
      <td>False</td>
      <td>41</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2338</th>
      <td>295</td>
      <td>False</td>
      <td>666044226329800704</td>
      <td>False</td>
      <td>139</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2339</th>
      <td>124</td>
      <td>False</td>
      <td>666033412701032449</td>
      <td>False</td>
      <td>43</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2340</th>
      <td>128</td>
      <td>False</td>
      <td>666029285002620928</td>
      <td>False</td>
      <td>47</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2341</th>
      <td>2535</td>
      <td>False</td>
      <td>666020888022790149</td>
      <td>False</td>
      <td>507</td>
      <td>False</td>
    </tr>
  </tbody>
</table>
</div>
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<h3 id="2.2:-Programmatic-assessment">2.2: Programmatic assessment<a class="anchor-link" href="#2.2:-Programmatic-assessment">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">archive</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 2356 entries, 0 to 2355
Data columns (total 17 columns):
tweet_id                      2356 non-null int64
in_reply_to_status_id         78 non-null float64
in_reply_to_user_id           78 non-null float64
timestamp                     2356 non-null object
source                        2356 non-null object
text                          2356 non-null object
retweeted_status_id           181 non-null float64
retweeted_status_user_id      181 non-null float64
retweeted_status_timestamp    181 non-null object
expanded_urls                 2297 non-null object
rating_numerator              2356 non-null int64
rating_denominator            2356 non-null int64
name                          2356 non-null object
doggo                         2356 non-null object
floofer                       2356 non-null object
pupper                        2356 non-null object
puppo                         2356 non-null object
dtypes: float64(4), int64(3), object(10)
memory usage: 313.0+ KB
</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">archive</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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        text-align: right;
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        text-align: left;
    }

    .dataframe tbody tr th {
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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>retweeted_status_id</th>
      <th>retweeted_status_user_id</th>
      <th>rating_numerator</th>
      <th>rating_denominator</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>2.356000e+03</td>
      <td>7.800000e+01</td>
      <td>7.800000e+01</td>
      <td>1.810000e+02</td>
      <td>1.810000e+02</td>
      <td>2356.000000</td>
      <td>2356.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>7.427716e+17</td>
      <td>7.455079e+17</td>
      <td>2.014171e+16</td>
      <td>7.720400e+17</td>
      <td>1.241698e+16</td>
      <td>13.126486</td>
      <td>10.455433</td>
    </tr>
    <tr>
      <th>std</th>
      <td>6.856705e+16</td>
      <td>7.582492e+16</td>
      <td>1.252797e+17</td>
      <td>6.236928e+16</td>
      <td>9.599254e+16</td>
      <td>45.876648</td>
      <td>6.745237</td>
    </tr>
    <tr>
      <th>min</th>
      <td>6.660209e+17</td>
      <td>6.658147e+17</td>
      <td>1.185634e+07</td>
      <td>6.661041e+17</td>
      <td>7.832140e+05</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>6.783989e+17</td>
      <td>6.757419e+17</td>
      <td>3.086374e+08</td>
      <td>7.186315e+17</td>
      <td>4.196984e+09</td>
      <td>10.000000</td>
      <td>10.000000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>7.196279e+17</td>
      <td>7.038708e+17</td>
      <td>4.196984e+09</td>
      <td>7.804657e+17</td>
      <td>4.196984e+09</td>
      <td>11.000000</td>
      <td>10.000000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>7.993373e+17</td>
      <td>8.257804e+17</td>
      <td>4.196984e+09</td>
      <td>8.203146e+17</td>
      <td>4.196984e+09</td>
      <td>12.000000</td>
      <td>10.000000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>8.924206e+17</td>
      <td>8.862664e+17</td>
      <td>8.405479e+17</td>
      <td>8.874740e+17</td>
      <td>7.874618e+17</td>
      <td>1776.000000</td>
      <td>170.000000</td>
    </tr>
  </tbody>
</table>
</div>
</div>

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<h4 id="Issues-spotted:">Issues spotted:<a class="anchor-link" href="#Issues-spotted:">&#182;</a></h4><h5 id="Dirtiness:">Dirtiness:<a class="anchor-link" href="#Dirtiness:">&#182;</a></h5><ul>
<li><p>Many many null values in previously-mentioned columns; some nulls in expanded_urls</p>
</li>
<li><p>Invalid data types: timestamp &amp; retweeted_status_timestamp</p>
</li>
<li><p>Invalid data: the project brief specified only original tweets, so the 78 replies and 181 retweets (and any others) are invalid for this project.</p>
</li>
<li><p>0 values in rating_numerator and rating_denominator</p>
</li>
</ul>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">predictions</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 2075 entries, 0 to 2074
Data columns (total 12 columns):
tweet_id    2075 non-null int64
jpg_url     2075 non-null object
img_num     2075 non-null int64
p1          2075 non-null object
p1_conf     2075 non-null float64
p1_dog      2075 non-null bool
p2          2075 non-null object
p2_conf     2075 non-null float64
p2_dog      2075 non-null bool
p3          2075 non-null object
p3_conf     2075 non-null float64
p3_dog      2075 non-null bool
dtypes: bool(3), float64(3), int64(2), object(4)
memory usage: 152.1+ KB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">predictions</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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    }

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        text-align: left;
    }

    .dataframe tbody tr th {
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>img_num</th>
      <th>p1_conf</th>
      <th>p2_conf</th>
      <th>p3_conf</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>2.075000e+03</td>
      <td>2075.000000</td>
      <td>2075.000000</td>
      <td>2.075000e+03</td>
      <td>2.075000e+03</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>7.384514e+17</td>
      <td>1.203855</td>
      <td>0.594548</td>
      <td>1.345886e-01</td>
      <td>6.032417e-02</td>
    </tr>
    <tr>
      <th>std</th>
      <td>6.785203e+16</td>
      <td>0.561875</td>
      <td>0.271174</td>
      <td>1.006657e-01</td>
      <td>5.090593e-02</td>
    </tr>
    <tr>
      <th>min</th>
      <td>6.660209e+17</td>
      <td>1.000000</td>
      <td>0.044333</td>
      <td>1.011300e-08</td>
      <td>1.740170e-10</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>6.764835e+17</td>
      <td>1.000000</td>
      <td>0.364412</td>
      <td>5.388625e-02</td>
      <td>1.622240e-02</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>7.119988e+17</td>
      <td>1.000000</td>
      <td>0.588230</td>
      <td>1.181810e-01</td>
      <td>4.944380e-02</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>7.932034e+17</td>
      <td>1.000000</td>
      <td>0.843855</td>
      <td>1.955655e-01</td>
      <td>9.180755e-02</td>
    </tr>
    <tr>
      <th>max</th>
      <td>8.924206e+17</td>
      <td>4.000000</td>
      <td>1.000000</td>
      <td>4.880140e-01</td>
      <td>2.734190e-01</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">extended</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: 2342 entries, 0 to 2341
Data columns (total 6 columns):
favorite_count     2342 non-null int64
favorited          2342 non-null bool
id                 2342 non-null int64
is_quote_status    2342 non-null bool
retweet_count      2342 non-null int64
retweeted          2342 non-null bool
dtypes: bool(3), int64(3)
memory usage: 61.8 KB
</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">extended</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>favorite_count</th>
      <th>id</th>
      <th>retweet_count</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>2342.000000</td>
      <td>2.342000e+03</td>
      <td>2342.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>7984.561913</td>
      <td>7.422212e+17</td>
      <td>2943.631939</td>
    </tr>
    <tr>
      <th>std</th>
      <td>12359.878226</td>
      <td>6.832408e+16</td>
      <td>4950.322617</td>
    </tr>
    <tr>
      <th>min</th>
      <td>0.000000</td>
      <td>6.660209e+17</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>1378.250000</td>
      <td>6.783509e+17</td>
      <td>591.500000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>3473.500000</td>
      <td>7.186224e+17</td>
      <td>1374.500000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>9781.250000</td>
      <td>7.986971e+17</td>
      <td>3432.250000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>164669.000000</td>
      <td>8.924206e+17</td>
      <td>83898.000000</td>
    </tr>
  </tbody>
</table>
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<h4 id="Issues-spotted:">Issues spotted:<a class="anchor-link" href="#Issues-spotted:">&#182;</a></h4><h5 id="Dirtiness:">Dirtiness:<a class="anchor-link" href="#Dirtiness:">&#182;</a></h5><ul>
<li>0 values in favorite_count and retweet_count seem unlikely</li>
</ul>
<h5 id="Messiness:">Messiness:<a class="anchor-link" href="#Messiness:">&#182;</a></h5><ul>
<li>This information should be joined with the archive information</li>
</ul>
<p>I want to pick out a few more variables/areas that I think might have issues...:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">archive</span><span class="o">.</span><span class="n">name</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>None            745
a               55 
Charlie         12 
Cooper          11 
Lucy            11 
Oliver          11 
Lola            10 
Tucker          10 
Penny           10 
Bo              9  
Winston         9  
Sadie           8  
the             8  
Buddy           7  
Toby            7  
an              7  
Bailey          7  
Daisy           7  
Leo             6  
Oscar           6  
Stanley         6  
Milo            6  
Scout           6  
Jax             6  
Bella           6  
Koda            6  
Dave            6  
Rusty           6  
Jack            6  
Oakley          5  
               ..  
Stefan          1  
all             1  
Shnuggles       1  
Huck            1  
Nugget          1  
Storkson        1  
Major           1  
Doobert         1  
Laika           1  
Angel           1  
Ralf            1  
Stella          1  
Dook            1  
Jazzy           1  
Kaiya           1  
Lance           1  
Leonidas        1  
Tedrick         1  
Mike            1  
Hector          1  
Stuart          1  
Billy           1  
Norman          1  
Emanuel         1  
Alexanderson    1  
Kallie          1  
such            1  
Bookstore       1  
Raphael         1  
Mairi           1  
Name: name, Length: 957, dtype: int64</pre>
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<h4 id="Issues-spotted:">Issues spotted:<a class="anchor-link" href="#Issues-spotted:">&#182;</a></h4><h5 id="Dirtiness:">Dirtiness:<a class="anchor-link" href="#Dirtiness:">&#182;</a></h5><ul>
<li>Several names look invalid, including 'a', 'the', 'very,' 'an,' and 'unacceptable.'</li>
</ul>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">archive</span><span class="p">[</span><span class="n">archive</span><span class="p">[</span><span class="s1">&#39;rating_denominator&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">10</span><span class="p">]</span>
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<div>
<style>
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    }

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        text-align: left;
    }

    .dataframe tbody tr th {
        vertical-align: top;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>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>313</th>
      <td>835246439529840640</td>
      <td>8.352460e+17</td>
      <td>2.625958e+07</td>
      <td>2017-02-24 21:54:03 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>@jonnysun @Lin_Manuel ok jomny I know you're excited but 960/00 isn't a valid rating, 13/10 is tho</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>960</td>
      <td>0</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>342</th>
      <td>832088576586297345</td>
      <td>8.320875e+17</td>
      <td>3.058208e+07</td>
      <td>2017-02-16 04:45:50 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>@docmisterio account started on 11/15/15</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>11</td>
      <td>15</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>433</th>
      <td>820690176645140481</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-01-15 17:52:40 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>The floofs have been released I repeat the floofs have been released. 84/70 https://t.co/NIYC820tmd</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/820690176645140481/photo/1,https://twitter.com/dog_rates/status/820690176645140481/photo/1,https://twitter.com/dog_rates/status/820690176645140481/photo/1</td>
      <td>84</td>
      <td>70</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>516</th>
      <td>810984652412424192</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2016-12-19 23:06:23 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Meet Sam. She smiles 24/7 &amp;amp; secretly aspires to be a reindeer. \nKeep Sam smiling by clicking and sharing this link:\nhttps://t.co/98tB8y7y7t https://t.co/LouL5vdvxx</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://www.gofundme.com/sams-smile,https://twitter.com/dog_rates/status/810984652412424192/photo/1</td>
      <td>24</td>
      <td>7</td>
      <td>Sam</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>784</th>
      <td>775096608509886464</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2016-09-11 22:20:06 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>RT @dog_rates: After so many requests, this is Bretagne. She was the last surviving 9/11 search dog, and our second ever 14/10. RIP https:/…</td>
      <td>7.403732e+17</td>
      <td>4.196984e+09</td>
      <td>2016-06-08 02:41:38 +0000</td>
      <td>https://twitter.com/dog_rates/status/740373189193256964/photo/1,https://twitter.com/dog_rates/status/740373189193256964/photo/1,https://twitter.com/dog_rates/status/740373189193256964/photo/1,https://twitter.com/dog_rates/status/740373189193256964/photo/1</td>
      <td>9</td>
      <td>11</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>902</th>
      <td>758467244762497024</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2016-07-28 01:00:57 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Why does this never happen at my front door... 165/150 https://t.co/HmwrdfEfUE</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/758467244762497024/video/1</td>
      <td>165</td>
      <td>150</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1068</th>
      <td>740373189193256964</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2016-06-08 02:41:38 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>After so many requests, this is Bretagne. She was the last surviving 9/11 search dog, and our second ever 14/10. RIP https://t.co/XAVDNDaVgQ</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/740373189193256964/photo/1,https://twitter.com/dog_rates/status/740373189193256964/photo/1,https://twitter.com/dog_rates/status/740373189193256964/photo/1,https://twitter.com/dog_rates/status/740373189193256964/photo/1</td>
      <td>9</td>
      <td>11</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1120</th>
      <td>731156023742988288</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2016-05-13 16:15:54 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Say hello to this unbelievably well behaved squad of doggos. 204/170 would try to pet all at once https://t.co/yGQI3He3xv</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/731156023742988288/photo/1</td>
      <td>204</td>
      <td>170</td>
      <td>this</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1165</th>
      <td>722974582966214656</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2016-04-21 02:25:47 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Happy 4/20 from the squad! 13/10 for all https://t.co/eV1diwds8a</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/722974582966214656/photo/1</td>
      <td>4</td>
      <td>20</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1202</th>
      <td>716439118184652801</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2016-04-03 01:36:11 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Bluebert. He just saw that both #FinalFur match ups are split 50/50. Amazed af. 11/10 https://t.co/Kky1DPG4iq</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/716439118184652801/photo/1</td>
      <td>50</td>
      <td>50</td>
      <td>Bluebert</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1228</th>
      <td>713900603437621249</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2016-03-27 01:29:02 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Happy Saturday here's 9 puppers on a bench. 99/90 good work everybody https://t.co/mpvaVxKmc1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/713900603437621249/photo/1</td>
      <td>99</td>
      <td>90</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1254</th>
      <td>710658690886586372</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2016-03-18 02:46:49 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Here's a brigade of puppers. All look very prepared for whatever happens next. 80/80 https://t.co/0eb7R1Om12</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/710658690886586372/photo/1</td>
      <td>80</td>
      <td>80</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1274</th>
      <td>709198395643068416</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2016-03-14 02:04:08 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>From left to right:\nCletus, Jerome, Alejandro, Burp, &amp;amp; Titson\nNone know where camera is. 45/50 would hug all at once https://t.co/sedre1ivTK</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/709198395643068416/photo/1</td>
      <td>45</td>
      <td>50</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1351</th>
      <td>704054845121142784</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2016-02-28 21:25:30 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Here is a whole flock of puppers.  60/50 I'll take the lot https://t.co/9dpcw6MdWa</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/704054845121142784/photo/1</td>
      <td>60</td>
      <td>50</td>
      <td>a</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1433</th>
      <td>697463031882764288</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2016-02-10 16:51:59 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Happy Wednesday here's a bucket of pups. 44/40 would pet all at once https://t.co/HppvrYuamZ</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/697463031882764288/photo/1</td>
      <td>44</td>
      <td>40</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1598</th>
      <td>686035780142297088</td>
      <td>6.860340e+17</td>
      <td>4.196984e+09</td>
      <td>2016-01-10 04:04:10 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Yes I do realize a rating of 4/20 would've been fitting. However, it would be unjust to give these cooperative pups that low of a rating</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>4</td>
      <td>20</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1634</th>
      <td>684225744407494656</td>
      <td>6.842229e+17</td>
      <td>4.196984e+09</td>
      <td>2016-01-05 04:11:44 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Two sneaky puppers were not initially seen, moving the rating to 143/130. Please forgive us. Thank you https://t.co/kRK51Y5ac3</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/684225744407494656/photo/1,https://twitter.com/dog_rates/status/684225744407494656/photo/1</td>
      <td>143</td>
      <td>130</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1635</th>
      <td>684222868335505415</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2016-01-05 04:00:18 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Someone help the girl is being mugged. Several are distracting her while two steal her shoes. Clever puppers 121/110 https://t.co/1zfnTJLt55</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/684222868335505415/photo/1</td>
      <td>121</td>
      <td>110</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1662</th>
      <td>682962037429899265</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2016-01-01 16:30:13 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Darrel. He just robbed a 7/11 and is in a high speed police chase. Was just spotted by the helicopter 10/10 https://t.co/7EsP8LmSp5</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/682962037429899265/photo/1</td>
      <td>7</td>
      <td>11</td>
      <td>Darrel</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1663</th>
      <td>682808988178739200</td>
      <td>6.827884e+17</td>
      <td>4.196984e+09</td>
      <td>2016-01-01 06:22:03 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>I'm aware that I could've said 20/16, but here at WeRateDogs we are very professional. An inconsistent rating scale is simply irresponsible</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>20</td>
      <td>16</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1779</th>
      <td>677716515794329600</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-12-18 05:06:23 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>IT'S PUPPERGEDDON. Total of 144/120 ...I think https://t.co/ZanVtAtvIq</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/677716515794329600/photo/1</td>
      <td>144</td>
      <td>120</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1843</th>
      <td>675853064436391936</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-12-13 01:41:41 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Here we have an entire platoon of puppers. Total score: 88/80 would pet all at once https://t.co/y93p6FLvVw</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/675853064436391936/photo/1,https://twitter.com/dog_rates/status/675853064436391936/photo/1</td>
      <td>88</td>
      <td>80</td>
      <td>None</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" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is an Albanian 3 1/2 legged  Episcopalian. Loves well-polished hardwood flooring. Penis on the collar. 9/10 https://t.co/d9NcXFKwLv</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666287406224695296/photo/1</td>
      <td>1</td>
      <td>2</td>
      <td>an</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
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<h4 id="Issues-spotted:">Issues spotted:<a class="anchor-link" href="#Issues-spotted:">&#182;</a></h4><h5 id="Dirtiness:">Dirtiness:<a class="anchor-link" href="#Dirtiness:">&#182;</a></h5><ul>
<li>Several mistakes in denominators and their associated numerators (9/11, 4/20, etc.). The script appears to have pulled the wrong fraction from the tweet in those cases. Five of these are in original tweets: row 1068, 1165, 1202, 1662, 2335. I think they have to be fixed manually this time.</li>
</ul>

