wrangle_act.html

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

<title>wrangle_act</title>

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

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

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

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

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

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

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<style type="text/css">
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<h1 id="Project:-WeRateDogs-Data-Wrangling">Project: WeRateDogs Data Wrangling<a class="anchor-link" href="#Project:-WeRateDogs-Data-Wrangling">&#182;</a></h1><h2 id="Table-of-Contents">Table of Contents<a class="anchor-link" href="#Table-of-Contents">&#182;</a></h2><ul>
<li><a href="#intro">Introduction</a></li>
<li><a href="#Gathering">Gathering Data</a></li>
<li><a href="#Assessing">Assessing Data</a></li>
<li><a href="#Cleaning">Cleaning Data</a></li>
<li><a href="#Storing">Storing Data</a></li>
<li><a href="#Analyzing and Visualizing">Analyzing and Visualizing Data Data</a></li>
<li><a href="#conclusion">Conclusion</a></li>
</ul>
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<h2 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h2>
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<p>Data Wrangling is an essential part of data analysis process. That is the focus of this project. The project's goal is to wrangle the WeRateDogs Twitter data to create interesting and trustworthy analyses and visualizations.</p>
<p>Data for this project will be gathered from three different sources - from available data (data in hand), from Udacity's servers and from Twitter's API. The data will be assessed for both quality and tidiness issues and then cleaned and stored. In the end, a master data will be produced. This data will then be used for analysis and visualization.</p>
<p>The following questions will be answerd in the analysis stage: What are 10 most common dog breeds? How do dog breeds perform in the average rating? Do dog breeds with high average rating have more retweets? Most dogs are in what stage? What names received most and least average likes?</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># importing libraries </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">datetime</span>
<span class="kn">import</span> <span class="nn">time</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="n">sns</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">style</span><span class="o">=</span><span class="s1">&#39;darkgrid&#39;</span><span class="p">)</span>

<span class="o">%</span><span class="k">matplotlib</span> inline
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<h2 id="Gathering-Data">Gathering Data<a class="anchor-link" href="#Gathering-Data">&#182;</a></h2><p>The data for this project will be gathered from three sources.</p>

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<h3 id="1.-File-on-Hand:-WeRateDogs-Twitter-Archive">1. File on Hand: WeRateDogs Twitter Archive<a class="anchor-link" href="#1.-File-on-Hand:-WeRateDogs-Twitter-Archive">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Importing the WeRateDogs Twitter archive DataFrame and </span>
<span class="c1"># displaying first 5 rows.</span>

<span class="n">twitter_enhanced</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;twitter-archive-enhanced.csv&#39;</span><span class="p">)</span>
<span class="n">twitter_enhanced</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>rating_numerator</th>
      <th>rating_denominator</th>
      <th>name</th>
      <th>doggo</th>
      <th>floofer</th>
      <th>pupper</th>
      <th>puppo</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>892420643555336193</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-08-01 16:23:56 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Phineas. He's a mystical boy. Only eve...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/892420643...</td>
      <td>13</td>
      <td>10</td>
      <td>Phineas</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1</th>
      <td>892177421306343426</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-08-01 00:17:27 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Tilly. She's just checking pup on you....</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/892177421...</td>
      <td>13</td>
      <td>10</td>
      <td>Tilly</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2</th>
      <td>891815181378084864</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-31 00:18:03 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Archie. He is a rare Norwegian Pouncin...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/891815181...</td>
      <td>12</td>
      <td>10</td>
      <td>Archie</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>3</th>
      <td>891689557279858688</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-30 15:58:51 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Darla. She commenced a snooze mid meal...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/891689557...</td>
      <td>13</td>
      <td>10</td>
      <td>Darla</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>4</th>
      <td>891327558926688256</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-29 16:00:24 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Franklin. He would like you to stop ca...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/891327558...</td>
      <td>12</td>
      <td>10</td>
      <td>Franklin</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
  </tbody>
</table>
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<h3 id="2.-From-Udacity's-Servers">2. From Udacity's Servers<a class="anchor-link" href="#2.-From-Udacity's-Servers">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Downloading Tweet Image Predictions file programmatically using </span>
<span class="c1"># Requests Library</span>

<span class="n">url</span> <span class="o">=</span> <span class="s1">&#39;https://d17h27t6h515a5.cloudfront.net/topher/2017/August/599fd2ad_image-predictions/image-predictions.tsv&#39;</span>
<span class="n">response</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">url</span><span class="p">)</span>
<span class="n">response</span>
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<pre>&lt;Response [200]&gt;</pre>
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<div class=" highlight hl-ipython3"><pre><span></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">response</span><span class="o">.</span><span class="n">content</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Importing the Image Predictions DataFrame and displaying </span>
<span class="c1"># first five rows</span>

<span class="n">image_predictions</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;image_predictions.tsv&#39;</span><span class="p">,</span> <span class="n">sep</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="n">image_predictions</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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</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>
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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>
  </tbody>
</table>
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<h3 id="3.-From-Twitter-API">3. From Twitter API<a class="anchor-link" href="#3.-From-Twitter-API">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Using Twitter secret key and token to obtain Twitter information. </span>
<span class="c1"># The keys are now hidden in compliance to standard.</span>

<span class="n">consumer_key</span> <span class="o">=</span> <span class="s1">&#39;REMOVED&#39;</span>
<span class="n">consumer_secret</span> <span class="o">=</span> <span class="s1">&#39;REMOVED&#39;</span>
<span class="n">access_token</span> <span class="o">=</span> <span class="s1">&#39;REMOVED&#39;</span>
<span class="n">access_secret</span> <span class="o">=</span> <span class="s1">&#39;Q7USbT7F8Qzdn5swUY5LE3mNgOrdCKvdXy0ohcKuT0d5o&#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_handler</span> <span class="o">=</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"># tweet_id column from twitter_enhanced Dataframe.</span>

<span class="n">tweet_ids</span> <span class="o">=</span> <span class="n">twitter_enhanced</span><span class="p">[</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="c1"># Getting tweet status.</span>

<span class="n">tweet</span> <span class="o">=</span> <span class="n">api</span><span class="o">.</span><span class="n">get_status</span><span class="p">(</span><span class="n">tweet_ids</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">tweet_mode</span><span class="o">=</span><span class="s1">&#39;extended&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Displaying tweet information. </span>