</div>
</div>
</div>
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<div class="inner_cell">
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">predictions</span><span class="p">[</span><span class="n">predictions</span><span class="p">[</span><span class="s1">&#39;jpg_url&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">duplicated</span><span class="p">()]</span>
<span class="n">predictions</span><span class="p">[</span><span class="n">predictions</span><span class="p">[</span><span class="s1">&#39;jpg_url&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;https://pbs.twimg.com/media/DA7iHL5U0AA1OQo.jpg&#39;</span><span class="p">]</span>
</pre></div>

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

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

    .dataframe tbody tr th {
        vertical-align: top;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>jpg_url</th>
      <th>img_num</th>
      <th>p1</th>
      <th>p1_conf</th>
      <th>p1_dog</th>
      <th>p2</th>
      <th>p2_conf</th>
      <th>p2_dog</th>
      <th>p3</th>
      <th>p3_conf</th>
      <th>p3_dog</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>1970</th>
      <td>868880397819494401</td>
      <td>https://pbs.twimg.com/media/DA7iHL5U0AA1OQo.jpg</td>
      <td>1</td>
      <td>laptop</td>
      <td>0.153718</td>
      <td>False</td>
      <td>French_bulldog</td>
      <td>0.099984</td>
      <td>True</td>
      <td>printer</td>
      <td>0.07713</td>
      <td>False</td>
    </tr>
    <tr>
      <th>1992</th>
      <td>873697596434513921</td>
      <td>https://pbs.twimg.com/media/DA7iHL5U0AA1OQo.jpg</td>
      <td>1</td>
      <td>laptop</td>
      <td>0.153718</td>
      <td>False</td>
      <td>French_bulldog</td>
      <td>0.099984</td>
      <td>True</td>
      <td>printer</td>
      <td>0.07713</td>
      <td>False</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h4 id="Issues-spotted:">Issues spotted:<a class="anchor-link" href="#Issues-spotted:">&#182;</a></h4><h5 id="Dirtiness:">Dirtiness:<a class="anchor-link" href="#Dirtiness:">&#182;</a></h5><ul>
<li>Duplicated jpg urls/predictions with different tweet ids</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[24]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">extended</span><span class="p">[</span><span class="n">extended</span><span class="p">[</span><span class="s1">&#39;favorite_count&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">]</span>
</pre></div>

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

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

    .dataframe tbody tr th {
        vertical-align: top;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>favorite_count</th>
      <th>favorited</th>
      <th>id</th>
      <th>is_quote_status</th>
      <th>retweet_count</th>
      <th>retweeted</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>31</th>
      <td>0</td>
      <td>False</td>
      <td>886054160059072513</td>
      <td>True</td>
      <td>105</td>
      <td>False</td>
    </tr>
    <tr>
      <th>35</th>
      <td>0</td>
      <td>False</td>
      <td>885311592912609280</td>
      <td>False</td>
      <td>18237</td>
      <td>False</td>
    </tr>
    <tr>
      <th>67</th>
      <td>0</td>
      <td>False</td>
      <td>879130579576475649</td>
      <td>False</td>
      <td>6721</td>
      <td>False</td>
    </tr>
    <tr>
      <th>72</th>
      <td>0</td>
      <td>False</td>
      <td>878404777348136964</td>
      <td>False</td>
      <td>1270</td>
      <td>False</td>
    </tr>
    <tr>
      <th>73</th>
      <td>0</td>
      <td>False</td>
      <td>878316110768087041</td>
      <td>False</td>
      <td>6558</td>
      <td>False</td>
    </tr>
    <tr>
      <th>77</th>
      <td>0</td>
      <td>False</td>
      <td>877611172832227328</td>
      <td>False</td>
      <td>80</td>
      <td>False</td>
    </tr>
    <tr>
      <th>90</th>
      <td>0</td>
      <td>False</td>
      <td>874434818259525634</td>
      <td>False</td>
      <td>14574</td>
      <td>False</td>
    </tr>
    <tr>
      <th>95</th>
      <td>0</td>
      <td>False</td>
      <td>873337748698140672</td>
      <td>False</td>
      <td>1572</td>
      <td>False</td>
    </tr>
    <tr>
      <th>106</th>
      <td>0</td>
      <td>False</td>
      <td>871166179821445120</td>
      <td>False</td>
      <td>5678</td>
      <td>False</td>
    </tr>
    <tr>
      <th>120</th>
      <td>0</td>
      <td>False</td>
      <td>868639477480148993</td>
      <td>False</td>
      <td>2103</td>
      <td>False</td>
    </tr>
    <tr>
      <th>126</th>
      <td>0</td>
      <td>False</td>
      <td>867072653475098625</td>
      <td>False</td>
      <td>121</td>
      <td>False</td>
    </tr>
    <tr>
      <th>132</th>
      <td>0</td>
      <td>False</td>
      <td>866094527597207552</td>
      <td>False</td>
      <td>8448</td>
      <td>False</td>
    </tr>
    <tr>
      <th>141</th>
      <td>0</td>
      <td>False</td>
      <td>863471782782697472</td>
      <td>False</td>
      <td>2486</td>
      <td>False</td>
    </tr>
    <tr>
      <th>153</th>
      <td>0</td>
      <td>False</td>
      <td>860981674716409858</td>
      <td>False</td>
      <td>2195</td>
      <td>False</td>
    </tr>
    <tr>
      <th>154</th>
      <td>0</td>
      <td>False</td>
      <td>860924035999428608</td>
      <td>False</td>
      <td>838</td>
      <td>False</td>
    </tr>
    <tr>
      <th>159</th>
      <td>0</td>
      <td>False</td>
      <td>860177593139703809</td>
      <td>False</td>
      <td>31506</td>
      <td>False</td>
    </tr>
    <tr>
      <th>165</th>
      <td>0</td>
      <td>False</td>
      <td>858860390427611136</td>
      <td>False</td>
      <td>8343</td>
      <td>False</td>
    </tr>
    <tr>
      <th>174</th>
      <td>0</td>
      <td>False</td>
      <td>857062103051644929</td>
      <td>False</td>
      <td>177</td>
      <td>False</td>
    </tr>
    <tr>
      <th>176</th>
      <td>0</td>
      <td>False</td>
      <td>856602993587888130</td>
      <td>False</td>
      <td>11011</td>
      <td>False</td>
    </tr>
    <tr>
      <th>179</th>
      <td>0</td>
      <td>False</td>
      <td>856330835276025856</td>
      <td>False</td>
      <td>700</td>
      <td>False</td>
    </tr>
    <tr>
      <th>188</th>
      <td>0</td>
      <td>False</td>
      <td>855245323840757760</td>
      <td>False</td>
      <td>6198</td>
      <td>False</td>
    </tr>
    <tr>
      <th>189</th>
      <td>0</td>
      <td>False</td>
      <td>855138241867124737</td>
      <td>False</td>
      <td>47</td>
      <td>False</td>
    </tr>
    <tr>
      <th>198</th>
      <td>0</td>
      <td>False</td>
      <td>852936405516943360</td>
      <td>False</td>
      <td>2104</td>
      <td>False</td>
    </tr>
    <tr>
      <th>205</th>
      <td>0</td>
      <td>False</td>
      <td>851953902622658560</td>
      <td>False</td>
      <td>10112</td>
      <td>False</td>
    </tr>
    <tr>
      <th>206</th>
      <td>0</td>
      <td>False</td>
      <td>851861385021730816</td>
      <td>False</td>
      <td>23</td>
      <td>False</td>
    </tr>
    <tr>
      <th>216</th>
      <td>0</td>
      <td>False</td>
      <td>849668094696017920</td>
      <td>False</td>
      <td>5235</td>
      <td>False</td>
    </tr>
    <tr>
      <th>224</th>
      <td>0</td>
      <td>False</td>
      <td>847978865427394560</td>
      <td>False</td>
      <td>3448</td>
      <td>False</td>
    </tr>
    <tr>
      <th>225</th>
      <td>0</td>
      <td>False</td>
      <td>847971574464610304</td>
      <td>False</td>
      <td>452</td>
      <td>False</td>
    </tr>
    <tr>
      <th>243</th>
      <td>0</td>
      <td>False</td>
      <td>845098359547420673</td>
      <td>False</td>
      <td>8151</td>
      <td>False</td>
    </tr>
    <tr>
      <th>258</th>
      <td>0</td>
      <td>False</td>
      <td>841833993020538882</td>
      <td>False</td>
      <td>16400</td>
      <td>False</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>762</th>
      <td>0</td>
      <td>False</td>
      <td>776249906839351296</td>
      <td>False</td>
      <td>10005</td>
      <td>False</td>
    </tr>
    <tr>
      <th>767</th>
      <td>0</td>
      <td>False</td>
      <td>775898661951791106</td>
      <td>False</td>
      <td>17949</td>
      <td>False</td>
    </tr>
    <tr>
      <th>782</th>
      <td>0</td>
      <td>False</td>
      <td>773336787167145985</td>
      <td>False</td>
      <td>5556</td>
      <td>False</td>
    </tr>
    <tr>
      <th>788</th>
      <td>0</td>
      <td>False</td>
      <td>772615324260794368</td>
      <td>False</td>
      <td>3680</td>
      <td>False</td>
    </tr>
    <tr>
      <th>799</th>
      <td>0</td>
      <td>False</td>
      <td>771171053431250945</td>
      <td>False</td>
      <td>8242</td>
      <td>False</td>
    </tr>
    <tr>
      <th>803</th>
      <td>0</td>
      <td>False</td>
      <td>771004394259247104</td>
      <td>False</td>
      <td>240</td>
      <td>False</td>
    </tr>
    <tr>
      <th>809</th>
      <td>0</td>
      <td>False</td>
      <td>770093767776997377</td>
      <td>False</td>
      <td>3308</td>
      <td>False</td>
    </tr>
    <tr>
      <th>813</th>
      <td>0</td>
      <td>False</td>
      <td>769335591808995329</td>
      <td>False</td>
      <td>8371</td>
      <td>False</td>
    </tr>
    <tr>
      <th>816</th>
      <td>0</td>
      <td>False</td>
      <td>768909767477751808</td>
      <td>False</td>
      <td>2941</td>
      <td>False</td>
    </tr>
    <tr>
      <th>820</th>
      <td>0</td>
      <td>False</td>
      <td>768554158521745409</td>
      <td>False</td>
      <td>6337</td>
      <td>False</td>
    </tr>
    <tr>
      <th>828</th>
      <td>0</td>
      <td>False</td>
      <td>766864461642756096</td>
      <td>False</td>
      <td>6149</td>
      <td>False</td>
    </tr>
    <tr>
      <th>834</th>
      <td>0</td>
      <td>False</td>
      <td>766078092750233600</td>
      <td>False</td>
      <td>2827</td>
      <td>False</td>
    </tr>
    <tr>
      <th>847</th>
      <td>0</td>
      <td>False</td>
      <td>763167063695355904</td>
      <td>False</td>
      <td>3277</td>
      <td>False</td>
    </tr>
    <tr>
      <th>855</th>
      <td>0</td>
      <td>False</td>
      <td>761750502866649088</td>
      <td>False</td>
      <td>4275</td>
      <td>False</td>
    </tr>
    <tr>
      <th>859</th>
      <td>0</td>
      <td>False</td>
      <td>761371037149827077</td>
      <td>False</td>
      <td>19485</td>
      <td>False</td>
    </tr>
    <tr>
      <th>872</th>
      <td>0</td>
      <td>False</td>
      <td>760153949710192640</td>
      <td>False</td>
      <td>34</td>
      <td>False</td>
    </tr>
    <tr>
      <th>877</th>
      <td>0</td>
      <td>False</td>
      <td>759566828574212096</td>
      <td>False</td>
      <td>22897</td>
      <td>False</td>
    </tr>
    <tr>
      <th>882</th>
      <td>0</td>
      <td>False</td>
      <td>759159934323924993</td>
      <td>False</td>
      <td>1262</td>
      <td>False</td>
    </tr>
    <tr>
      <th>895</th>
      <td>0</td>
      <td>False</td>
      <td>757729163776290825</td>
      <td>False</td>
      <td>8779</td>
      <td>False</td>
    </tr>
    <tr>
      <th>898</th>
      <td>0</td>
      <td>False</td>
      <td>757597904299253760</td>
      <td>False</td>
      <td>315</td>
      <td>False</td>
    </tr>
    <tr>
      <th>913</th>
      <td>0</td>
      <td>False</td>
      <td>754874841593970688</td>
      <td>False</td>
      <td>8673</td>
      <td>False</td>
    </tr>
    <tr>
      <th>923</th>
      <td>0</td>
      <td>False</td>
      <td>753298634498793472</td>
      <td>False</td>
      <td>6242</td>
      <td>False</td>
    </tr>
    <tr>
      <th>929</th>
      <td>0</td>
      <td>False</td>
      <td>752701944171524096</td>
      <td>False</td>
      <td>3119</td>
      <td>False</td>
    </tr>
    <tr>
      <th>935</th>
      <td>0</td>
      <td>False</td>
      <td>752309394570878976</td>
      <td>False</td>
      <td>18041</td>
      <td>False</td>
    </tr>
    <tr>
      <th>998</th>
      <td>0</td>
      <td>False</td>
      <td>747242308580548608</td>
      <td>False</td>
      <td>3098</td>
      <td>False</td>
    </tr>
    <tr>
      <th>1009</th>
      <td>0</td>
      <td>False</td>
      <td>746521445350707200</td>
      <td>False</td>
      <td>1057</td>
      <td>False</td>
    </tr>
    <tr>
      <th>1029</th>
      <td>0</td>
      <td>False</td>
      <td>743835915802583040</td>
      <td>False</td>
      <td>2237</td>
      <td>False</td>
    </tr>
    <tr>
      <th>1228</th>
      <td>0</td>
      <td>False</td>
      <td>711998809858043904</td>
      <td>False</td>
      <td>134</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2245</th>
      <td>0</td>
      <td>False</td>
      <td>667550904950915073</td>
      <td>False</td>
      <td>35</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2246</th>
      <td>0</td>
      <td>False</td>
      <td>667550882905632768</td>
      <td>False</td>
      <td>33</td>
      <td>False</td>
    </tr>
  </tbody>
</table>
<p>168 rows × 6 columns</p>
</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">extended</span><span class="p">[</span><span class="n">extended</span><span class="p">[</span><span class="s1">&#39;retweet_count&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">]</span>
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<style>
    .dataframe thead tr:only-child th {
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<table border="1" class="dataframe">
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      <th></th>
      <th>favorite_count</th>
      <th>favorited</th>
      <th>id</th>
      <th>is_quote_status</th>
      <th>retweet_count</th>
      <th>retweeted</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>283</th>
      <td>149</td>
      <td>False</td>
      <td>838085839343206401</td>
      <td>False</td>
      <td>0</td>
      <td>False</td>
    </tr>
  </tbody>
</table>
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<h4 id="Issues-spotted:">Issues spotted:<a class="anchor-link" href="#Issues-spotted:">&#182;</a></h4><h5 id="Dirtiness:">Dirtiness:<a class="anchor-link" href="#Dirtiness:">&#182;</a></h5><ul>
<li>Not sure what to make of these 0 values for favorite and retweet count. They seem unlikely, but the other info appears valid.</li>
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<h2 id="Issues-Summary:">Issues Summary:<a class="anchor-link" href="#Issues-Summary:">&#182;</a></h2><h3 id="Quality-(Dirty-Data):">Quality (Dirty Data):<a class="anchor-link" href="#Quality-(Dirty-Data):">&#182;</a></h3><h4 id="Tweet-archive:">Tweet archive:<a class="anchor-link" href="#Tweet-archive:">&#182;</a></h4><ul>
<li>many NaN values in columns: in_reply_to_status_id, in_reply_to_user_id, retweeted_status_id, retweeted_status_user_id, retweeted_status_timestamp, expanded_urls</li>
<li>Invalid data types: timestamp, retweeted_status_timestamp</li>
<li>Invalid data in retweets/replies, according to the project brief</li>
<li>0 values in rating_numerator and rating_denominator</li>
<li>Several names look invalid, including 'a', 'the', 'very,' 'an,' and 'unacceptable.'</li>
<li>Five tweets pulled the wrong fraction as their rating (4/20, 7/11, etc.)</li>
</ul>
<h4 id="Predictions:">Predictions:<a class="anchor-link" href="#Predictions:">&#182;</a></h4><ul>
<li>Inconsistent cases (some breed names uppercase, some lowercase)</li>
<li>Duplicated jpg urls/predictions with different tweet ids</li>
</ul>
<h4 id="Extended-tweet-info-(from-the-API):">Extended tweet info (from the API):<a class="anchor-link" href="#Extended-tweet-info-(from-the-API):">&#182;</a></h4><ul>
<li>0 values in favorite_count and retweet_count seem unlikely</li>
</ul>
<h3 id="Tidiness-(Messy-Data):">Tidiness (Messy Data):<a class="anchor-link" href="#Tidiness-(Messy-Data):">&#182;</a></h3><h4 id="Tweet-archive:">Tweet archive:<a class="anchor-link" href="#Tweet-archive:">&#182;</a></h4><ul>
<li>doggo/floofer/pupper/puppo: four columns for one variable</li>
<li>Contains info about dogs and info about tweets in one table</li>
</ul>
<h4 id="Extended-tweet-info:">Extended tweet info:<a class="anchor-link" href="#Extended-tweet-info:">&#182;</a></h4><ul>
<li>This information does not need to be in its own table</li>
</ul>

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<h2 id="Step-3:-Clean">Step 3: Clean<a class="anchor-link" href="#Step-3:-Clean">&#182;</a></h2>
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<ul>
<li>Merge archive and extended tables to fill in some missing values (this will also address tidiness issue #3)</li>
<li>Correct invalid data types: timestamp and retweeted_status_timestamp to datetime</li>
<li>Several rating and name mistakes appear to be retweets or replies: delete retweets/replies and reassess (can delete retweet/reply-relevant columns after this)</li>
<li><del>Fill in 0 values in favorite_count and retweet_count</del> (Spoiler alert: this gets taken care of by deleting retweets/replies)</li>
<li>Fix 0 value rating numerators/denominators</li>
<li>Manually fix five invalid ratings </li>
<li>Go through invalid names and change to correct name, if one exists, or None</li>
<li>Change inconsistent cases in predictions to all lowercase</li>
<li>Append extended_urls from archive to predictions and reassess duplicates</li>
<li>Create new table to separate dog info from tweet info</li>
<li>Melt doggo/floofer/pupper/puppo columns.</li>
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<h4 id="Define:">Define:<a class="anchor-link" href="#Define:">&#182;</a></h4><ul>
<li>Merge archive and extended tables to fill in some missing values (this will also address tidiness issue #3)</li>
</ul>
<h4 id="Code:">Code:<a class="anchor-link" href="#Code:">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">archive_clean</span> <span class="o">=</span> <span class="n">archive</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">predictions_clean</span> <span class="o">=</span> <span class="n">predictions</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">extended_clean</span> <span class="o">=</span> <span class="n">extended</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">full_archive</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">archive_clean</span><span class="p">,</span> <span class="n">extended_clean</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">left_on</span><span class="o">=</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">,</span> <span class="n">right_on</span><span class="o">=</span><span class="s1">&#39;id&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;id&#39;</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</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="n">full_archive</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>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>...</th>
      <th>name</th>
      <th>doggo</th>
      <th>floofer</th>
      <th>pupper</th>
      <th>puppo</th>
      <th>favorite_count</th>
      <th>favorited</th>
      <th>is_quote_status</th>
      <th>retweet_count</th>
      <th>retweeted</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" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Phineas. He's a mystical boy. Only ever appears in the hole of a donut. 13/10 https://t.co/MgUWQ76dJU</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/892420643555336193/photo/1</td>
      <td>...</td>
      <td>Phineas</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>38145.0</td>
      <td>False</td>
      <td>False</td>
      <td>8346.0</td>
      <td>False</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" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Tilly. She's just checking pup on you. Hopes you're doing ok. If not, she's available for pats, snugs, boops, the whole bit. 13/10 https://t.co/0Xxu71qeIV</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/892177421306343426/photo/1</td>
      <td>...</td>
      <td>Tilly</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>32716.0</td>
      <td>False</td>
      <td>False</td>
      <td>6168.0</td>
      <td>False</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" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Archie. He is a rare Norwegian Pouncing Corgo. Lives in the tall grass. You never know when one may strike. 12/10 https://t.co/wUnZnhtVJB</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/891815181378084864/photo/1</td>
      <td>...</td>
      <td>Archie</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>24632.0</td>
      <td>False</td>
      <td>False</td>
      <td>4082.0</td>
      <td>False</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" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Darla. She commenced a snooze mid meal. 13/10 happens to the best of us https://t.co/tD36da7qLQ</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/891689557279858688/photo/1</td>
      <td>...</td>
      <td>Darla</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>41490.0</td>
      <td>False</td>
      <td>False</td>
      <td>8488.0</td>
      <td>False</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" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Franklin. He would like you to stop calling him "cute." He is a very fierce shark and should be respected as such. 12/10 #BarkWeek https://t.co/AtUZn91f7f</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/891327558926688256/photo/1,https://twitter.com/dog_rates/status/891327558926688256/photo/1</td>
      <td>...</td>
      <td>Franklin</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>39655.0</td>
      <td>False</td>
      <td>False</td>
      <td>9181.0</td>
      <td>False</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 22 columns</p>
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<h4 id="Define:">Define:<a class="anchor-link" href="#Define:">&#182;</a></h4><ul>
<li>Correct invalid data types: timestamp and retweeted_status_timestamp to datetime</li>
<li>Merge appears to have also turned ints into floats and bools to str, turn to int and bool respectively</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">full_archive</span><span class="o">.</span><span class="n">timestamp</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">full_archive</span><span class="o">.</span><span class="n">timestamp</span><span class="p">,</span> <span class="n">errors</span><span class="o">=</span><span class="s1">&#39;coerce&#39;</span><span class="p">,</span> <span class="n">infer_datetime_format</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">full_archive</span><span class="o">.</span><span class="n">retweeted_status_timestamp</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">full_archive</span><span class="o">.</span><span class="n">retweeted_status_timestamp</span><span class="p">,</span> <span class="n">errors</span><span class="o">=</span><span class="s1">&#39;coerce&#39;</span><span class="p">,</span> <span class="n">infer_datetime_format</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">full_archive</span><span class="o">.</span><span class="n">favorite_count</span> <span class="o">=</span> <span class="n">full_archive</span><span class="o">.</span><span class="n">favorite_count</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
<span class="n">full_archive</span><span class="o">.</span><span class="n">retweet_count</span> <span class="o">=</span> <span class="n">full_archive</span><span class="o">.</span><span class="n">retweet_count</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
<span class="n">full_archive</span><span class="o">.</span><span class="n">favorited</span> <span class="o">=</span> <span class="n">full_archive</span><span class="o">.</span><span class="n">favorited</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">bool</span><span class="p">)</span>
<span class="n">full_archive</span><span class="o">.</span><span class="n">retweeted</span> <span class="o">=</span> <span class="n">full_archive</span><span class="o">.</span><span class="n">retweeted</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">bool</span><span class="p">)</span>
<span class="n">full_archive</span><span class="o">.</span><span class="n">is_quote_status</span> <span class="o">=</span> <span class="n">full_archive</span><span class="o">.</span><span class="n">is_quote_status</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">bool</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="n">full_archive</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 2356 entries, 0 to 2355
Data columns (total 22 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 datetime64[ns]
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 datetime64[ns]
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
favorite_count                2356 non-null int64
favorited                     2356 non-null bool
is_quote_status               2356 non-null bool
retweet_count                 2356 non-null int64
retweeted                     2356 non-null bool
dtypes: bool(3), datetime64[ns](2), float64(4), int64(5), object(8)
memory usage: 375.0+ KB
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<h4 id="Define:">Define:<a class="anchor-link" href="#Define:">&#182;</a></h4><ul>
<li>Several rating and name mistakes appear to be retweets or replies: delete retweets/replies and reassess (can delete retweet/reply-relevant columns after this)</li>
</ul>
<h4 id="Code:">Code:<a class="anchor-link" href="#Code:">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">full_archive</span> <span class="o">=</span> <span class="n">full_archive</span><span class="p">[</span><span class="n">full_archive</span><span class="p">[</span><span class="s1">&#39;in_reply_to_status_id&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isnull</span><span class="p">()]</span>
<span class="n">full_archive</span> <span class="o">=</span> <span class="n">full_archive</span><span class="p">[</span><span class="n">full_archive</span><span class="p">[</span><span class="s1">&#39;retweeted&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="kc">False</span><span class="p">]</span>
<span class="n">full_archive</span> <span class="o">=</span> <span class="n">full_archive</span><span class="p">[</span><span class="n">full_archive</span><span class="p">[</span><span class="s1">&#39;is_quote_status&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="kc">False</span><span class="p">]</span>
<span class="n">full_archive</span> <span class="o">=</span> <span class="n">full_archive</span><span class="p">[</span><span class="n">full_archive</span><span class="p">[</span><span class="s1">&#39;favorited&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="kc">False</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">full_archive</span> <span class="o">=</span> <span class="n">full_archive</span><span class="p">[</span><span class="n">full_archive</span><span class="p">[</span><span class="s1">&#39;retweeted_status_id&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isnull</span><span class="p">()]</span> <span class="c1"># &#39;Retweeted&#39; missed a few</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="n">full_archive</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 2067 entries, 0 to 2355
Data columns (total 22 columns):
tweet_id                      2067 non-null int64
in_reply_to_status_id         0 non-null float64
in_reply_to_user_id           0 non-null float64
timestamp                     2067 non-null datetime64[ns]
source                        2067 non-null object
text                          2067 non-null object
retweeted_status_id           0 non-null float64
retweeted_status_user_id      0 non-null float64
retweeted_status_timestamp    0 non-null datetime64[ns]
expanded_urls                 2064 non-null object
rating_numerator              2067 non-null int64
rating_denominator            2067 non-null int64
name                          2067 non-null object
doggo                         2067 non-null object
floofer                       2067 non-null object
pupper                        2067 non-null object
puppo                         2067 non-null object
favorite_count                2067 non-null int64
favorited                     2067 non-null bool
is_quote_status               2067 non-null bool
retweet_count                 2067 non-null int64
retweeted                     2067 non-null bool
dtypes: bool(3), datetime64[ns](2), float64(4), int64(5), object(8)
memory usage: 329.0+ KB
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<h4 id="Define:">Define:<a class="anchor-link" href="#Define:">&#182;</a></h4><ul>
<li>Irrelevant columns (relating to retweets/replies) can now be dropped.</li>
</ul>
<h4 id="Code:">Code:<a class="anchor-link" href="#Code:">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">full_archive</span> <span class="o">=</span> <span class="n">full_archive</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="s1">&#39;favorited&#39;</span><span class="p">,</span>
                                            <span class="s1">&#39;is_quote_status&#39;</span><span class="p">,</span> <span class="s1">&#39;retweeted&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</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="n">full_archive</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 2067 entries, 0 to 2355
Data columns (total 14 columns):
tweet_id              2067 non-null int64
timestamp             2067 non-null datetime64[ns]
source                2067 non-null object
text                  2067 non-null object
expanded_urls         2064 non-null object
rating_numerator      2067 non-null int64
rating_denominator    2067 non-null int64
name                  2067 non-null object
doggo                 2067 non-null object
floofer               2067 non-null object
pupper                2067 non-null object
puppo                 2067 non-null object
favorite_count        2067 non-null int64
retweet_count         2067 non-null int64
dtypes: datetime64[ns](1), int64(5), object(8)
memory usage: 242.2+ KB
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<h4 id="Define:">Define:<a class="anchor-link" href="#Define:">&#182;</a></h4><ul>
<li>Fill in 0 values in favorite_count and retweet_count</li>
</ul>
<h4 id="Code/Test:">Code/Test:<a class="anchor-link" href="#Code/Test:">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">full_archive</span><span class="p">[</span><span class="n">full_archive</span><span class="p">[</span><span class="s1">&#39;favorite_count&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">]</span>
<span class="n">full_archive</span><span class="p">[</span><span class="n">full_archive</span><span class="p">[</span><span class="s1">&#39;retweet_count&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">]</span> <span class="c1"># It turns out these were taken care of by deleting retweets/replies!</span>
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<div>
<style>
    .dataframe thead tr:only-child th {
        text-align: right;
    }

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

    .dataframe tbody tr th {
        vertical-align: top;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>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>
      <th>favorite_count</th>
      <th>retweet_count</th>
    </tr>
  </thead>
  <tbody>
  </tbody>
</table>
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<h4 id="Define:">Define:<a class="anchor-link" href="#Define:">&#182;</a></h4><ul>
<li>Fill in 0s in rating numerators and denominators</li>
</ul>
<h4 id="Code:">Code:<a class="anchor-link" href="#Code:">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">full_archive</span><span class="p">[</span><span class="n">full_archive</span><span class="p">[</span><span class="s1">&#39;rating_denominator&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">]</span> <span class="c1"># This must have also been taken care of by the replies/retweets purge.</span>
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<style>
    .dataframe thead tr:only-child th {
        text-align: right;
    }