<span class="n">info</span> <span class="o">=</span> <span class="n">tweet</span><span class="o">.</span><span class="n">_json</span>
<span class="n">info</span>
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<pre>{&#39;created_at&#39;: &#39;Tue Aug 01 00:17:27 +0000 2017&#39;,
 &#39;id&#39;: 892177421306343426,
 &#39;id_str&#39;: &#39;892177421306343426&#39;,
 &#39;full_text&#39;: &#34;This is Tilly. She&#39;s just checking pup on you. Hopes you&#39;re doing ok. If not, she&#39;s available for pats, snugs, boops, the whole bit. 13/10 https://t.co/0Xxu71qeIV&#34;,
 &#39;truncated&#39;: False,
 &#39;display_text_range&#39;: [0, 138],
 &#39;entities&#39;: {&#39;hashtags&#39;: [],
  &#39;symbols&#39;: [],
  &#39;user_mentions&#39;: [],
  &#39;urls&#39;: [],
  &#39;media&#39;: [{&#39;id&#39;: 892177413194625024,
    &#39;id_str&#39;: &#39;892177413194625024&#39;,
    &#39;indices&#39;: [139, 162],
    &#39;media_url&#39;: &#39;http://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg&#39;,
    &#39;media_url_https&#39;: &#39;https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg&#39;,
    &#39;url&#39;: &#39;https://t.co/0Xxu71qeIV&#39;,
    &#39;display_url&#39;: &#39;pic.twitter.com/0Xxu71qeIV&#39;,
    &#39;expanded_url&#39;: &#39;https://twitter.com/dog_rates/status/892177421306343426/photo/1&#39;,
    &#39;type&#39;: &#39;photo&#39;,
    &#39;sizes&#39;: {&#39;thumb&#39;: {&#39;w&#39;: 150, &#39;h&#39;: 150, &#39;resize&#39;: &#39;crop&#39;},
     &#39;medium&#39;: {&#39;w&#39;: 1055, &#39;h&#39;: 1200, &#39;resize&#39;: &#39;fit&#39;},
     &#39;small&#39;: {&#39;w&#39;: 598, &#39;h&#39;: 680, &#39;resize&#39;: &#39;fit&#39;},
     &#39;large&#39;: {&#39;w&#39;: 1407, &#39;h&#39;: 1600, &#39;resize&#39;: &#39;fit&#39;}}}]},
 &#39;extended_entities&#39;: {&#39;media&#39;: [{&#39;id&#39;: 892177413194625024,
    &#39;id_str&#39;: &#39;892177413194625024&#39;,
    &#39;indices&#39;: [139, 162],
    &#39;media_url&#39;: &#39;http://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg&#39;,
    &#39;media_url_https&#39;: &#39;https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg&#39;,
    &#39;url&#39;: &#39;https://t.co/0Xxu71qeIV&#39;,
    &#39;display_url&#39;: &#39;pic.twitter.com/0Xxu71qeIV&#39;,
    &#39;expanded_url&#39;: &#39;https://twitter.com/dog_rates/status/892177421306343426/photo/1&#39;,
    &#39;type&#39;: &#39;photo&#39;,
    &#39;sizes&#39;: {&#39;thumb&#39;: {&#39;w&#39;: 150, &#39;h&#39;: 150, &#39;resize&#39;: &#39;crop&#39;},
     &#39;medium&#39;: {&#39;w&#39;: 1055, &#39;h&#39;: 1200, &#39;resize&#39;: &#39;fit&#39;},
     &#39;small&#39;: {&#39;w&#39;: 598, &#39;h&#39;: 680, &#39;resize&#39;: &#39;fit&#39;},
     &#39;large&#39;: {&#39;w&#39;: 1407, &#39;h&#39;: 1600, &#39;resize&#39;: &#39;fit&#39;}}}]},
 &#39;source&#39;: &#39;&lt;a href=&#34;http://twitter.com/download/iphone&#34; rel=&#34;nofollow&#34;&gt;Twitter for iPhone&lt;/a&gt;&#39;,
 &#39;in_reply_to_status_id&#39;: None,
 &#39;in_reply_to_status_id_str&#39;: None,
 &#39;in_reply_to_user_id&#39;: None,
 &#39;in_reply_to_user_id_str&#39;: None,
 &#39;in_reply_to_screen_name&#39;: None,
 &#39;user&#39;: {&#39;id&#39;: 4196983835,
  &#39;id_str&#39;: &#39;4196983835&#39;,
  &#39;name&#39;: &#39;WeRateDogs®&#39;,
  &#39;screen_name&#39;: &#39;dog_rates&#39;,
  &#39;location&#39;: &#39;「 DM YOUR DOGS 」&#39;,
  &#39;description&#39;: &#39;Your Only Source For Professional Dog Ratings Instagram and Facebook ➪ WeRateDogs partnerships@weratedogs.com ⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀&#39;,
  &#39;url&#39;: &#39;https://t.co/Wrvtpnv7JV&#39;,
  &#39;entities&#39;: {&#39;url&#39;: {&#39;urls&#39;: [{&#39;url&#39;: &#39;https://t.co/Wrvtpnv7JV&#39;,
      &#39;expanded_url&#39;: &#39;https://blacklivesmatters.carrd.co&#39;,
      &#39;display_url&#39;: &#39;blacklivesmatters.carrd.co&#39;,
      &#39;indices&#39;: [0, 23]}]},
   &#39;description&#39;: {&#39;urls&#39;: []}},
  &#39;protected&#39;: False,
  &#39;followers_count&#39;: 8848876,
  &#39;friends_count&#39;: 17,
  &#39;listed_count&#39;: 5804,
  &#39;created_at&#39;: &#39;Sun Nov 15 21:41:29 +0000 2015&#39;,
  &#39;favourites_count&#39;: 145968,
  &#39;utc_offset&#39;: None,
  &#39;time_zone&#39;: None,
  &#39;geo_enabled&#39;: True,
  &#39;verified&#39;: True,
  &#39;statuses_count&#39;: 12722,
  &#39;lang&#39;: None,
  &#39;contributors_enabled&#39;: False,
  &#39;is_translator&#39;: False,
  &#39;is_translation_enabled&#39;: False,
  &#39;profile_background_color&#39;: &#39;000000&#39;,
  &#39;profile_background_image_url&#39;: &#39;http://abs.twimg.com/images/themes/theme1/bg.png&#39;,
  &#39;profile_background_image_url_https&#39;: &#39;https://abs.twimg.com/images/themes/theme1/bg.png&#39;,
  &#39;profile_background_tile&#39;: False,
  &#39;profile_image_url&#39;: &#39;http://pbs.twimg.com/profile_images/1300264686013657090/UvFPDe2f_normal.jpg&#39;,
  &#39;profile_image_url_https&#39;: &#39;https://pbs.twimg.com/profile_images/1300264686013657090/UvFPDe2f_normal.jpg&#39;,
  &#39;profile_banner_url&#39;: &#39;https://pbs.twimg.com/profile_banners/4196983835/1591077312&#39;,
  &#39;profile_link_color&#39;: &#39;F5ABB5&#39;,
  &#39;profile_sidebar_border_color&#39;: &#39;000000&#39;,
  &#39;profile_sidebar_fill_color&#39;: &#39;000000&#39;,
  &#39;profile_text_color&#39;: &#39;000000&#39;,
  &#39;profile_use_background_image&#39;: False,
  &#39;has_extended_profile&#39;: False,
  &#39;default_profile&#39;: False,
  &#39;default_profile_image&#39;: False,
  &#39;following&#39;: False,
  &#39;follow_request_sent&#39;: False,
  &#39;notifications&#39;: False,
  &#39;translator_type&#39;: &#39;none&#39;},
 &#39;geo&#39;: None,
 &#39;coordinates&#39;: None,
 &#39;place&#39;: None,
 &#39;contributors&#39;: None,
 &#39;is_quote_status&#39;: False,
 &#39;retweet_count&#39;: 5601,
 &#39;favorite_count&#39;: 30882,
 &#39;favorited&#39;: False,
 &#39;retweeted&#39;: False,
 &#39;possibly_sensitive&#39;: False,
 &#39;possibly_sensitive_appealable&#39;: False,
 &#39;lang&#39;: &#39;en&#39;}</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># List of tweets with exception (error) </span>
<span class="n">tweet_error</span> <span class="o">=</span> <span class="p">[]</span>