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        text-align: left;
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>timestamp</th>
      <th>source</th>
      <th>text</th>
      <th>expanded_urls</th>
      <th>rating_numerator</th>
      <th>rating_denominator</th>
      <th>name</th>
      <th>doggo</th>
      <th>floofer</th>
      <th>pupper</th>
      <th>puppo</th>
      <th>favorite_count</th>
      <th>retweet_count</th>
    </tr>
  </thead>
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  </tbody>
</table>
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<div class="prompt input_prompt">In&nbsp;[39]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">full_archive</span><span class="p">[</span><span class="n">full_archive</span><span class="p">[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">]</span> <span class="c1"># This one turns out to be a joke and can be deleted as well.</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>timestamp</th>
      <th>source</th>
      <th>text</th>
      <th>expanded_urls</th>
      <th>rating_numerator</th>
      <th>rating_denominator</th>
      <th>name</th>
      <th>doggo</th>
      <th>floofer</th>
      <th>pupper</th>
      <th>puppo</th>
      <th>favorite_count</th>
      <th>retweet_count</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>315</th>
      <td>835152434251116546</td>
      <td>2017-02-24 15:40:31</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>When you're so blinded by your systematic plagiarism that you forget what day it is. 0/10 https://t.co/YbEJPkg4Ag</td>
      <td>https://twitter.com/dog_rates/status/835152434251116546/photo/1,https://twitter.com/dog_rates/status/835152434251116546/photo/1,https://twitter.com/dog_rates/status/835152434251116546/photo/1</td>
      <td>0</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>23644</td>
      <td>3253</td>
    </tr>
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</table>
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<div class="prompt input_prompt">In&nbsp;[40]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">full_archive</span> <span class="o">=</span> <span class="n">full_archive</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="mi">315</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
</pre></div>

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<h4 id="Test:">Test:<a class="anchor-link" href="#Test:">&#182;</a></h4>
</div>
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<div class="prompt input_prompt">In&nbsp;[41]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">full_archive</span><span class="p">[</span><span class="n">full_archive</span><span class="p">[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">]</span>
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>timestamp</th>
      <th>source</th>
      <th>text</th>
      <th>expanded_urls</th>
      <th>rating_numerator</th>
      <th>rating_denominator</th>
      <th>name</th>
      <th>doggo</th>
      <th>floofer</th>
      <th>pupper</th>
      <th>puppo</th>
      <th>favorite_count</th>
      <th>retweet_count</th>
    </tr>
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<h4 id="Define:">Define:<a class="anchor-link" href="#Define:">&#182;</a></h4><ul>
<li>Manually fix five invalid ratings in rows 1068, 1165, 1202, 1662, 2335.</li>
</ul>
<h4 id="Code:">Code:<a class="anchor-link" href="#Code:">&#182;</a></h4>
</div>
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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[42]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">full_archive</span><span class="p">[</span><span class="n">full_archive</span><span class="p">[</span><span class="s1">&#39;rating_denominator&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">10</span><span class="p">]</span>
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<style>
    .dataframe thead tr:only-child th {
        text-align: right;
    }

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

    .dataframe tbody tr th {
        vertical-align: top;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>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>
      <th>favorite_count</th>
      <th>retweet_count</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>433</th>
      <td>820690176645140481</td>
      <td>2017-01-15 17:52:40</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>The floofs have been released I repeat the floofs have been released. 84/70 https://t.co/NIYC820tmd</td>
      <td>https://twitter.com/dog_rates/status/820690176645140481/photo/1,https://twitter.com/dog_rates/status/820690176645140481/photo/1,https://twitter.com/dog_rates/status/820690176645140481/photo/1</td>
      <td>84</td>
      <td>70</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>12998</td>
      <td>3530</td>
    </tr>
    <tr>
      <th>516</th>
      <td>810984652412424192</td>
      <td>2016-12-19 23:06:23</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Meet Sam. She smiles 24/7 &amp;amp; secretly aspires to be a reindeer. \nKeep Sam smiling by clicking and sharing this link:\nhttps://t.co/98tB8y7y7t https://t.co/LouL5vdvxx</td>
      <td>https://www.gofundme.com/sams-smile,https://twitter.com/dog_rates/status/810984652412424192/photo/1</td>
      <td>24</td>
      <td>7</td>
      <td>Sam</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>5706</td>
      <td>1577</td>
    </tr>
    <tr>
      <th>902</th>
      <td>758467244762497024</td>
      <td>2016-07-28 01:00:57</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Why does this never happen at my front door... 165/150 https://t.co/HmwrdfEfUE</td>
      <td>https://twitter.com/dog_rates/status/758467244762497024/video/1</td>
      <td>165</td>
      <td>150</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>5097</td>
      <td>2417</td>
    </tr>
    <tr>
      <th>1068</th>
      <td>740373189193256964</td>
      <td>2016-06-08 02:41:38</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>After so many requests, this is Bretagne. She was the last surviving 9/11 search dog, and our second ever 14/10. RIP https://t.co/XAVDNDaVgQ</td>
      <td>https://twitter.com/dog_rates/status/740373189193256964/photo/1,https://twitter.com/dog_rates/status/740373189193256964/photo/1,https://twitter.com/dog_rates/status/740373189193256964/photo/1,https://twitter.com/dog_rates/status/740373189193256964/photo/1</td>
      <td>9</td>
      <td>11</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>36545</td>
      <td>14237</td>
    </tr>
    <tr>
      <th>1120</th>
      <td>731156023742988288</td>
      <td>2016-05-13 16:15:54</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Say hello to this unbelievably well behaved squad of doggos. 204/170 would try to pet all at once https://t.co/yGQI3He3xv</td>
      <td>https://twitter.com/dog_rates/status/731156023742988288/photo/1</td>
      <td>204</td>
      <td>170</td>
      <td>this</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>4018</td>
      <td>1357</td>
    </tr>
    <tr>
      <th>1165</th>
      <td>722974582966214656</td>
      <td>2016-04-21 02:25:47</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Happy 4/20 from the squad! 13/10 for all https://t.co/eV1diwds8a</td>
      <td>https://twitter.com/dog_rates/status/722974582966214656/photo/1</td>
      <td>4</td>
      <td>20</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>4300</td>
      <td>1674</td>
    </tr>
    <tr>
      <th>1202</th>
      <td>716439118184652801</td>
      <td>2016-04-03 01:36:11</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Bluebert. He just saw that both #FinalFur match ups are split 50/50. Amazed af. 11/10 https://t.co/Kky1DPG4iq</td>
      <td>https://twitter.com/dog_rates/status/716439118184652801/photo/1</td>
      <td>50</td>
      <td>50</td>
      <td>Bluebert</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>2474</td>
      <td>227</td>
    </tr>
    <tr>
      <th>1228</th>
      <td>713900603437621249</td>
      <td>2016-03-27 01:29:02</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Happy Saturday here's 9 puppers on a bench. 99/90 good work everybody https://t.co/mpvaVxKmc1</td>
      <td>https://twitter.com/dog_rates/status/713900603437621249/photo/1</td>
      <td>99</td>
      <td>90</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>2965</td>
      <td>790</td>
    </tr>
    <tr>
      <th>1254</th>
      <td>710658690886586372</td>
      <td>2016-03-18 02:46:49</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Here's a brigade of puppers. All look very prepared for whatever happens next. 80/80 https://t.co/0eb7R1Om12</td>
      <td>https://twitter.com/dog_rates/status/710658690886586372/photo/1</td>
      <td>80</td>
      <td>80</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>2423</td>
      <td>603</td>
    </tr>
    <tr>
      <th>1274</th>
      <td>709198395643068416</td>
      <td>2016-03-14 02:04:08</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>From left to right:\nCletus, Jerome, Alejandro, Burp, &amp;amp; Titson\nNone know where camera is. 45/50 would hug all at once https://t.co/sedre1ivTK</td>
      <td>https://twitter.com/dog_rates/status/709198395643068416/photo/1</td>
      <td>45</td>
      <td>50</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>2525</td>
      <td>684</td>
    </tr>
    <tr>
      <th>1351</th>
      <td>704054845121142784</td>
      <td>2016-02-28 21:25:30</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Here is a whole flock of puppers.  60/50 I'll take the lot https://t.co/9dpcw6MdWa</td>
      <td>https://twitter.com/dog_rates/status/704054845121142784/photo/1</td>
      <td>60</td>
      <td>50</td>
      <td>a</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>3062</td>
      <td>976</td>
    </tr>
    <tr>
      <th>1433</th>
      <td>697463031882764288</td>
      <td>2016-02-10 16:51:59</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Happy Wednesday here's a bucket of pups. 44/40 would pet all at once https://t.co/HppvrYuamZ</td>
      <td>https://twitter.com/dog_rates/status/697463031882764288/photo/1</td>
      <td>44</td>
      <td>40</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>3588</td>
      <td>1473</td>
    </tr>
    <tr>
      <th>1635</th>
      <td>684222868335505415</td>
      <td>2016-01-05 04:00:18</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Someone help the girl is being mugged. Several are distracting her while two steal her shoes. Clever puppers 121/110 https://t.co/1zfnTJLt55</td>
      <td>https://twitter.com/dog_rates/status/684222868335505415/photo/1</td>
      <td>121</td>
      <td>110</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>4048</td>
      <td>1476</td>
    </tr>
    <tr>
      <th>1662</th>
      <td>682962037429899265</td>
      <td>2016-01-01 16:30:13</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Darrel. He just robbed a 7/11 and is in a high speed police chase. Was just spotted by the helicopter 10/10 https://t.co/7EsP8LmSp5</td>
      <td>https://twitter.com/dog_rates/status/682962037429899265/photo/1</td>
      <td>7</td>
      <td>11</td>
      <td>Darrel</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>38882</td>
      <td>17907</td>
    </tr>
    <tr>
      <th>1779</th>
      <td>677716515794329600</td>
      <td>2015-12-18 05:06:23</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>IT'S PUPPERGEDDON. Total of 144/120 ...I think https://t.co/ZanVtAtvIq</td>
      <td>https://twitter.com/dog_rates/status/677716515794329600/photo/1</td>
      <td>144</td>
      <td>120</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>3181</td>
      <td>1029</td>
    </tr>
    <tr>
      <th>1843</th>
      <td>675853064436391936</td>
      <td>2015-12-13 01:41:41</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Here we have an entire platoon of puppers. Total score: 88/80 would pet all at once https://t.co/y93p6FLvVw</td>
      <td>https://twitter.com/dog_rates/status/675853064436391936/photo/1,https://twitter.com/dog_rates/status/675853064436391936/photo/1</td>
      <td>88</td>
      <td>80</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>2782</td>
      <td>1367</td>
    </tr>
    <tr>
      <th>2335</th>
      <td>666287406224695296</td>
      <td>2015-11-16 16:11:11</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is an Albanian 3 1/2 legged  Episcopalian. Loves well-polished hardwood flooring. Penis on the collar. 9/10 https://t.co/d9NcXFKwLv</td>
      <td>https://twitter.com/dog_rates/status/666287406224695296/photo/1</td>
      <td>1</td>
      <td>2</td>
      <td>an</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>145</td>
      <td>64</td>
    </tr>
  </tbody>
</table>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[43]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">full_archive</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="mi">1068</span><span class="p">,</span> <span class="p">[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">,</span> <span class="s1">&#39;rating_denominator&#39;</span><span class="p">]]</span> <span class="o">=</span> <span class="mi">14</span><span class="p">,</span> <span class="mi">10</span>
<span class="n">full_archive</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="mi">1165</span><span class="p">,</span> <span class="p">[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">,</span> <span class="s1">&#39;rating_denominator&#39;</span><span class="p">]]</span> <span class="o">=</span> <span class="mi">13</span><span class="p">,</span> <span class="mi">10</span>
<span class="n">full_archive</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="mi">1202</span><span class="p">,</span> <span class="p">[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">,</span> <span class="s1">&#39;rating_denominator&#39;</span><span class="p">]]</span> <span class="o">=</span> <span class="mi">11</span><span class="p">,</span> <span class="mi">10</span>
<span class="n">full_archive</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="mi">1662</span><span class="p">,</span> <span class="p">[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">,</span> <span class="s1">&#39;rating_denominator&#39;</span><span class="p">]]</span> <span class="o">=</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">10</span>
<span class="n">full_archive</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="mi">2335</span><span class="p">,</span> <span class="p">[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">,</span> <span class="s1">&#39;rating_denominator&#39;</span><span class="p">]]</span> <span class="o">=</span> <span class="mi">9</span><span class="p">,</span> <span class="mi">10</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="n">full_archive</span><span class="p">[</span><span class="n">full_archive</span><span class="p">[</span><span class="s1">&#39;rating_denominator&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">10</span><span class="p">]</span>
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    .dataframe thead tr:only-child th {
        text-align: right;
    }

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        text-align: left;
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    .dataframe tbody tr th {
        vertical-align: top;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>timestamp</th>
      <th>source</th>
      <th>text</th>
      <th>expanded_urls</th>
      <th>rating_numerator</th>
      <th>rating_denominator</th>
      <th>name</th>
      <th>doggo</th>
      <th>floofer</th>
      <th>pupper</th>
      <th>puppo</th>
      <th>favorite_count</th>
      <th>retweet_count</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>433</th>
      <td>820690176645140481</td>
      <td>2017-01-15 17:52:40</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>The floofs have been released I repeat the floofs have been released. 84/70 https://t.co/NIYC820tmd</td>
      <td>https://twitter.com/dog_rates/status/820690176645140481/photo/1,https://twitter.com/dog_rates/status/820690176645140481/photo/1,https://twitter.com/dog_rates/status/820690176645140481/photo/1</td>
      <td>84</td>
      <td>70</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>12998</td>
      <td>3530</td>
    </tr>
    <tr>
      <th>516</th>
      <td>810984652412424192</td>
      <td>2016-12-19 23:06:23</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Meet Sam. She smiles 24/7 &amp;amp; secretly aspires to be a reindeer. \nKeep Sam smiling by clicking and sharing this link:\nhttps://t.co/98tB8y7y7t https://t.co/LouL5vdvxx</td>
      <td>https://www.gofundme.com/sams-smile,https://twitter.com/dog_rates/status/810984652412424192/photo/1</td>
      <td>24</td>
      <td>7</td>
      <td>Sam</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>5706</td>
      <td>1577</td>
    </tr>
    <tr>
      <th>902</th>
      <td>758467244762497024</td>
      <td>2016-07-28 01:00:57</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Why does this never happen at my front door... 165/150 https://t.co/HmwrdfEfUE</td>
      <td>https://twitter.com/dog_rates/status/758467244762497024/video/1</td>
      <td>165</td>
      <td>150</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>5097</td>
      <td>2417</td>
    </tr>
    <tr>
      <th>1120</th>
      <td>731156023742988288</td>
      <td>2016-05-13 16:15:54</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Say hello to this unbelievably well behaved squad of doggos. 204/170 would try to pet all at once https://t.co/yGQI3He3xv</td>
      <td>https://twitter.com/dog_rates/status/731156023742988288/photo/1</td>
      <td>204</td>
      <td>170</td>
      <td>this</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>4018</td>
      <td>1357</td>
    </tr>
    <tr>
      <th>1228</th>
      <td>713900603437621249</td>
      <td>2016-03-27 01:29:02</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Happy Saturday here's 9 puppers on a bench. 99/90 good work everybody https://t.co/mpvaVxKmc1</td>
      <td>https://twitter.com/dog_rates/status/713900603437621249/photo/1</td>
      <td>99</td>
      <td>90</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>2965</td>
      <td>790</td>
    </tr>
    <tr>
      <th>1254</th>
      <td>710658690886586372</td>
      <td>2016-03-18 02:46:49</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Here's a brigade of puppers. All look very prepared for whatever happens next. 80/80 https://t.co/0eb7R1Om12</td>
      <td>https://twitter.com/dog_rates/status/710658690886586372/photo/1</td>
      <td>80</td>
      <td>80</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>2423</td>
      <td>603</td>
    </tr>
    <tr>
      <th>1274</th>
      <td>709198395643068416</td>
      <td>2016-03-14 02:04:08</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>From left to right:\nCletus, Jerome, Alejandro, Burp, &amp;amp; Titson\nNone know where camera is. 45/50 would hug all at once https://t.co/sedre1ivTK</td>
      <td>https://twitter.com/dog_rates/status/709198395643068416/photo/1</td>
      <td>45</td>
      <td>50</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>2525</td>
      <td>684</td>
    </tr>
    <tr>
      <th>1351</th>
      <td>704054845121142784</td>
      <td>2016-02-28 21:25:30</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Here is a whole flock of puppers.  60/50 I'll take the lot https://t.co/9dpcw6MdWa</td>
      <td>https://twitter.com/dog_rates/status/704054845121142784/photo/1</td>
      <td>60</td>
      <td>50</td>
      <td>a</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>3062</td>
      <td>976</td>
    </tr>
    <tr>
      <th>1433</th>
      <td>697463031882764288</td>
      <td>2016-02-10 16:51:59</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Happy Wednesday here's a bucket of pups. 44/40 would pet all at once https://t.co/HppvrYuamZ</td>
      <td>https://twitter.com/dog_rates/status/697463031882764288/photo/1</td>
      <td>44</td>
      <td>40</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>3588</td>
      <td>1473</td>
    </tr>
    <tr>
      <th>1635</th>
      <td>684222868335505415</td>
      <td>2016-01-05 04:00:18</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Someone help the girl is being mugged. Several are distracting her while two steal her shoes. Clever puppers 121/110 https://t.co/1zfnTJLt55</td>
      <td>https://twitter.com/dog_rates/status/684222868335505415/photo/1</td>
      <td>121</td>
      <td>110</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>4048</td>
      <td>1476</td>
    </tr>
    <tr>
      <th>1779</th>
      <td>677716515794329600</td>
      <td>2015-12-18 05:06:23</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>IT'S PUPPERGEDDON. Total of 144/120 ...I think https://t.co/ZanVtAtvIq</td>
      <td>https://twitter.com/dog_rates/status/677716515794329600/photo/1</td>
      <td>144</td>
      <td>120</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>3181</td>
      <td>1029</td>
    </tr>
    <tr>
      <th>1843</th>
      <td>675853064436391936</td>
      <td>2015-12-13 01:41:41</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Here we have an entire platoon of puppers. Total score: 88/80 would pet all at once https://t.co/y93p6FLvVw</td>
      <td>https://twitter.com/dog_rates/status/675853064436391936/photo/1,https://twitter.com/dog_rates/status/675853064436391936/photo/1</td>
      <td>88</td>
      <td>80</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>2782</td>
      <td>1367</td>
    </tr>
  </tbody>
</table>
</div>
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<h4 id="Define:">Define:<a class="anchor-link" href="#Define:">&#182;</a></h4><ul>
<li>Go through invalid names and change to correct name, if one exists, or None</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">name_replace</span><span class="p">(</span><span class="n">df</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;Takes a dataframe. Finds dogs with words (&#39;a&#39;, &#39;quite&#39;) as names, who are named in the text, </span>
<span class="sd">    and corrects the name field accordingly. Returns the corrected dataframe.&#39;&#39;&#39;</span>
    <span class="n">index</span> <span class="o">=</span> <span class="n">df</span><span class="p">[(</span><span class="n">df</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">islower</span><span class="p">())</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">df</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">contains</span><span class="p">(</span><span class="s1">&#39;named&#39;</span><span class="p">))]</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">values</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">index</span><span class="p">:</span>
        <span class="n">new_name</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;text&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;named &#39;</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</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="mi">0</span><span class="p">]</span>
        <span class="k">if</span> <span class="n">new_name</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.&#39;</span><span class="p">):</span>
            <span class="n">new_name</span> <span class="o">=</span> <span class="n">new_name</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
        <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;name&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">new_name</span>
    <span class="k">return</span> <span class="n">df</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">full_archive</span> <span class="o">=</span> <span class="n">name_replace</span><span class="p">(</span><span class="n">full_archive</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">full_archive</span><span class="p">[(</span><span class="n">full_archive</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">islower</span><span class="p">())</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">full_archive</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">contains</span><span class="p">(</span><span class="s1">&#39;name&#39;</span><span class="p">))]</span> <span class="c1"># Two orphan cases to fix manually; the rest can be changed to None.</span>
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<style>
    .dataframe thead tr:only-child th {
        text-align: right;
    }