<span class="c1"># List of tweets (without error)</span>
<span class="n">tweet_df</span> <span class="o">=</span> <span class="p">[]</span>

<span class="c1"># Displaying start time of query</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Start time is:&#39;</span><span class="p">,</span> <span class="n">datetime</span><span class="o">.</span><span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span><span class="o">.</span><span class="n">time</span><span class="p">())</span>

<span class="c1"># Start time</span>
<span class="n">start_time</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>


<span class="c1"># Qurying tweet (json) and attaching to tweet_df</span>
<span class="k">for</span> <span class="n">tweet_id</span> <span class="ow">in</span> <span class="n">tweet_ids</span><span class="p">:</span>
    <span class="k">try</span><span class="p">:</span>
        <span class="n">tweet</span> <span class="o">=</span> <span class="n">api</span><span class="o">.</span><span class="n">get_status</span><span class="p">(</span><span class="n">tweet_id</span><span class="p">,</span> <span class="n">tweet_mode</span><span class="o">=</span> <span class="s1">&#39;extended&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">_json</span> 
        
        <span class="n">favorite_count</span> <span class="o">=</span> <span class="n">tweet</span><span class="p">[</span><span class="s1">&#39;favorite_count&#39;</span><span class="p">]</span> <span class="c1"># Number of favorites (&quot;like&quot;)</span>
        <span class="n">retweet_count</span> <span class="o">=</span> <span class="n">tweet</span><span class="p">[</span><span class="s1">&#39;retweet_count&#39;</span><span class="p">]</span> <span class="c1"># Number of retweets</span>
        <span class="n">friends_count</span> <span class="o">=</span> <span class="n">tweet</span><span class="p">[</span><span class="s1">&#39;user&#39;</span><span class="p">][</span><span class="s1">&#39;friends_count&#39;</span><span class="p">]</span> <span class="c1"># Number of friends a user has</span>
        
        <span class="n">tweet_df</span><span class="o">.</span><span class="n">append</span><span class="p">({</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">:</span> <span class="nb">int</span><span class="p">(</span><span class="n">tweet_id</span><span class="p">),</span>
                        <span class="s1">&#39;favorite_count&#39;</span><span class="p">:</span> <span class="nb">int</span><span class="p">(</span><span class="n">favorite_count</span><span class="p">),</span>
                        <span class="s1">&#39;retweet_count&#39;</span><span class="p">:</span> <span class="nb">int</span><span class="p">(</span><span class="n">retweet_count</span><span class="p">),</span>
                        <span class="s1">&#39;friends_count&#39;</span><span class="p">:</span> <span class="nb">int</span><span class="p">(</span><span class="n">friends_count</span><span class="p">)})</span>
                       
    <span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
        <span class="nb">print</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">tweet_id</span><span class="p">)</span><span class="o">+</span> <span class="s2">&quot; _ &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">e</span><span class="p">))</span>
        <span class="n">tweet_error</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tweet_id</span><span class="p">)</span>
        
<span class="c1"># End time</span>
<span class="n">end_time</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;End time is:&#39;</span><span class="p">,</span> <span class="n">datetime</span><span class="o">.</span><span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span><span class="o">.</span><span class="n">time</span><span class="p">())</span>

<span class="c1"># Displaying total execution time</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Total time taken&#39;</span><span class="p">,</span> <span class="n">end_time</span> <span class="o">-</span> <span class="n">start_time</span><span class="p">)</span>
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<pre>Start time is: 16:35:26.677263
888202515573088257 _ [{&#39;code&#39;: 144, &#39;message&#39;: &#39;No status found with that ID.&#39;}]
873697596434513921 _ [{&#39;code&#39;: 144, &#39;message&#39;: &#39;No status found with that ID.&#39;}]
872668790621863937 _ [{&#39;code&#39;: 144, &#39;message&#39;: &#39;No status found with that ID.&#39;}]
872261713294495745 _ [{&#39;code&#39;: 144, &#39;message&#39;: &#39;No status found with that ID.&#39;}]
869988702071779329 _ [{&#39;code&#39;: 144, &#39;message&#39;: &#39;No status found with that ID.&#39;}]
866816280283807744 _ [{&#39;code&#39;: 144, &#39;message&#39;: &#39;No status found with that ID.&#39;}]
861769973181624320 _ [{&#39;code&#39;: 144, &#39;message&#39;: &#39;No status found with that ID.&#39;}]
856602993587888130 _ [{&#39;code&#39;: 144, &#39;message&#39;: &#39;No status found with that ID.&#39;}]
851953902622658560 _ [{&#39;code&#39;: 144, &#39;message&#39;: &#39;No status found with that ID.&#39;}]
845459076796616705 _ [{&#39;code&#39;: 144, &#39;message&#39;: &#39;No status found with that ID.&#39;}]
844704788403113984 _ [{&#39;code&#39;: 144, &#39;message&#39;: &#39;No status found with that ID.&#39;}]
842892208864923648 _ [{&#39;code&#39;: 144, &#39;message&#39;: &#39;No status found with that ID.&#39;}]
837366284874571778 _ [{&#39;code&#39;: 144, &#39;message&#39;: &#39;No status found with that ID.&#39;}]
837012587749474308 _ [{&#39;code&#39;: 144, &#39;message&#39;: &#39;No status found with that ID.&#39;}]
829374341691346946 _ [{&#39;code&#39;: 144, &#39;message&#39;: &#39;No status found with that ID.&#39;}]
827228250799742977 _ [{&#39;code&#39;: 144, &#39;message&#39;: &#39;No status found with that ID.&#39;}]
812747805718642688 _ [{&#39;code&#39;: 144, &#39;message&#39;: &#39;No status found with that ID.&#39;}]
802247111496568832 _ [{&#39;code&#39;: 144, &#39;message&#39;: &#39;No status found with that ID.&#39;}]
779123168116150273 _ [{&#39;code&#39;: 144, &#39;message&#39;: &#39;No status found with that ID.&#39;}]
775096608509886464 _ [{&#39;code&#39;: 144, &#39;message&#39;: &#39;No status found with that ID.&#39;}]
771004394259247104 _ [{&#39;code&#39;: 179, &#39;message&#39;: &#39;Sorry, you are not authorized to see this status.&#39;}]
770743923962707968 _ [{&#39;code&#39;: 144, &#39;message&#39;: &#39;No status found with that ID.&#39;}]
759566828574212096 _ [{&#39;code&#39;: 144, &#39;message&#39;: &#39;No status found with that ID.&#39;}]
Rate limit reached. Sleeping for: 688
754011816964026368 _ [{&#39;code&#39;: 144, &#39;message&#39;: &#39;No status found with that ID.&#39;}]
680055455951884288 _ [{&#39;code&#39;: 144, &#39;message&#39;: &#39;No status found with that ID.&#39;}]
Rate limit reached. Sleeping for: 739
End time is: 17:06:25.780103
Total time taken 1859.1021347045898
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Tweets without errror</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Number of Tweet without errors&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tweet_df</span><span class="p">))</span>

<span class="c1"># Tweets with error</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Number of Tweet with errors&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tweet_error</span><span class="p">))</span>
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<pre>Number of Tweet without errors 2331
Number of Tweet with errors 25
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Creating and saving DataFrame from tweet data</span>
<span class="n">tweet_json</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">tweet_df</span><span class="p">,</span> <span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">,</span> <span class="s1">&#39;favorite_count&#39;</span><span class="p">,</span> <span class="s1">&#39;retweet_count&#39;</span><span class="p">,</span>
                                               <span class="s1">&#39;friends_count&#39;</span><span class="p">])</span>

<span class="n">tweet_json</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;tweet_json.txt&#39;</span><span class="p">,</span> <span class="n">encoding</span> <span class="o">=</span> <span class="s1">&#39;utf-8&#39;</span><span class="p">,</span> <span class="n">index</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="c1"># Importing the tweet_json DataFrame</span>
<span class="n">tweet_api</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;tweet_json.txt&#39;</span><span class="p">,</span> <span class="n">encoding</span> <span class="o">=</span> <span class="s1">&#39;utf-8&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Displaying first 5 rows</span>
<span class="n">tweet_api</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>favorite_count</th>
      <th>retweet_count</th>
      <th>friends_count</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>892420643555336193</td>
      <td>35744</td>
      <td>7561</td>
      <td>17</td>
    </tr>
    <tr>
      <th>1</th>
      <td>892177421306343426</td>
      <td>30882</td>
      <td>5601</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2</th>
      <td>891815181378084864</td>
      <td>23230</td>
      <td>3712</td>
      <td>17</td>
    </tr>
    <tr>
      <th>3</th>
      <td>891689557279858688</td>
      <td>39049</td>
      <td>7745</td>
      <td>17</td>
    </tr>
    <tr>
      <th>4</th>
      <td>891327558926688256</td>
      <td>37292</td>
      <td>8340</td>
      <td>17</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

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<h2 id="Assessing-Data">Assessing Data<a class="anchor-link" href="#Assessing-Data">&#182;</a></h2><p>The pieces of data that has been gathered will now be assessed visually and programmatically for quality and tidiness issues. We will be looking out for at least eight quality and two tidiness issues and documenting them.</p>

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<h3 id="Visual-Assessment">Visual Assessment<a class="anchor-link" href="#Visual-Assessment">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[15]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">twitter_enhanced</span>
</pre></div>