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        text-align: left;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>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>
      <th>favorite_count</th>
      <th>retweet_count</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>852</th>
      <td>765395769549590528</td>
      <td>2016-08-16 03:52:26</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is my dog. Her name is Zoey. She knows I've been rating other dogs. She's not happy. 13/10 no bias at all https://t.co/ep1NkYoiwB</td>
      <td>https://twitter.com/dog_rates/status/765395769549590528/photo/1</td>
      <td>13</td>
      <td>10</td>
      <td>my</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>28069</td>
      <td>3687</td>
    </tr>
    <tr>
      <th>2287</th>
      <td>667177989038297088</td>
      <td>2015-11-19 03:10:02</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is a Dasani Kingfisher from Maine. His name is Daryl. Daryl doesn't like being swallowed by a panda. 8/10 https://t.co/jpaeu6LNmW</td>
      <td>https://twitter.com/dog_rates/status/667177989038297088/photo/1</td>
      <td>8</td>
      <td>10</td>
      <td>a</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>191</td>
      <td>55</td>
    </tr>
  </tbody>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">full_archive</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="mi">852</span><span class="p">,</span> <span class="s1">&#39;name&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;Zoey&#39;</span>
<span class="n">full_archive</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="mi">2287</span><span class="p">,</span> <span class="s1">&#39;name&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;Daryl&#39;</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">full_archive</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">full_archive</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">islower</span><span class="p">(),</span> <span class="s1">&#39;name&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</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="n">full_archive</span><span class="o">.</span><span class="n">name</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>None        574
Lucy        11 
Cooper      10 
Oliver      10 
Charlie     10 
Penny       9  
Tucker      9  
Winston     8  
Sadie       8  
Lola        8  
Daisy       7  
Toby        7  
Bo          6  
Bailey      6  
Koda        6  
Stanley     6  
Jax         6  
Bella       6  
Oscar       6  
Rusty       5  
Louis       5  
Chester     5  
Milo        5  
Scout       5  
Dave        5  
Buddy       5  
Bentley     5  
Leo         5  
Clarence    4  
Oakley      4  
           ..  
Tanner      1  
Jangle      1  
Cherokee    1  
Brutus      1  
Billy       1  
Mike        1  
Maks        1  
Laika       1  
Jeffrie     1  
Kramer      1  
Pavlov      1  
Rey         1  
Duddles     1  
Josep       1  
Siba        1  
Tebow       1  
Chuk        1  
Brandy      1  
Doobert     1  
Angel       1  
Ralf        1  
Stella      1  
Dook        1  
Jazzy       1  
Hemry       1  
Kaiya       1  
Lance       1  
Leonidas    1  
Tedrick     1  
Mairi       1  
Name: name, Length: 948, dtype: int64</pre>
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<h4 id="Define:">Define:<a class="anchor-link" href="#Define:">&#182;</a></h4><ul>
<li>Fix inconsistent cases in predictions to all lowercase</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">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">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">lower</span><span class="p">()</span>
<span class="n">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">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">lower</span><span class="p">()</span>
<span class="n">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">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">lower</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="n">predictions_clean</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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  <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>
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    <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>
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<h4 id="Define:">Define:<a class="anchor-link" href="#Define:">&#182;</a></h4><ul>
<li>Append extended_urls from archive to predictions and reassess duplicates</li>
</ul>
<h4 id="Code:">Code:<a class="anchor-link" href="#Code:">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">urls_only</span> <span class="o">=</span> <span class="n">full_archive</span><span class="p">[[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">,</span> <span class="s1">&#39;expanded_urls&#39;</span><span class="p">]]</span>
<span class="n">predictions_clean</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">predictions_clean</span><span class="p">,</span> <span class="n">urls_only</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">left_on</span><span class="o">=</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">,</span> <span class="n">right_on</span><span class="o">=</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">predictions_w_url</span> <span class="o">=</span> <span class="n">predictions_clean</span><span class="p">[</span><span class="n">predictions_clean</span><span class="p">[</span><span class="s1">&#39;expanded_urls&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">notnull</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="n">predictions_w_url</span><span class="p">[</span><span class="n">predictions_w_url</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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      <th></th>
      <th>tweet_id</th>
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      <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>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">predictions_w_url</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: 1969 entries, 0 to 2074
Data columns (total 13 columns):
tweet_id         1969 non-null int64
jpg_url          1969 non-null object
img_num          1969 non-null int64
p1               1969 non-null object
p1_conf          1969 non-null float64
p1_dog           1969 non-null bool
p2               1969 non-null object
p2_conf          1969 non-null float64
p2_dog           1969 non-null bool
p3               1969 non-null object
p3_conf          1969 non-null float64
p3_dog           1969 non-null bool
expanded_urls    1969 non-null object
dtypes: bool(3), float64(3), int64(2), object(5)
memory usage: 175.0+ KB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">predictions_clean</span><span class="p">[</span><span class="o">~</span><span class="n">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><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">25</span><span class="p">)</span> <span class="c1"># Trying to figure out what the non-duplicate pictures with NaN URLs are. A lot appear to not be from dogrates. </span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>jpg_url</th>
      <th>img_num</th>
      <th>p1</th>
      <th>p1_conf</th>
      <th>p1_dog</th>
      <th>p2</th>
      <th>p2_conf</th>
      <th>p2_dog</th>
      <th>p3</th>
      <th>p3_conf</th>
      <th>p3_dog</th>
      <th>expanded_urls</th>
    </tr>
  </thead>
  <tbody>
    <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>
      <td>https://twitter.com/dog_rates/status/666044226329800704/photo/1</td>
    </tr>
    <tr>
      <th>1819</th>
      <td>834209720923721728</td>
      <td>https://pbs.twimg.com/media/C5O1UAaWIAAMBMd.jpg</td>
      <td>1</td>
      <td>golden_retriever</td>
      <td>0.754799</td>
      <td>True</td>
      <td>pekinese</td>
      <td>0.197861</td>
      <td>True</td>
      <td>labrador_retriever</td>
      <td>0.008654</td>
      <td>True</td>
      <td>https://twitter.com/dog_rates/status/834209720923721728/photo/1,https://twitter.com/dog_rates/status/834209720923721728/photo/1</td>
    </tr>
    <tr>
      <th>1923</th>
      <td>857029823797047296</td>
      <td>https://pbs.twimg.com/media/C-TIEwMW0AEjb55.jpg</td>
      <td>2</td>
      <td>golden_retriever</td>
      <td>0.968623</td>
      <td>True</td>
      <td>labrador_retriever</td>
      <td>0.010325</td>
      <td>True</td>
      <td>saluki</td>
      <td>0.004148</td>
      <td>True</td>
      <td>https://twitter.com/dog_rates/status/857029823797047296/photo/1,https://twitter.com/dog_rates/status/857029823797047296/photo/1</td>
    </tr>
    <tr>
      <th>751</th>
      <td>688064179421470721</td>
      <td>https://pbs.twimg.com/media/CYx-tGaUoAAEXV8.jpg</td>
      <td>1</td>
      <td>eskimo_dog</td>
      <td>0.240602</td>
      <td>True</td>
      <td>norwegian_elkhound</td>
      <td>0.180369</td>
      <td>True</td>
      <td>siberian_husky</td>
      <td>0.090739</td>
      <td>True</td>
      <td>https://twitter.com/dog_rates/status/688064179421470721/photo/1</td>
    </tr>
    <tr>
      <th>1280</th>
      <td>750132105863102464</td>
      <td>https://pbs.twimg.com/media/CmkBKuwWgAAamOI.jpg</td>
      <td>1</td>
      <td>toy_poodle</td>
      <td>0.478018</td>
      <td>True</td>
      <td>miniature_poodle</td>
      <td>0.207458</td>
      <td>True</td>
      <td>croquet_ball</td>
      <td>0.085879</td>
      <td>False</td>
      <td>https://twitter.com/dog_rates/status/750132105863102464/photo/1</td>
    </tr>
    <tr>
      <th>256</th>
      <td>670764103623966721</td>
      <td>https://pbs.twimg.com/media/CU8IY0pWIAA2AJ-.jpg</td>
      <td>1</td>
      <td>norfolk_terrier</td>
      <td>0.172850</td>
      <td>True</td>
      <td>golden_retriever</td>
      <td>0.072702</td>
      <td>True</td>
      <td>television</td>
      <td>0.037494</td>
      <td>False</td>
      <td>https://twitter.com/dog_rates/status/670764103623966721/photo/1</td>
    </tr>
    <tr>
      <th>1506</th>
      <td>785533386513321988</td>
      <td>https://pbs.twimg.com/media/CubGchjXEAA6gpw.jpg</td>
      <td>2</td>
      <td>miniature_pinscher</td>
      <td>0.436023</td>
      <td>True</td>
      <td>black-and-tan_coonhound</td>
      <td>0.258049</td>
      <td>True</td>
      <td>rottweiler</td>
      <td>0.145231</td>
      <td>True</td>
      <td>https://twitter.com/dog_rates/status/785533386513321988/photo/1,https://twitter.com/dog_rates/status/785533386513321988/photo/1</td>
    </tr>
    <tr>
      <th>433</th>
      <td>674318007229923329</td>
      <td>https://pbs.twimg.com/media/CVuopr8WwAExw_T.jpg</td>
      <td>1</td>
      <td>porcupine</td>
      <td>0.846628</td>
      <td>False</td>
      <td>hamster</td>
      <td>0.038136</td>
      <td>False</td>
      <td>echidna</td>
      <td>0.014680</td>
      <td>False</td>
      <td>https://twitter.com/dog_rates/status/674318007229923329/photo/1</td>
    </tr>
    <tr>
      <th>1705</th>
      <td>817423860136083457</td>
      <td>https://pbs.twimg.com/ext_tw_video_thumb/817423809049493505/pu/img/5OFW0yueFu9oTUiQ.jpg</td>
      <td>1</td>
      <td>ice_bear</td>
      <td>0.336200</td>
      <td>False</td>
      <td>samoyed</td>
      <td>0.201358</td>
      <td>True</td>
      <td>eskimo_dog</td>
      <td>0.186789</td>
      <td>True</td>
      <td>https://twitter.com/dog_rates/status/817423860136083457/video/1</td>
    </tr>
    <tr>
      <th>1904</th>
      <td>852189679701164033</td>
      <td>https://pbs.twimg.com/media/C9OV99SXsAEmj1U.jpg</td>
      <td>1</td>
      <td>barrow</td>
      <td>0.423150</td>
      <td>False</td>
      <td>bernese_mountain_dog</td>
      <td>0.415374</td>
      <td>True</td>
      <td>entlebucher</td>
      <td>0.067345</td>
      <td>True</td>
      <td>https://twitter.com/dog_rates/status/852189679701164033/photo/1</td>
    </tr>
    <tr>
      <th>945</th>
      <td>704480331685040129</td>
      <td>https://pbs.twimg.com/media/CcbRIAgXIAQaKHQ.jpg</td>
      <td>1</td>
      <td>samoyed</td>
      <td>0.979206</td>
      <td>True</td>
      <td>pomeranian</td>
      <td>0.007185</td>
      <td>True</td>
      <td>arctic_fox</td>
      <td>0.006438</td>
      <td>False</td>
      <td>https://twitter.com/dog_rates/status/704480331685040129/photo/1</td>
    </tr>
    <tr>
      <th>708</th>
      <td>685198997565345792</td>
      <td>https://pbs.twimg.com/media/CYJQxvJW8AAkkws.jpg</td>
      <td>1</td>
      <td>dishwasher</td>
      <td>0.888829</td>
      <td>False</td>
      <td>stove</td>
      <td>0.013412</td>
      <td>False</td>
      <td>old_english_sheepdog</td>
      <td>0.009671</td>
      <td>True</td>
      <td>https://twitter.com/dog_rates/status/685198997565345792/photo/1</td>
    </tr>
    <tr>
      <th>867</th>
      <td>697575480820686848</td>
      <td>https://pbs.twimg.com/media/Ca5JMvMUsAAGMll.jpg</td>
      <td>1</td>
      <td>siamese_cat</td>
      <td>0.256698</td>
      <td>False</td>
      <td>whippet</td>
      <td>0.119805</td>
      <td>True</td>
      <td>bull_mastiff</td>
      <td>0.102595</td>
      <td>True</td>
      <td>https://twitter.com/dog_rates/status/697575480820686848/photo/1</td>
    </tr>
    <tr>
      <th>2050</th>
      <td>887343217045368832</td>
      <td>https://pbs.twimg.com/ext_tw_video_thumb/887343120832229379/pu/img/6HSuFrW1lzI_9Mht.jpg</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>
      <td>https://twitter.com/dog_rates/status/887343217045368832/video/1</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>
      <td>https://twitter.com/dog_rates/status/886366144734445568/photo/1,https://twitter.com/dog_rates/status/886366144734445568/photo/1</td>
    </tr>
    <tr>
      <th>618</th>
      <td>680221482581123072</td>
      <td>https://pbs.twimg.com/media/CXCh0QZW8AALdXm.jpg</td>
      <td>1</td>
      <td>bubble</td>
      <td>0.240173</td>
      <td>False</td>
      <td>hen</td>
      <td>0.146222</td>
      <td>False</td>
      <td>abaya</td>
      <td>0.139342</td>
      <td>False</td>
      <td>https://twitter.com/dog_rates/status/680221482581123072/photo/1</td>
    </tr>
    <tr>
      <th>1555</th>
      <td>793195938047070209</td>
      <td>https://pbs.twimg.com/media/CwH_foYWgAEvTyI.jpg</td>
      <td>2</td>
      <td>labrador_retriever</td>
      <td>0.654762</td>
      <td>True</td>
      <td>golden_retriever</td>
      <td>0.074100</td>
      <td>True</td>
      <td>chihuahua</td>
      <td>0.042339</td>
      <td>True</td>
      <td>https://twitter.com/dog_rates/status/793195938047070209/photo/1,https://twitter.com/dog_rates/status/793195938047070209/photo/1</td>
    </tr>
    <tr>
      <th>810</th>
      <td>692187005137076224</td>
      <td>https://pbs.twimg.com/media/CZskaEIWIAUeTr5.jpg</td>
      <td>2</td>
      <td>siberian_husky</td>
      <td>0.810592</td>
      <td>True</td>
      <td>malamute</td>
      <td>0.119745</td>
      <td>True</td>
      <td>eskimo_dog</td>
      <td>0.029265</td>
      <td>True</td>
      <td>https://twitter.com/dog_rates/status/692187005137076224/photo/1,https://twitter.com/dog_rates/status/692187005137076224/photo/1,https://twitter.com/dog_rates/status/692187005137076224/photo/1</td>
    </tr>
    <tr>
      <th>907</th>
      <td>700462010979500032</td>
      <td>https://pbs.twimg.com/media/CbiKe7-W0AIVNNr.jpg</td>
      <td>1</td>
      <td>hamster</td>
      <td>0.678651</td>
      <td>False</td>
      <td>pomeranian</td>
      <td>0.110268</td>
      <td>True</td>
      <td>angora</td>
      <td>0.104139</td>
      <td>False</td>
      <td>https://twitter.com/dog_rates/status/700462010979500032/photo/1</td>
    </tr>
    <tr>
      <th>869</th>
      <td>697616773278015490</td>
      <td>https://pbs.twimg.com/media/Ca5uv7RVAAA_QEg.jpg</td>
      <td>1</td>
      <td>lhasa</td>
      <td>0.521931</td>
      <td>True</td>
      <td>shih-tzu</td>
      <td>0.403451</td>
      <td>True</td>
      <td>tibetan_terrier</td>
      <td>0.039912</td>
      <td>True</td>
      <td>https://twitter.com/dog_rates/status/697616773278015490/photo/1,https://twitter.com/dog_rates/status/697616773278015490/photo/1</td>
    </tr>
    <tr>
      <th>1233</th>
      <td>746131877086527488</td>
      <td>https://pbs.twimg.com/media/ClrK-rGWAAENcAa.jpg</td>
      <td>1</td>
      <td>chow</td>
      <td>0.575637</td>
      <td>True</td>
      <td>pomeranian</td>
      <td>0.195950</td>
      <td>True</td>
      <td>norwich_terrier</td>
      <td>0.141224</td>
      <td>True</td>
      <td>https://twitter.com/dog_rates/status/746131877086527488/photo/1</td>
    </tr>
    <tr>
      <th>1729</th>
      <td>820749716845686786</td>
      <td>https://pbs.twimg.com/media/C2PjgjQXcAAc4Uu.jpg</td>
      <td>2</td>
      <td>golden_retriever</td>
      <td>0.838012</td>
      <td>True</td>
      <td>pekinese</td>
      <td>0.056733</td>
      <td>True</td>
      <td>labrador_retriever</td>
      <td>0.023944</td>
      <td>True</td>
      <td>https://twitter.com/dog_rates/status/820749716845686786/photo/1,https://twitter.com/dog_rates/status/820749716845686786/photo/1</td>
    </tr>
    <tr>
      <th>1266</th>
      <td>749395845976588288</td>
      <td>https://pbs.twimg.com/media/CmZjizYW8AA3FCN.jpg</td>
      <td>1</td>
      <td>pomeranian</td>
      <td>0.973715</td>
      <td>True</td>
      <td>chow</td>
      <td>0.020758</td>
      <td>True</td>
      <td>keeshond</td>
      <td>0.003784</td>
      <td>True</td>
      <td>https://twitter.com/dog_rates/status/749395845976588288/photo/1,https://twitter.com/dog_rates/status/749395845976588288/photo/1</td>
    </tr>
    <tr>
      <th>1303</th>
      <td>753026973505581056</td>
      <td>https://pbs.twimg.com/media/CnNKCKKWEAASCMI.jpg</td>
      <td>3</td>
      <td>pembroke</td>
      <td>0.868511</td>
      <td>True</td>
      <td>cardigan</td>
      <td>0.103708</td>
      <td>True</td>
      <td>shetland_sheepdog</td>
      <td>0.018142</td>
      <td>True</td>
      <td>https://twitter.com/dog_rates/status/753026973505581056/photo/1,https://twitter.com/dog_rates/status/753026973505581056/photo/1,https://twitter.com/dog_rates/status/753026973505581056/photo/1,https://twitter.com/dog_rates/status/753026973505581056/photo/1</td>
    </tr>
    <tr>
      <th>985</th>
      <td>707610948723478529</td>
      <td>https://pbs.twimg.com/media/CdHwZd0VIAA4792.jpg</td>
      <td>1</td>
      <td>golden_retriever</td>
      <td>0.383223</td>
      <td>True</td>
      <td>cocker_spaniel</td>
      <td>0.165930</td>
      <td>True</td>
      <td>chesapeake_bay_retriever</td>
      <td>0.118199</td>
      <td>True</td>
      <td>https://twitter.com/dog_rates/status/707610948723478529/photo/1</td>
    </tr>
  </tbody>
</table>
</div>
</div>