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<style scoped>
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        text-align: right;
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>in_reply_to_status_id</th>
      <th>in_reply_to_user_id</th>
      <th>timestamp</th>
      <th>source</th>
      <th>text</th>
      <th>retweeted_status_id</th>
      <th>retweeted_status_user_id</th>
      <th>retweeted_status_timestamp</th>
      <th>expanded_urls</th>
      <th>rating_numerator</th>
      <th>rating_denominator</th>
      <th>name</th>
      <th>doggo</th>
      <th>floofer</th>
      <th>pupper</th>
      <th>puppo</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>892420643555336193</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-08-01 16:23:56 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Phineas. He's a mystical boy. Only eve...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/892420643...</td>
      <td>13</td>
      <td>10</td>
      <td>Phineas</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1</th>
      <td>892177421306343426</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-08-01 00:17:27 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Tilly. She's just checking pup on you....</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/892177421...</td>
      <td>13</td>
      <td>10</td>
      <td>Tilly</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2</th>
      <td>891815181378084864</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-31 00:18:03 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Archie. He is a rare Norwegian Pouncin...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/891815181...</td>
      <td>12</td>
      <td>10</td>
      <td>Archie</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>3</th>
      <td>891689557279858688</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-30 15:58:51 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Darla. She commenced a snooze mid meal...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/891689557...</td>
      <td>13</td>
      <td>10</td>
      <td>Darla</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>4</th>
      <td>891327558926688256</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-29 16:00:24 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Franklin. He would like you to stop ca...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/891327558...</td>
      <td>12</td>
      <td>10</td>
      <td>Franklin</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>5</th>
      <td>891087950875897856</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-29 00:08:17 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here we have a majestic great white breaching ...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/891087950...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6</th>
      <td>890971913173991426</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-28 16:27:12 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Meet Jax. He enjoys ice cream so much he gets ...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://gofundme.com/ydvmve-surgery-for-jax,ht...</td>
      <td>13</td>
      <td>10</td>
      <td>Jax</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>7</th>
      <td>890729181411237888</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-28 00:22:40 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>When you watch your owner call another dog a g...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/890729181...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>8</th>
      <td>890609185150312448</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-27 16:25:51 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Zoey. She doesn't want to be one of th...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/890609185...</td>
      <td>13</td>
      <td>10</td>
      <td>Zoey</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>9</th>
      <td>890240255349198849</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-26 15:59:51 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Cassie. She is a college pup. Studying...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/890240255...</td>
      <td>14</td>
      <td>10</td>
      <td>Cassie</td>
      <td>doggo</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>10</th>
      <td>890006608113172480</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-26 00:31:25 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Koda. He is a South Australian decksha...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/890006608...</td>
      <td>13</td>
      <td>10</td>
      <td>Koda</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>11</th>
      <td>889880896479866881</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-25 16:11:53 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Bruno. He is a service shark. Only get...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/889880896...</td>
      <td>13</td>
      <td>10</td>
      <td>Bruno</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>12</th>
      <td>889665388333682689</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-25 01:55:32 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here's a puppo that seems to be on the fence a...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/889665388...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>13</th>
      <td>889638837579907072</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-25 00:10:02 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Ted. He does his best. Sometimes that'...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/889638837...</td>
      <td>12</td>
      <td>10</td>
      <td>Ted</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>14</th>
      <td>889531135344209921</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-24 17:02:04 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Stuart. He's sporting his favorite fan...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/889531135...</td>
      <td>13</td>
      <td>10</td>
      <td>Stuart</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>15</th>
      <td>889278841981685760</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-24 00:19:32 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Oliver. You're witnessing one of his m...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/889278841...</td>
      <td>13</td>
      <td>10</td>
      <td>Oliver</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>16</th>
      <td>888917238123831296</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-23 00:22:39 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Jim. He found a fren. Taught him how t...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/888917238...</td>
      <td>12</td>
      <td>10</td>
      <td>Jim</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>17</th>
      <td>888804989199671297</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-22 16:56:37 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Zeke. He has a new stick. Very proud o...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/888804989...</td>
      <td>13</td>
      <td>10</td>
      <td>Zeke</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>18</th>
      <td>888554962724278272</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-22 00:23:06 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Ralphus. He's powering up. Attempting ...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/888554962...</td>
      <td>13</td>
      <td>10</td>
      <td>Ralphus</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>19</th>
      <td>888202515573088257</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-21 01:02:36 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: This is Canela. She attempted s...</td>
      <td>8.874740e+17</td>
      <td>4.196984e+09</td>
      <td>2017-07-19 00:47:34 +0000</td>
      <td>https://twitter.com/dog_rates/status/887473957...</td>
      <td>13</td>
      <td>10</td>
      <td>Canela</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>20</th>
      <td>888078434458587136</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-20 16:49:33 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Gerald. He was just told he didn't get...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/888078434...</td>
      <td>12</td>
      <td>10</td>
      <td>Gerald</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>21</th>
      <td>887705289381826560</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-19 16:06:48 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Jeffrey. He has a monopoly on the pool...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/887705289...</td>
      <td>13</td>
      <td>10</td>
      <td>Jeffrey</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>22</th>
      <td>887517139158093824</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-19 03:39:09 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>I've yet to rate a Venezuelan Hover Wiener. Th...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/887517139...</td>
      <td>14</td>
      <td>10</td>
      <td>such</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>23</th>
      <td>887473957103951883</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-19 00:47:34 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Canela. She attempted some fancy porch...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/887473957...</td>
      <td>13</td>
      <td>10</td>
      <td>Canela</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>24</th>
      <td>887343217045368832</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-18 16:08:03 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>You may not have known you needed to see this ...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/887343217...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>25</th>
      <td>887101392804085760</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-18 00:07:08 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This... is a Jubilant Antarctic House Bear. We...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/887101392...</td>
      <td>12</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>26</th>
      <td>886983233522544640</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-17 16:17:36 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Maya. She's very shy. Rarely leaves he...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/886983233...</td>
      <td>13</td>
      <td>10</td>
      <td>Maya</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>27</th>
      <td>886736880519319552</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-16 23:58:41 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Mingus. He's a wonderful father to his...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://www.gofundme.com/mingusneedsus,https:/...</td>
      <td>13</td>
      <td>10</td>
      <td>Mingus</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>28</th>
      <td>886680336477933568</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-16 20:14:00 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Derek. He's late for a dog meeting. 13...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/886680336...</td>
      <td>13</td>
      <td>10</td>
      <td>Derek</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>29</th>
      <td>886366144734445568</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-07-15 23:25:31 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Roscoe. Another pupper fallen victim t...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/886366144...</td>
      <td>12</td>
      <td>10</td>
      <td>Roscoe</td>
      <td>None</td>
      <td>None</td>
      <td>pupper</td>
      <td>None</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>2326</th>
      <td>666411507551481857</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-17 00:24:19 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is quite the dog. Gets really excited whe...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666411507...</td>
      <td>2</td>
      <td>10</td>
      <td>quite</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2327</th>
      <td>666407126856765440</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-17 00:06:54 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is a southern Vesuvius bumblegruff. Can d...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666407126...</td>
      <td>7</td>
      <td>10</td>
      <td>a</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2328</th>
      <td>666396247373291520</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 23:23:41 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Oh goodness. A super rare northeast Qdoba kang...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666396247...</td>
      <td>9</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2329</th>
      <td>666373753744588802</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 21:54:18 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Those are sunglasses and a jean jacket. 11/10 ...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666373753...</td>
      <td>11</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2330</th>
      <td>666362758909284353</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 21:10:36 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Unique dog here. Very small. Lives in containe...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666362758...</td>
      <td>6</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2331</th>
      <td>666353288456101888</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 20:32:58 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here we have a mixed Asiago from the Galápagos...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666353288...</td>
      <td>8</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2332</th>
      <td>666345417576210432</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 20:01:42 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Look at this jokester thinking seat belt laws ...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666345417...</td>
      <td>10</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2333</th>
      <td>666337882303524864</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 19:31:45 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is an extremely rare horned Parthenon. No...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666337882...</td>
      <td>9</td>
      <td>10</td>
      <td>an</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2334</th>
      <td>666293911632134144</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 16:37:02 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is a funny dog. Weird toes. Won't come do...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666293911...</td>
      <td>3</td>
      <td>10</td>
      <td>a</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2335</th>
      <td>666287406224695296</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 16:11:11 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is an Albanian 3 1/2 legged  Episcopalian...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666287406...</td>
      <td>1</td>
      <td>2</td>
      <td>an</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2336</th>
      <td>666273097616637952</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 15:14:19 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Can take selfies 11/10 https://t.co/ws2AMaNwPW</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666273097...</td>
      <td>11</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2337</th>
      <td>666268910803644416</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 14:57:41 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Very concerned about fellow dog trapped in com...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666268910...</td>
      <td>10</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2338</th>
      <td>666104133288665088</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 04:02:55 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Not familiar with this breed. No tail (weird)....</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666104133...</td>
      <td>1</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2339</th>
      <td>666102155909144576</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 03:55:04 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Oh my. Here you are seeing an Adobe Setter giv...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666102155...</td>
      <td>11</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2340</th>
      <td>666099513787052032</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 03:44:34 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Can stand on stump for what seems like a while...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666099513...</td>
      <td>8</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2341</th>
      <td>666094000022159362</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 03:22:39 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This appears to be a Mongolian Presbyterian mi...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666094000...</td>
      <td>9</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2342</th>
      <td>666082916733198337</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 02:38:37 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here we have a well-established sunblockerspan...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666082916...</td>
      <td>6</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2343</th>
      <td>666073100786774016</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 01:59:36 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Let's hope this flight isn't Malaysian (lol). ...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666073100...</td>
      <td>10</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2344</th>
      <td>666071193221509120</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 01:52:02 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here we have a northern speckled Rhododendron....</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666071193...</td>
      <td>9</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2345</th>
      <td>666063827256086533</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 01:22:45 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is the happiest dog you will ever see. Ve...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666063827...</td>
      <td>10</td>
      <td>10</td>
      <td>the</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2346</th>
      <td>666058600524156928</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 01:01:59 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here is the Rand Paul of retrievers folks! He'...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666058600...</td>
      <td>8</td>
      <td>10</td>
      <td>the</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2347</th>
      <td>666057090499244032</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 00:55:59 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>My oh my. This is a rare blond Canadian terrie...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666057090...</td>
      <td>9</td>
      <td>10</td>
      <td>a</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2348</th>
      <td>666055525042405380</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 00:49:46 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here is a Siberian heavily armored polar bear ...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666055525...</td>
      <td>10</td>
      <td>10</td>
      <td>a</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2349</th>
      <td>666051853826850816</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 00:35:11 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is an odd dog. Hard on the outside but lo...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666051853...</td>
      <td>2</td>
      <td>10</td>
      <td>an</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2350</th>
      <td>666050758794694657</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 00:30:50 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is a truly beautiful English Wilson Staff...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666050758...</td>
      <td>10</td>
      <td>10</td>
      <td>a</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2351</th>
      <td>666049248165822465</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 00:24:50 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here we have a 1949 1st generation vulpix. Enj...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666049248...</td>
      <td>5</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2352</th>
      <td>666044226329800704</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-16 00:04:52 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is a purebred Piers Morgan. Loves to Netf...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666044226...</td>
      <td>6</td>
      <td>10</td>
      <td>a</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2353</th>
      <td>666033412701032449</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-15 23:21:54 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here is a very happy pup. Big fan of well-main...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666033412...</td>
      <td>9</td>
      <td>10</td>
      <td>a</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2354</th>
      <td>666029285002620928</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-15 23:05:30 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is a western brown Mitsubishi terrier. Up...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666029285...</td>
      <td>7</td>
      <td>10</td>
      <td>a</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2355</th>
      <td>666020888022790149</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-15 22:32:08 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here we have a Japanese Irish Setter. Lost eye...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/666020888...</td>
      <td>8</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
  </tbody>
</table>
<p>2356 rows × 17 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[16]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">image_predictions</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[16]:</div>