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<h4 id="Define:">Define:<a class="anchor-link" href="#Define:">&#182;</a></h4><ul>
<li>Reassign predictions_w_url to predictions_clean and drop url column (for tidiness)</li>
</ul>
<h4 id="Code:">Code:<a class="anchor-link" href="#Code:">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">predictions_clean</span> <span class="o">=</span> <span class="n">predictions_w_url</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;expanded_urls&#39;</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</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="n">predictions_clean</span><span class="p">[</span><span class="n">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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<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>
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<h4 id="Define:">Define:<a class="anchor-link" href="#Define:">&#182;</a></h4><ul>
<li>Create new table to separate dog info from tweet info. There will be three tables in the end: tweets, dogs, and predictions.</li>
</ul>
<h4 id="Code:">Code:<a class="anchor-link" href="#Code:">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tweets</span> <span class="o">=</span> <span class="n">full_archive</span><span class="p">[[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">,</span> <span class="s1">&#39;timestamp&#39;</span><span class="p">,</span> <span class="s1">&#39;text&#39;</span><span class="p">,</span> <span class="s1">&#39;expanded_urls&#39;</span><span class="p">,</span> <span class="s1">&#39;favorite_count&#39;</span><span class="p">,</span> <span class="s1">&#39;retweet_count&#39;</span><span class="p">]]</span>
<span class="n">dogs</span> <span class="o">=</span> <span class="n">full_archive</span><span class="p">[[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">,</span> <span class="s1">&#39;name&#39;</span><span class="p">,</span> <span class="s1">&#39;rating_numerator&#39;</span><span class="p">,</span> <span class="s1">&#39;rating_denominator&#39;</span><span class="p">,</span> <span class="s1">&#39;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>
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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="n">tweets</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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        vertical-align: top;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>timestamp</th>
      <th>text</th>
      <th>expanded_urls</th>
      <th>favorite_count</th>
      <th>retweet_count</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>892420643555336193</td>
      <td>2017-08-01 16:23:56</td>
      <td>This is Phineas. He's a mystical boy. Only ever appears in the hole of a donut. 13/10 https://t.co/MgUWQ76dJU</td>
      <td>https://twitter.com/dog_rates/status/892420643555336193/photo/1</td>
      <td>38145</td>
      <td>8346</td>
    </tr>
    <tr>
      <th>1</th>
      <td>892177421306343426</td>
      <td>2017-08-01 00:17:27</td>
      <td>This is Tilly. She's just checking pup on you. Hopes you're doing ok. If not, she's available for pats, snugs, boops, the whole bit. 13/10 https://t.co/0Xxu71qeIV</td>
      <td>https://twitter.com/dog_rates/status/892177421306343426/photo/1</td>
      <td>32716</td>
      <td>6168</td>
    </tr>
    <tr>
      <th>2</th>
      <td>891815181378084864</td>
      <td>2017-07-31 00:18:03</td>
      <td>This is Archie. He is a rare Norwegian Pouncing Corgo. Lives in the tall grass. You never know when one may strike. 12/10 https://t.co/wUnZnhtVJB</td>
      <td>https://twitter.com/dog_rates/status/891815181378084864/photo/1</td>
      <td>24632</td>
      <td>4082</td>
    </tr>
    <tr>
      <th>3</th>
      <td>891689557279858688</td>
      <td>2017-07-30 15:58:51</td>
      <td>This is Darla. She commenced a snooze mid meal. 13/10 happens to the best of us https://t.co/tD36da7qLQ</td>
      <td>https://twitter.com/dog_rates/status/891689557279858688/photo/1</td>
      <td>41490</td>
      <td>8488</td>
    </tr>
    <tr>
      <th>4</th>
      <td>891327558926688256</td>
      <td>2017-07-29 16:00:24</td>
      <td>This is Franklin. He would like you to stop calling him "cute." He is a very fierce shark and should be respected as such. 12/10 #BarkWeek https://t.co/AtUZn91f7f</td>
      <td>https://twitter.com/dog_rates/status/891327558926688256/photo/1,https://twitter.com/dog_rates/status/891327558926688256/photo/1</td>
      <td>39655</td>
      <td>9181</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dogs</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>name</th>
      <th>rating_numerator</th>
      <th>rating_denominator</th>
      <th>doggo</th>
      <th>floofer</th>
      <th>pupper</th>
      <th>puppo</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>892420643555336193</td>
      <td>Phineas</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1</th>
      <td>892177421306343426</td>
      <td>Tilly</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2</th>
      <td>891815181378084864</td>
      <td>Archie</td>
      <td>12</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>3</th>
      <td>891689557279858688</td>
      <td>Darla</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>4</th>
      <td>891327558926688256</td>
      <td>Franklin</td>
      <td>12</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
  </tbody>
</table>
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<h4 id="Define:">Define:<a class="anchor-link" href="#Define:">&#182;</a></h4><ul>
<li>Melt doggo/floofer/pupper/puppo columns. Drop variable column, leaving column of labels and None values.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">stage_sum</span><span class="p">(</span><span class="n">df</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    Takes in a dataframe, turns all string-literal &#39;None&#39;s to 0s, creates a new dummy column called &#39;multiple&#39;, </span>
<span class="sd">    then calculates the sum of all four stage columns to assign values to &#39;multiple&#39; based on their boolean sum.</span>
<span class="sd">    Returns the new dataframe. Please feel free to suggest a better fix than this. I can&#39;t think of one that doesn&#39;t</span>
<span class="sd">    require some kind of None or Boolean, and replace() doesn&#39;t actually work with the null None.</span>
<span class="sd">    &#39;&#39;&#39;</span>
    
    <span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;None&#39;</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
    
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;multiple&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
    
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">index</span><span class="p">:</span>
        <span class="n">doggo</span> <span class="o">=</span> <span class="nb">bool</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;doggo&#39;</span><span class="p">])</span>
        <span class="n">floofer</span> <span class="o">=</span> <span class="nb">bool</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;floofer&#39;</span><span class="p">])</span>
        <span class="n">pupper</span> <span class="o">=</span> <span class="nb">bool</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;pupper&#39;</span><span class="p">])</span>
        <span class="n">puppo</span> <span class="o">=</span> <span class="nb">bool</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;puppo&#39;</span><span class="p">])</span>
        <span class="n">stage_sum</span> <span class="o">=</span> <span class="n">doggo</span> <span class="o">+</span> <span class="n">floofer</span> <span class="o">+</span> <span class="n">pupper</span> <span class="o">+</span> <span class="n">puppo</span>
        <span class="k">if</span> <span class="n">stage_sum</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
            <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;multiple&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;multiple&#39;</span>
    
    <span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="s1">&#39;None&#39;</span><span class="p">)</span> <span class="c1"># If anyone has advice on how to avoid this double replacement call in particular, let me know!</span>
    
    <span class="k">return</span> <span class="n">df</span>
            
<span class="n">dogs</span> <span class="o">=</span> <span class="n">stage_sum</span><span class="p">(</span><span class="n">dogs</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dogs</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">melt</span><span class="p">(</span><span class="n">dogs</span><span class="p">,</span> <span class="n">id_vars</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">,</span> <span class="s1">&#39;name&#39;</span><span class="p">,</span> <span class="s1">&#39;rating_numerator&#39;</span><span class="p">,</span> <span class="s1">&#39;rating_denominator&#39;</span><span class="p">],</span> <span class="n">var_name</span><span class="o">=</span><span class="s2">&quot;variable&quot;</span><span class="p">,</span> <span class="n">value_name</span><span class="o">=</span><span class="s2">&quot;stage&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;variable&#39;</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</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">dogs</span><span class="p">[</span><span class="s1">&#39;stage&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">dogs</span><span class="p">[</span><span class="s1">&#39;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>
<span class="n">dogs</span><span class="p">[</span><span class="s1">&#39;stage&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">dogs</span><span class="p">[</span><span class="s1">&#39;stage&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">cat</span><span class="o">.</span><span class="n">set_categories</span><span class="p">([</span><span class="s1">&#39;None&#39;</span><span class="p">,</span> <span class="s1">&#39;doggo&#39;</span><span class="p">,</span> <span class="s1">&#39;floofer&#39;</span><span class="p">,</span> <span class="s1">&#39;pupper&#39;</span><span class="p">,</span> <span class="s1">&#39;puppo&#39;</span><span class="p">,</span> <span class="s1">&#39;multiple&#39;</span><span class="p">],</span> <span class="n">ordered</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">dogs</span> <span class="o">=</span> <span class="n">dogs</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;stage&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dogs</span> <span class="o">=</span> <span class="n">dogs</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">(</span><span class="n">subset</span><span class="o">=</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">,</span> <span class="n">keep</span><span class="o">=</span><span class="s1">&#39;last&#39;</span><span class="p">)</span> <span class="c1"># Needed to prevent each tweet/dog having 2-4 redundant rows!</span>
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<h4 id="Test:">Test:<a class="anchor-link" href="#Test:">&#182;</a></h4>
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<pre>None        1735
pupper      219 
doggo       69  
puppo       23  
multiple    11  
floofer     9   
Name: stage, dtype: int64</pre>
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<h3 id="Final-results:">Final results:<a class="anchor-link" href="#Final-results:">&#182;</a></h3>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 2066 entries, 0 to 2355
Data columns (total 6 columns):
tweet_id          2066 non-null int64
timestamp         2066 non-null datetime64[ns]
text              2066 non-null object
expanded_urls     2063 non-null object
favorite_count    2066 non-null int64
retweet_count     2066 non-null int64
dtypes: datetime64[ns](1), int64(3), object(2)
memory usage: 193.0+ KB
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 2066 entries, 4209 to 8803
Data columns (total 5 columns):
tweet_id              2066 non-null int64
name                  1985 non-null object
rating_numerator      2066 non-null int64
rating_denominator    2066 non-null int64
stage                 2066 non-null category
dtypes: category(1), int64(3), object(1)
memory usage: 82.9+ KB
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 1969 entries, 0 to 2074
Data columns (total 12 columns):
tweet_id    1969 non-null int64
jpg_url     1969 non-null object
img_num     1969 non-null int64
p1          1969 non-null object
p1_conf     1969 non-null float64
p1_dog      1969 non-null bool
p2          1969 non-null object
p2_conf     1969 non-null float64
p2_dog      1969 non-null bool
p3          1969 non-null object
p3_conf     1969 non-null float64
p3_dog      1969 non-null bool
dtypes: bool(3), float64(3), int64(2), object(4)
memory usage: 159.6+ KB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tweets</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>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dogs</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;dogs_archive_master.csv&#39;</span><span class="p">)</span>
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<hr>
<h1 id="Part-2:-Analysis-and-Visualization">Part 2: Analysis and Visualization<a class="anchor-link" href="#Part-2:-Analysis-and-Visualization">&#182;</a></h1><p>After cleaning all this data, I can think of a few things I could look at for analysis: retweet count and favorite count over time; dog rating by "type"; and predictions by breed all seem interesting.</p>
<h3 id="Predictions-by-breed:">Predictions by breed:<a class="anchor-link" href="#Predictions-by-breed:">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">predictions_clean</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span> <span class="c1"># The highest confidence levels are mostly found in p1, so I&#39;ll focus on that.</span>
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<style>
    .dataframe thead tr:only-child th {
        text-align: right;
    }