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>jpg_url</th>
      <th>img_num</th>
      <th>p1</th>
      <th>p1_conf</th>
      <th>p1_dog</th>
      <th>p2</th>
      <th>p2_conf</th>
      <th>p2_dog</th>
      <th>p3</th>
      <th>p3_conf</th>
      <th>p3_dog</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>666020888022790149</td>
      <td>https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg</td>
      <td>1</td>
      <td>Welsh_springer_spaniel</td>
      <td>0.465074</td>
      <td>True</td>
      <td>collie</td>
      <td>0.156665</td>
      <td>True</td>
      <td>Shetland_sheepdog</td>
      <td>0.061428</td>
      <td>True</td>
    </tr>
    <tr>
      <th>1</th>
      <td>666029285002620928</td>
      <td>https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg</td>
      <td>1</td>
      <td>redbone</td>
      <td>0.506826</td>
      <td>True</td>
      <td>miniature_pinscher</td>
      <td>0.074192</td>
      <td>True</td>
      <td>Rhodesian_ridgeback</td>
      <td>0.072010</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2</th>
      <td>666033412701032449</td>
      <td>https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg</td>
      <td>1</td>
      <td>German_shepherd</td>
      <td>0.596461</td>
      <td>True</td>
      <td>malinois</td>
      <td>0.138584</td>
      <td>True</td>
      <td>bloodhound</td>
      <td>0.116197</td>
      <td>True</td>
    </tr>
    <tr>
      <th>3</th>
      <td>666044226329800704</td>
      <td>https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg</td>
      <td>1</td>
      <td>Rhodesian_ridgeback</td>
      <td>0.408143</td>
      <td>True</td>
      <td>redbone</td>
      <td>0.360687</td>
      <td>True</td>
      <td>miniature_pinscher</td>
      <td>0.222752</td>
      <td>True</td>
    </tr>
    <tr>
      <th>4</th>
      <td>666049248165822465</td>
      <td>https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg</td>
      <td>1</td>
      <td>miniature_pinscher</td>
      <td>0.560311</td>
      <td>True</td>
      <td>Rottweiler</td>
      <td>0.243682</td>
      <td>True</td>
      <td>Doberman</td>
      <td>0.154629</td>
      <td>True</td>
    </tr>
    <tr>
      <th>5</th>
      <td>666050758794694657</td>
      <td>https://pbs.twimg.com/media/CT5Jof1WUAEuVxN.jpg</td>
      <td>1</td>
      <td>Bernese_mountain_dog</td>
      <td>0.651137</td>
      <td>True</td>
      <td>English_springer</td>
      <td>0.263788</td>
      <td>True</td>
      <td>Greater_Swiss_Mountain_dog</td>
      <td>0.016199</td>
      <td>True</td>
    </tr>
    <tr>
      <th>6</th>
      <td>666051853826850816</td>
      <td>https://pbs.twimg.com/media/CT5KoJ1WoAAJash.jpg</td>
      <td>1</td>
      <td>box_turtle</td>
      <td>0.933012</td>
      <td>False</td>
      <td>mud_turtle</td>
      <td>0.045885</td>
      <td>False</td>
      <td>terrapin</td>
      <td>0.017885</td>
      <td>False</td>
    </tr>
    <tr>
      <th>7</th>
      <td>666055525042405380</td>
      <td>https://pbs.twimg.com/media/CT5N9tpXIAAifs1.jpg</td>
      <td>1</td>
      <td>chow</td>
      <td>0.692517</td>
      <td>True</td>
      <td>Tibetan_mastiff</td>
      <td>0.058279</td>
      <td>True</td>
      <td>fur_coat</td>
      <td>0.054449</td>
      <td>False</td>
    </tr>
    <tr>
      <th>8</th>
      <td>666057090499244032</td>
      <td>https://pbs.twimg.com/media/CT5PY90WoAAQGLo.jpg</td>
      <td>1</td>
      <td>shopping_cart</td>
      <td>0.962465</td>
      <td>False</td>
      <td>shopping_basket</td>
      <td>0.014594</td>
      <td>False</td>
      <td>golden_retriever</td>
      <td>0.007959</td>
      <td>True</td>
    </tr>
    <tr>
      <th>9</th>
      <td>666058600524156928</td>
      <td>https://pbs.twimg.com/media/CT5Qw94XAAA_2dP.jpg</td>
      <td>1</td>
      <td>miniature_poodle</td>
      <td>0.201493</td>
      <td>True</td>
      <td>komondor</td>
      <td>0.192305</td>
      <td>True</td>
      <td>soft-coated_wheaten_terrier</td>
      <td>0.082086</td>
      <td>True</td>
    </tr>
    <tr>
      <th>10</th>
      <td>666063827256086533</td>
      <td>https://pbs.twimg.com/media/CT5Vg_wXIAAXfnj.jpg</td>
      <td>1</td>
      <td>golden_retriever</td>
      <td>0.775930</td>
      <td>True</td>
      <td>Tibetan_mastiff</td>
      <td>0.093718</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.072427</td>
      <td>True</td>
    </tr>
    <tr>
      <th>11</th>
      <td>666071193221509120</td>
      <td>https://pbs.twimg.com/media/CT5cN_3WEAAlOoZ.jpg</td>
      <td>1</td>
      <td>Gordon_setter</td>
      <td>0.503672</td>
      <td>True</td>
      <td>Yorkshire_terrier</td>
      <td>0.174201</td>
      <td>True</td>
      <td>Pekinese</td>
      <td>0.109454</td>
      <td>True</td>
    </tr>
    <tr>
      <th>12</th>
      <td>666073100786774016</td>
      <td>https://pbs.twimg.com/media/CT5d9DZXAAALcwe.jpg</td>
      <td>1</td>
      <td>Walker_hound</td>
      <td>0.260857</td>
      <td>True</td>
      <td>English_foxhound</td>
      <td>0.175382</td>
      <td>True</td>
      <td>Ibizan_hound</td>
      <td>0.097471</td>
      <td>True</td>
    </tr>
    <tr>
      <th>13</th>
      <td>666082916733198337</td>
      <td>https://pbs.twimg.com/media/CT5m4VGWEAAtKc8.jpg</td>
      <td>1</td>
      <td>pug</td>
      <td>0.489814</td>
      <td>True</td>
      <td>bull_mastiff</td>
      <td>0.404722</td>
      <td>True</td>