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

    .dataframe tbody tr th {
        vertical-align: top;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>img_num</th>
      <th>p1_conf</th>
      <th>p2_conf</th>
      <th>p3_conf</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>1.969000e+03</td>
      <td>1969.000000</td>
      <td>1969.000000</td>
      <td>1.969000e+03</td>
      <td>1.969000e+03</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>7.359824e+17</td>
      <td>1.201117</td>
      <td>0.594365</td>
      <td>1.345765e-01</td>
      <td>6.019426e-02</td>
    </tr>
    <tr>
      <th>std</th>
      <td>6.752421e+16</td>
      <td>0.557815</td>
      <td>0.272135</td>
      <td>1.010184e-01</td>
      <td>5.095331e-02</td>
    </tr>
    <tr>
      <th>min</th>
      <td>6.660209e+17</td>
      <td>1.000000</td>
      <td>0.044333</td>
      <td>1.011300e-08</td>
      <td>1.740170e-10</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>6.758531e+17</td>
      <td>1.000000</td>
      <td>0.362925</td>
      <td>5.351500e-02</td>
      <td>1.610520e-02</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>7.088109e+17</td>
      <td>1.000000</td>
      <td>0.587507</td>
      <td>1.173970e-01</td>
      <td>4.944380e-02</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>7.880396e+17</td>
      <td>1.000000</td>
      <td>0.847292</td>
      <td>1.955580e-01</td>
      <td>9.157150e-02</td>
    </tr>
    <tr>
      <th>max</th>
      <td>8.924206e+17</td>
      <td>4.000000</td>
      <td>1.000000</td>
      <td>4.880140e-01</td>
      <td>2.734190e-01</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">predictions_clean</span><span class="o">.</span><span class="n">p1</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
<span class="n">predictions_clean</span><span class="p">[</span><span class="n">predictions_clean</span><span class="p">[</span><span class="s1">&#39;p1_conf&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mf">0.75</span><span class="p">]</span><span class="o">.</span><span class="n">p1</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>golden_retriever                  78
pembroke                          47
labrador_retriever                40
pug                               34
chihuahua                         25
pomeranian                        22
samoyed                           22
chow                              16
french_bulldog                    14
toy_poodle                        13
web_site                          11
malamute                          10
german_shepherd                   9 
maltese_dog                       8 
seat_belt                         8 
shetland_sheepdog                 8 
chesapeake_bay_retriever          7 
bernese_mountain_dog              7 
miniature_pinscher                6 
blenheim_spaniel                  6 
brittany_spaniel                  6 
great_pyrenees                    5 
rottweiler                        5 
pekinese                          5 
doberman                          5 
basset                            5 
cocker_spaniel                    5 
american_staffordshire_terrier    5 
dalmatian                         5 
tennis_ball                       5 
                                 .. 
mortarboard                       1 
platypus                          1 
wild_boar                         1 
papillon                          1 
space_heater                      1 
crash_helmet                      1 
briard                            1 
leopard                           1 
brown_bear                        1 
mousetrap                         1 
english_setter                    1 
slug                              1 
kelpie                            1 
goose                             1 
washer                            1 
scorpion                          1 
cash_machine                      1 
school_bus                        1 
afghan_hound                      1 
gordon_setter                     1 
prison                            1 
ibizan_hound                      1 
studio_couch                      1 
clumber                           1 
malinois                          1 
hog                               1 
leonberg                          1 
rhodesian_ridgeback               1 
box_turtle                        1 
conch                             1 
Name: p1, Length: 179, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="mi">137</span><span class="o">/</span><span class="mi">1969</span> <span class="c1"># Ratio of golden retrievers to all items in the full p1 column</span>
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<pre>0.06957846622651091</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="mi">78</span><span class="o">/</span><span class="mi">690</span> <span class="c1"># Ratio of golden retrievers to all items where p1_conf &gt; .75 -- definitely higher</span>
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<pre>0.11304347826086956</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="mi">94</span><span class="o">/</span><span class="mi">1969</span> <span class="c1"># Ratio of labrador retrievers to all items in the full p1 column</span>
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<pre>0.047739969527679026</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="mi">40</span><span class="o">/</span><span class="mi">690</span> <span class="c1"># Ratio of labrador retrievers to all items where p1_conf &gt; .75 -- slightly higher</span>
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<pre>0.057971014492753624</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="mi">88</span><span class="o">/</span><span class="mi">1969</span> <span class="c1"># Ratio of pembrokes to all items in the full p1 column</span>
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<pre>0.0446927374301676</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="mi">47</span><span class="o">/</span><span class="mi">690</span> <span class="c1"># Ratio of pembrokes to all items where p1_conf &gt; .75 -- also slightly higher</span>
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<pre>0.06811594202898551</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># I also want to know about the ratio of non-dogs to dogs at high confidence levels:</span>

<span class="n">predictions_clean</span><span class="o">.</span><span class="n">p1_dog</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
<span class="n">predictions_clean</span><span class="p">[</span><span class="n">predictions_clean</span><span class="p">[</span><span class="s1">&#39;p1_conf&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mf">0.75</span><span class="p">]</span><span class="o">.</span><span class="n">p1_dog</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>True     538
False    152
Name: p1_dog, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="mi">507</span><span class="o">/</span><span class="mi">1969</span> <span class="c1"># Ratio of non-dogs to all items in the full p1 column</span>
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<pre>0.2574911122397156</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="mi">152</span><span class="o">/</span><span class="mi">690</span> <span class="c1"># Ratio of non-dogs to all items where p1_conf &gt; .75 -- I thought it would be higher!</span>
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<pre>0.22028985507246376</pre>
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<p>What can I take away from this? Assuming confidence as a proxy for accuracy, it seems as though the neural network is especially good at predicting golden retrievers, fairly good at other common breeds, and not as good as I expected at picking out things that aren't dogs.</p>
<h3 id="Dog-rating-by-&quot;stage&quot;:">Dog rating by "stage":<a class="anchor-link" href="#Dog-rating-by-&quot;stage&quot;:">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dogs</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;stage&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">rating_numerator</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
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<pre>stage
None        12.380980
doggo       11.826087
floofer     11.888889
pupper      10.794521
puppo       12.000000
multiple    11.272727
Name: rating_numerator, dtype: float64</pre>
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<p>This one-line function tells us that of the dogs who have "stages," puppos tend to rate the highest -- while, oddly enough, puppers rate the lowest!</p>
<h3 id="Retweet/favorite-counts-over-time:">Retweet/favorite counts over time:<a class="anchor-link" href="#Retweet/favorite-counts-over-time:">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tweets</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th>0</th>
      <td>892420643555336193</td>
      <td>2017-08-01 16:23:56</td>
      <td>This is Phineas. He's a mystical boy. Only ever appears in the hole of a donut. 13/10 https://t.co/MgUWQ76dJU</td>
      <td>https://twitter.com/dog_rates/status/892420643555336193/photo/1</td>
      <td>38145</td>
      <td>8346</td>
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      <th>1</th>
      <td>892177421306343426</td>
      <td>2017-08-01 00:17:27</td>
      <td>This is Tilly. She's just checking pup on you. Hopes you're doing ok. If not, she's available for pats, snugs, boops, the whole bit. 13/10 https://t.co/0Xxu71qeIV</td>
      <td>https://twitter.com/dog_rates/status/892177421306343426/photo/1</td>
      <td>32716</td>
      <td>6168</td>
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      <th>2</th>
      <td>891815181378084864</td>
      <td>2017-07-31 00:18:03</td>
      <td>This is Archie. He is a rare Norwegian Pouncing Corgo. Lives in the tall grass. You never know when one may strike. 12/10 https://t.co/wUnZnhtVJB</td>
      <td>https://twitter.com/dog_rates/status/891815181378084864/photo/1</td>
      <td>24632</td>
      <td>4082</td>
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      <th>3</th>
      <td>891689557279858688</td>
      <td>2017-07-30 15:58:51</td>
      <td>This is Darla. She commenced a snooze mid meal. 13/10 happens to the best of us https://t.co/tD36da7qLQ</td>
      <td>https://twitter.com/dog_rates/status/891689557279858688/photo/1</td>
      <td>41490</td>
      <td>8488</td>
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      <th>4</th>
      <td>891327558926688256</td>
      <td>2017-07-29 16:00:24</td>
      <td>This is Franklin. He would like you to stop calling him "cute." He is a very fierce shark and should be respected as such. 12/10 #BarkWeek https://t.co/AtUZn91f7f</td>
      <td>https://twitter.com/dog_rates/status/891327558926688256/photo/1,https://twitter.com/dog_rates/status/891327558926688256/photo/1</td>
      <td>39655</td>
      <td>9181</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tweets_by_time</span> <span class="o">=</span> <span class="n">tweets</span><span class="p">[[</span><span class="s1">&#39;timestamp&#39;</span><span class="p">,</span> <span class="s1">&#39;favorite_count&#39;</span><span class="p">,</span> <span class="s1">&#39;retweet_count&#39;</span><span class="p">]]</span>
<span class="n">tweets_by_time</span> <span class="o">=</span> <span class="n">tweets_by_time</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;timestamp&#39;</span><span class="p">)</span>
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      <th>2017-08-01 16:23:56</th>
      <td>38145</td>
      <td>8346</td>
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      <td>32716</td>
      <td>6168</td>
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      <td>24632</td>
      <td>4082</td>
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      <td>41490</td>
      <td>8488</td>
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      <td>39655</td>
      <td>9181</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tweets_by_year</span> <span class="o">=</span> <span class="n">tweets_by_time</span><span class="o">.</span><span class="n">resample</span><span class="p">(</span><span class="s1">&#39;A&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">median</span><span class="p">()</span>
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      <th>2015-12-31</th>
      <td>1214.5</td>
      <td>477.0</td>
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      <td>4742.5</td>
      <td>1513.0</td>
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      <td>20153.5</td>
      <td>4101.5</td>
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      <th>2015-12-31</th>
      <td>1214.5</td>
      <td>477.0</td>
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      <th>2016-03-31</th>
      <td>2946.0</td>
      <td>976.0</td>
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      <td>4590.5</td>
      <td>1475.0</td>
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      <td>6794.0</td>
      <td>2094.0</td>
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      <th>2016-12-31</th>
      <td>10831.0</td>
      <td>3048.0</td>
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      <th>2017-03-31</th>
      <td>14351.0</td>
      <td>3236.0</td>
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      <th>2017-06-30</th>
      <td>22373.0</td>
      <td>4614.5</td>
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      <th>2017-09-30</th>
      <td>27541.0</td>
      <td>5289.0</td>
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      <th>favorite_count</th>
      <th>retweet_count</th>
    </tr>
    <tr>
      <th>timestamp</th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>2015-11-01</th>
      <td>545.0</td>
      <td>228.0</td>
    </tr>
    <tr>
      <th>2015-12-01</th>
      <td>1800.0</td>
      <td>684.0</td>
    </tr>
    <tr>
      <th>2016-01-01</th>
      <td>2773.0</td>
      <td>922.0</td>
    </tr>
    <tr>
      <th>2016-02-01</th>
      <td>2805.0</td>
      <td>976.0</td>
    </tr>
    <tr>
      <th>2016-03-01</th>
      <td>3266.0</td>
      <td>1021.5</td>
    </tr>
    <tr>
      <th>2016-04-01</th>
      <td>4191.0</td>
      <td>1351.5</td>
    </tr>
    <tr>
      <th>2016-05-01</th>
      <td>4177.0</td>
      <td>1300.0</td>
    </tr>
    <tr>
      <th>2016-06-01</th>
      <td>5722.0</td>
      <td>1883.0</td>
    </tr>
    <tr>
      <th>2016-07-01</th>
      <td>5711.5</td>
      <td>1769.5</td>
    </tr>
    <tr>
      <th>2016-08-01</th>
      <td>6704.0</td>
      <td>1925.0</td>
    </tr>
    <tr>
      <th>2016-09-01</th>
      <td>9400.5</td>
      <td>2949.0</td>
    </tr>
    <tr>
      <th>2016-10-01</th>
      <td>10629.0</td>
      <td>3146.0</td>
    </tr>
    <tr>
      <th>2016-11-01</th>
      <td>10853.0</td>
      <td>2918.0</td>
    </tr>
    <tr>
      <th>2016-12-01</th>
      <td>10831.0</td>
      <td>2864.0</td>
    </tr>
    <tr>
      <th>2017-01-01</th>
      <td>12992.0</td>
      <td>2876.0</td>
    </tr>
    <tr>
      <th>2017-02-01</th>
      <td>14126.0</td>
      <td>3029.0</td>
    </tr>
    <tr>
      <th>2017-03-01</th>
      <td>18913.0</td>
      <td>3925.0</td>
    </tr>
    <tr>
      <th>2017-04-01</th>
      <td>20857.5</td>
      <td>4866.5</td>
    </tr>
    <tr>
      <th>2017-05-01</th>
      <td>22258.0</td>
      <td>5110.0</td>
    </tr>
    <tr>
      <th>2017-06-01</th>
      <td>23479.0</td>
      <td>4149.0</td>
    </tr>
    <tr>
      <th>2017-07-01</th>
      <td>27490.0</td>
      <td>5278.0</td>
    </tr>
    <tr>
      <th>2017-08-01</th>
      <td>35430.5</td>
      <td>7257.0</td>
    </tr>
  </tbody>
</table>
</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;[92]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tweets_by_week</span> <span class="o">=</span> <span class="n">tweets_by_time</span><span class="o">.</span><span class="n">resample</span><span class="p">(</span><span class="s1">&#39;W&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">median</span><span class="p">()</span>
<span class="n">tweets_by_week</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[92]:</div>


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

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

    .dataframe tbody tr th {
        vertical-align: top;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>favorite_count</th>
      <th>retweet_count</th>
    </tr>
    <tr>
      <th>timestamp</th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>2015-11-15</th>
      <td>128.0</td>
      <td>47.0</td>
    </tr>
    <tr>
      <th>2015-11-22</th>
      <td>405.0</td>
      <td>175.0</td>
    </tr>
    <tr>
      <th>2015-11-29</th>
      <td>695.0</td>
      <td>287.0</td>
    </tr>
    <tr>
      <th>2015-12-06</th>
      <td>1208.5</td>
      <td>525.0</td>
    </tr>
    <tr>
      <th>2015-12-13</th>
      <td>1474.0</td>
      <td>524.0</td>
    </tr>
    <tr>
      <th>2015-12-20</th>
      <td>2264.0</td>
      <td>846.0</td>
    </tr>
    <tr>
      <th>2015-12-27</th>
      <td>2775.0</td>
      <td>1018.0</td>
    </tr>
    <tr>
      <th>2016-01-03</th>
      <td>3340.0</td>
      <td>1113.0</td>
    </tr>
    <tr>
      <th>2016-01-10</th>
      <td>3166.0</td>
      <td>1157.0</td>
    </tr>
    <tr>
      <th>2016-01-17</th>
      <td>2451.5</td>
      <td>771.0</td>
    </tr>
    <tr>
      <th>2016-01-24</th>
      <td>2562.0</td>
      <td>845.0</td>
    </tr>
    <tr>
      <th>2016-01-31</th>
      <td>2802.5</td>
      <td>875.0</td>
    </tr>
    <tr>
      <th>2016-02-07</th>
      <td>3044.5</td>
      <td>997.0</td>
    </tr>
    <tr>
      <th>2016-02-14</th>
      <td>2654.5</td>
      <td>985.5</td>
    </tr>
    <tr>
      <th>2016-02-21</th>
      <td>2758.0</td>
      <td>770.0</td>
    </tr>
    <tr>
      <th>2016-02-28</th>
      <td>3359.0</td>
      <td>1060.0</td>
    </tr>
    <tr>
      <th>2016-03-06</th>
      <td>3123.0</td>
      <td>984.0</td>
    </tr>
    <tr>
      <th>2016-03-13</th>
      <td>2888.0</td>
      <td>947.5</td>
    </tr>
    <tr>
      <th>2016-03-20</th>
      <td>3087.0</td>
      <td>953.5</td>
    </tr>
    <tr>
      <th>2016-03-27</th>
      <td>4428.5</td>
      <td>1335.0</td>
    </tr>
    <tr>
      <th>2016-04-03</th>
      <td>3913.0</td>
      <td>1232.0</td>
    </tr>
    <tr>
      <th>2016-04-10</th>
      <td>3535.5</td>
      <td>1122.0</td>
    </tr>
    <tr>
      <th>2016-04-17</th>
      <td>4316.0</td>
      <td>1334.0</td>
    </tr>
    <tr>
      <th>2016-04-24</th>
      <td>4380.0</td>
      <td>1678.0</td>
    </tr>
    <tr>
      <th>2016-05-01</th>
      <td>4360.0</td>
      <td>1449.0</td>
    </tr>
    <tr>
      <th>2016-05-08</th>
      <td>3946.5</td>
      <td>1209.0</td>
    </tr>
    <tr>
      <th>2016-05-15</th>
      <td>4200.0</td>
      <td>1339.5</td>
    </tr>
    <tr>
      <th>2016-05-22</th>
      <td>3858.0</td>
      <td>1046.0</td>
    </tr>
    <tr>
      <th>2016-05-29</th>
      <td>4204.0</td>
      <td>1341.0</td>
    </tr>
    <tr>
      <th>2016-06-05</th>
      <td>5530.0</td>
      <td>1771.0</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>2017-01-15</th>
      <td>12998.0</td>
      <td>3433.0</td>
    </tr>
    <tr>
      <th>2017-01-22</th>
      <td>13772.5</td>
      <td>2898.0</td>
    </tr>
    <tr>
      <th>2017-01-29</th>
      <td>13685.5</td>
      <td>3396.0</td>
    </tr>
    <tr>
      <th>2017-02-05</th>
      <td>13261.0</td>
      <td>2811.0</td>
    </tr>
    <tr>
      <th>2017-02-12</th>
      <td>25918.0</td>
      <td>6365.0</td>
    </tr>
    <tr>
      <th>2017-02-19</th>
      <td>12586.0</td>
      <td>2484.0</td>
    </tr>
    <tr>
      <th>2017-02-26</th>
      <td>16940.5</td>
      <td>3348.0</td>
    </tr>
    <tr>
      <th>2017-03-05</th>
      <td>17672.0</td>
      <td>3287.0</td>
    </tr>
    <tr>
      <th>2017-03-12</th>
      <td>14071.0</td>
      <td>2462.0</td>
    </tr>
    <tr>
      <th>2017-03-19</th>
      <td>17631.0</td>
      <td>3925.0</td>
    </tr>
    <tr>
      <th>2017-03-26</th>
      <td>19762.5</td>
      <td>4176.5</td>
    </tr>
    <tr>
      <th>2017-04-02</th>
      <td>21247.0</td>
      <td>4555.0</td>
    </tr>
    <tr>
      <th>2017-04-09</th>
      <td>21138.0</td>
      <td>4565.0</td>
    </tr>
    <tr>
      <th>2017-04-16</th>
      <td>16822.0</td>
      <td>3731.0</td>
    </tr>
    <tr>
      <th>2017-04-23</th>
      <td>29266.0</td>
      <td>6519.0</td>
    </tr>
    <tr>
      <th>2017-04-30</th>
      <td>17864.0</td>
      <td>3554.5</td>
    </tr>
    <tr>
      <th>2017-05-07</th>
      <td>17886.0</td>
      <td>4026.0</td>
    </tr>
    <tr>
      <th>2017-05-14</th>
      <td>19970.0</td>
      <td>5102.5</td>
    </tr>
    <tr>
      <th>2017-05-21</th>
      <td>27284.5</td>
      <td>6715.5</td>
    </tr>
    <tr>
      <th>2017-05-28</th>
      <td>26719.0</td>
      <td>5393.0</td>
    </tr>
    <tr>
      <th>2017-06-04</th>
      <td>22472.0</td>
      <td>4149.0</td>
    </tr>
    <tr>
      <th>2017-06-11</th>
      <td>27038.0</td>
      <td>5364.0</td>
    </tr>
    <tr>
      <th>2017-06-18</th>
      <td>24981.0</td>
      <td>4418.5</td>
    </tr>
    <tr>
      <th>2017-06-25</th>
      <td>22305.5</td>
      <td>4360.5</td>
    </tr>
    <tr>
      <th>2017-07-02</th>
      <td>23066.0</td>
      <td>4149.0</td>
    </tr>
    <tr>
      <th>2017-07-09</th>
      <td>27669.0</td>
      <td>4863.0</td>
    </tr>
    <tr>
      <th>2017-07-16</th>
      <td>26563.0</td>
      <td>5548.0</td>
    </tr>
    <tr>
      <th>2017-07-23</th>
      <td>29886.0</td>
      <td>5573.5</td>
    </tr>
    <tr>
      <th>2017-07-30</th>
      <td>27357.0</td>
      <td>5278.0</td>
    </tr>
    <tr>
      <th>2017-08-06</th>
      <td>32716.0</td>
      <td>6168.0</td>
    </tr>
  </tbody>
</table>
<p>91 rows × 2 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;[93]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tweets_by_day</span> <span class="o">=</span> <span class="n">tweets_by_time</span><span class="o">.</span><span class="n">resample</span><span class="p">(</span><span class="s1">&#39;D&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">median</span><span class="p">()</span>
<span class="n">tweets_by_day</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[93]:</div>


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

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

    .dataframe tbody tr th {
        vertical-align: top;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>favorite_count</th>
      <th>retweet_count</th>
    </tr>
    <tr>
      <th>timestamp</th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>2015-11-15</th>
      <td>128.0</td>
      <td>47.0</td>
    </tr>
    <tr>
      <th>2015-11-16</th>
      <td>185.0</td>
      <td>84.0</td>
    </tr>
    <tr>
      <th>2015-11-17</th>
      <td>232.0</td>
      <td>82.0</td>
    </tr>
    <tr>
      <th>2015-11-18</th>
      <td>334.0</td>
      <td>128.0</td>
    </tr>
    <tr>
      <th>2015-11-19</th>
      <td>453.0</td>
      <td>221.0</td>
    </tr>
    <tr>
      <th>2015-11-20</th>
      <td>481.5</td>
      <td>246.5</td>
    </tr>
    <tr>
      <th>2015-11-21</th>
      <td>576.0</td>
      <td>294.0</td>
    </tr>
    <tr>
      <th>2015-11-22</th>
      <td>494.5</td>
      <td>227.0</td>
    </tr>
    <tr>
      <th>2015-11-23</th>
      <td>582.0</td>
      <td>308.0</td>
    </tr>
    <tr>
      <th>2015-11-24</th>
      <td>720.0</td>
      <td>338.0</td>
    </tr>
    <tr>
      <th>2015-11-25</th>
      <td>553.0</td>
      <td>203.5</td>
    </tr>
    <tr>
      <th>2015-11-26</th>
      <td>372.5</td>
      <td>111.0</td>
    </tr>
    <tr>
      <th>2015-11-27</th>
      <td>710.0</td>
      <td>277.0</td>
    </tr>
    <tr>
      <th>2015-11-28</th>
      <td>812.0</td>
      <td>377.0</td>
    </tr>
    <tr>
      <th>2015-11-29</th>
      <td>840.0</td>
      <td>291.0</td>
    </tr>
    <tr>
      <th>2015-11-30</th>
      <td>890.0</td>
      <td>301.0</td>
    </tr>
    <tr>
      <th>2015-12-01</th>
      <td>1208.5</td>
      <td>561.0</td>
    </tr>
    <tr>
      <th>2015-12-02</th>
      <td>1294.5</td>
      <td>553.0</td>
    </tr>
    <tr>
      <th>2015-12-03</th>
      <td>1273.0</td>
      <td>590.0</td>
    </tr>
    <tr>
      <th>2015-12-04</th>
      <td>1190.0</td>
      <td>470.0</td>
    </tr>
    <tr>
      <th>2015-12-05</th>
      <td>1447.0</td>
      <td>650.0</td>
    </tr>
    <tr>
      <th>2015-12-06</th>
      <td>1357.0</td>
      <td>569.0</td>
    </tr>
    <tr>
      <th>2015-12-07</th>
      <td>1284.5</td>
      <td>433.5</td>
    </tr>
    <tr>
      <th>2015-12-08</th>
      <td>1450.0</td>
      <td>519.5</td>
    </tr>
    <tr>
      <th>2015-12-09</th>
      <td>1203.5</td>
      <td>486.0</td>
    </tr>
    <tr>
      <th>2015-12-10</th>
      <td>1299.0</td>
      <td>490.5</td>
    </tr>
    <tr>
      <th>2015-12-11</th>
      <td>2008.0</td>
      <td>818.0</td>
    </tr>
    <tr>
      <th>2015-12-12</th>
      <td>1580.0</td>
      <td>499.0</td>
    </tr>
    <tr>
      <th>2015-12-13</th>
      <td>2367.0</td>
      <td>1013.0</td>
    </tr>
    <tr>
      <th>2015-12-14</th>
      <td>1875.5</td>
      <td>606.5</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>2017-07-03</th>
      <td>36876.5</td>
      <td>6916.5</td>
    </tr>
    <tr>
      <th>2017-07-04</th>
      <td>36588.0</td>
      <td>8147.0</td>
    </tr>
    <tr>
      <th>2017-07-05</th>
      <td>27481.0</td>
      <td>5988.0</td>
    </tr>
    <tr>
      <th>2017-07-06</th>
      <td>25721.0</td>
      <td>4347.5</td>
    </tr>
    <tr>
      <th>2017-07-07</th>
      <td>29454.5</td>
      <td>5096.5</td>
    </tr>
    <tr>
      <th>2017-07-08</th>
      <td>45191.0</td>
      <td>9774.0</td>
    </tr>
    <tr>
      <th>2017-07-09</th>
      <td>20791.5</td>
      <td>3161.5</td>
    </tr>
    <tr>
      <th>2017-07-10</th>
      <td>26563.0</td>
      <td>5559.0</td>
    </tr>
    <tr>
      <th>2017-07-11</th>
      <td>25706.0</td>
      <td>5097.0</td>
    </tr>
    <tr>
      <th>2017-07-12</th>
      <td>48912.0</td>
      <td>11134.5</td>
    </tr>
    <tr>
      <th>2017-07-13</th>
      <td>35412.0</td>
      <td>6319.0</td>
    </tr>
    <tr>
      <th>2017-07-14</th>
      <td>32131.0</td>
      <td>6672.0</td>
    </tr>
    <tr>
      <th>2017-07-15</th>
      <td>24197.5</td>
      <td>4659.0</td>
    </tr>
    <tr>
      <th>2017-07-16</th>
      <td>16971.0</td>
      <td>3802.5</td>
    </tr>
    <tr>
      <th>2017-07-17</th>
      <td>34597.0</td>
      <td>7630.0</td>
    </tr>
    <tr>
      <th>2017-07-18</th>
      <td>31614.0</td>
      <td>8038.0</td>
    </tr>
    <tr>
      <th>2017-07-19</th>
      <td>45549.0</td>
      <td>11463.0</td>
    </tr>
    <tr>
      <th>2017-07-20</th>
      <td>21416.0</td>
      <td>3430.0</td>
    </tr>
    <tr>
      <th>2017-07-21</th>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2017-07-22</th>
      <td>22328.0</td>
      <td>3853.0</td>
    </tr>
    <tr>
      <th>2017-07-23</th>
      <td>28630.0</td>
      <td>4412.0</td>
    </tr>
    <tr>
      <th>2017-07-24</th>
      <td>19855.5</td>
      <td>3742.0</td>
    </tr>
    <tr>
      <th>2017-07-25</th>
      <td>27346.0</td>
      <td>4884.0</td>
    </tr>
    <tr>
      <th>2017-07-26</th>
      <td>30788.0</td>
      <td>7225.0</td>
    </tr>
    <tr>
      <th>2017-07-27</th>
      <td>27357.0</td>
      <td>4196.0</td>
    </tr>
    <tr>
      <th>2017-07-28</th>
      <td>37998.5</td>
      <td>10275.0</td>
    </tr>
    <tr>
      <th>2017-07-29</th>
      <td>29782.0</td>
      <td>6119.5</td>
    </tr>
    <tr>
      <th>2017-07-30</th>
      <td>41490.0</td>
      <td>8488.0</td>
    </tr>
    <tr>
      <th>2017-07-31</th>
      <td>24632.0</td>
      <td>4082.0</td>
    </tr>
    <tr>
      <th>2017-08-01</th>
      <td>35430.5</td>
      <td>7257.0</td>
    </tr>
  </tbody>
</table>
<p>626 rows × 2 columns</p>
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<p>The above code shows the median values of favorite_count and retweet_count by year, quarter, month, week, and day. With this, we can see how these counts build up over time. The day-to-day counts are inconsistent, but start to show more consistent growth aggregated by week. Month, quarter, and year all show very consistent growth.</p>
<p>We can also see that favorites don't just happen more than retweets, their rate also grows faster. For example, looking at the quarterly aggregate, there are just under 3 times as many favorites as retweets in the first quarter, but over 5 times as many in the last quarter. We can visualize this data below:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tweets_by_year</span><span class="o">.</span><span class="n">plot</span><span class="p">();</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tweets_by_quarter</span><span class="o">.</span><span class="n">plot</span><span class="p">();</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tweets_by_month</span><span class="o">.</span><span class="n">plot</span><span class="p">();</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tweets_by_week</span><span class="o">.</span><span class="n">plot</span><span class="p">();</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tweets_by_day</span><span class="o">.</span><span class="n">plot</span><span class="p">();</span>
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<p>Our tweets_by_week plot is (arguably) probably the most useful of these, so I'll use this one and pretty it up a bit.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span> <span class="mi">6</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">tweets_by_week</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">tweets_by_week</span><span class="o">.</span><span class="n">favorite_count</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mf">2.0</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Favorites&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">tweets_by_week</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">tweets_by_week</span><span class="o">.</span><span class="n">retweet_count</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mf">2.0</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Retweets&#39;</span><span class="p">);</span>
<span class="n">ax</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s1">&#39;top&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="kc">False</span><span class="p">);</span> <span class="c1"># Getting rid of top spine</span>
<span class="n">ax</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s1">&#39;right&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="kc">False</span><span class="p">);</span> <span class="c1"># Getting rid of right spine</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="s1">&#39;2015-11-15&#39;</span><span class="p">,</span> <span class="s1">&#39;2017-08-15&#39;</span><span class="p">);</span> <span class="c1"># Getting rid of whitespace</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">tick_params</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="s1">&#39;both&#39;</span><span class="p">,</span> <span class="n">which</span><span class="o">=</span><span class="s1">&#39;both&#39;</span><span class="p">,</span> <span class="n">bottom</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">top</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> 
                <span class="n">labelbottom</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">left</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">right</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">labelleft</span><span class="o">=</span><span class="kc">True</span><span class="p">);</span> <span class="c1"># Hiding unnecessary tick marks</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> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</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;Favorites and Retweets by Week&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">22</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">();</span>
<span class="n">plt</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="kc">True</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.25</span><span class="p">);</span> <span class="c1"># Showing a light gray grid to help visual alignment</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s1">&#39;tweets_by_week.png&#39;</span><span class="p">,</span> <span class="n">bbox_inches</span><span class="o">=</span><span class="s1">&#39;tight&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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