      <td>French_bulldog</td>
      <td>0.048960</td>
      <td>True</td>
    </tr>
    <tr>
      <th>14</th>
      <td>666094000022159362</td>
      <td>https://pbs.twimg.com/media/CT5w9gUW4AAsBNN.jpg</td>
      <td>1</td>
      <td>bloodhound</td>
      <td>0.195217</td>
      <td>True</td>
      <td>German_shepherd</td>
      <td>0.078260</td>
      <td>True</td>
      <td>malinois</td>
      <td>0.075628</td>
      <td>True</td>
    </tr>
    <tr>
      <th>15</th>
      <td>666099513787052032</td>
      <td>https://pbs.twimg.com/media/CT51-JJUEAA6hV8.jpg</td>
      <td>1</td>
      <td>Lhasa</td>
      <td>0.582330</td>
      <td>True</td>
      <td>Shih-Tzu</td>
      <td>0.166192</td>
      <td>True</td>
      <td>Dandie_Dinmont</td>
      <td>0.089688</td>
      <td>True</td>
    </tr>
    <tr>
      <th>16</th>
      <td>666102155909144576</td>
      <td>https://pbs.twimg.com/media/CT54YGiWUAEZnoK.jpg</td>
      <td>1</td>
      <td>English_setter</td>
      <td>0.298617</td>
      <td>True</td>
      <td>Newfoundland</td>
      <td>0.149842</td>
      <td>True</td>
      <td>borzoi</td>
      <td>0.133649</td>
      <td>True</td>
    </tr>
    <tr>
      <th>17</th>
      <td>666104133288665088</td>
      <td>https://pbs.twimg.com/media/CT56LSZWoAAlJj2.jpg</td>
      <td>1</td>
      <td>hen</td>
      <td>0.965932</td>
      <td>False</td>
      <td>cock</td>
      <td>0.033919</td>
      <td>False</td>
      <td>partridge</td>
      <td>0.000052</td>
      <td>False</td>
    </tr>
    <tr>
      <th>18</th>
      <td>666268910803644416</td>
      <td>https://pbs.twimg.com/media/CT8QCd1WEAADXws.jpg</td>
      <td>1</td>
      <td>desktop_computer</td>
      <td>0.086502</td>
      <td>False</td>
      <td>desk</td>
      <td>0.085547</td>
      <td>False</td>
      <td>bookcase</td>
      <td>0.079480</td>
      <td>False</td>
    </tr>
    <tr>
      <th>19</th>
      <td>666273097616637952</td>
      <td>https://pbs.twimg.com/media/CT8T1mtUwAA3aqm.jpg</td>
      <td>1</td>
      <td>Italian_greyhound</td>
      <td>0.176053</td>
      <td>True</td>
      <td>toy_terrier</td>
      <td>0.111884</td>
      <td>True</td>
      <td>basenji</td>
      <td>0.111152</td>
      <td>True</td>
    </tr>
    <tr>
      <th>20</th>
      <td>666287406224695296</td>
      <td>https://pbs.twimg.com/media/CT8g3BpUEAAuFjg.jpg</td>
      <td>1</td>
      <td>Maltese_dog</td>
      <td>0.857531</td>
      <td>True</td>
      <td>toy_poodle</td>
      <td>0.063064</td>
      <td>True</td>
      <td>miniature_poodle</td>
      <td>0.025581</td>
      <td>True</td>
    </tr>
    <tr>
      <th>21</th>
      <td>666293911632134144</td>
      <td>https://pbs.twimg.com/media/CT8mx7KW4AEQu8N.jpg</td>
      <td>1</td>
      <td>three-toed_sloth</td>
      <td>0.914671</td>
      <td>False</td>
      <td>otter</td>
      <td>0.015250</td>
      <td>False</td>
      <td>great_grey_owl</td>
      <td>0.013207</td>
      <td>False</td>
    </tr>
    <tr>
      <th>22</th>
      <td>666337882303524864</td>
      <td>https://pbs.twimg.com/media/CT9OwFIWEAMuRje.jpg</td>
      <td>1</td>
      <td>ox</td>
      <td>0.416669</td>
      <td>False</td>
      <td>Newfoundland</td>
      <td>0.278407</td>
      <td>True</td>
      <td>groenendael</td>
      <td>0.102643</td>
      <td>True</td>
    </tr>
    <tr>
      <th>23</th>
      <td>666345417576210432</td>
      <td>https://pbs.twimg.com/media/CT9Vn7PWoAA_ZCM.jpg</td>
      <td>1</td>
      <td>golden_retriever</td>
      <td>0.858744</td>
      <td>True</td>
      <td>Chesapeake_Bay_retriever</td>
      <td>0.054787</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.014241</td>
      <td>True</td>
    </tr>
    <tr>
      <th>24</th>
      <td>666353288456101888</td>
      <td>https://pbs.twimg.com/media/CT9cx0tUEAAhNN_.jpg</td>
      <td>1</td>
      <td>malamute</td>
      <td>0.336874</td>
      <td>True</td>
      <td>Siberian_husky</td>
      <td>0.147655</td>
      <td>True</td>
      <td>Eskimo_dog</td>
      <td>0.093412</td>
      <td>True</td>
    </tr>
    <tr>
      <th>25</th>
      <td>666362758909284353</td>
      <td>https://pbs.twimg.com/media/CT9lXGsUcAAyUFt.jpg</td>
      <td>1</td>
      <td>guinea_pig</td>
      <td>0.996496</td>
      <td>False</td>
      <td>skunk</td>
      <td>0.002402</td>
      <td>False</td>
      <td>hamster</td>
      <td>0.000461</td>
      <td>False</td>
    </tr>
    <tr>
      <th>26</th>
      <td>666373753744588802</td>
      <td>https://pbs.twimg.com/media/CT9vZEYWUAAlZ05.jpg</td>
      <td>1</td>
      <td>soft-coated_wheaten_terrier</td>
      <td>0.326467</td>
      <td>True</td>
      <td>Afghan_hound</td>
      <td>0.259551</td>
      <td>True</td>
      <td>briard</td>
      <td>0.206803</td>
      <td>True</td>
    </tr>
    <tr>
      <th>27</th>
      <td>666396247373291520</td>
      <td>https://pbs.twimg.com/media/CT-D2ZHWIAA3gK1.jpg</td>
      <td>1</td>
      <td>Chihuahua</td>
      <td>0.978108</td>
      <td>True</td>
      <td>toy_terrier</td>
      <td>0.009397</td>
      <td>True</td>
      <td>papillon</td>
      <td>0.004577</td>
      <td>True</td>
    </tr>
    <tr>
      <th>28</th>
      <td>666407126856765440</td>
      <td>https://pbs.twimg.com/media/CT-NvwmW4AAugGZ.jpg</td>
      <td>1</td>
      <td>black-and-tan_coonhound</td>
      <td>0.529139</td>
      <td>True</td>
      <td>bloodhound</td>
      <td>0.244220</td>
      <td>True</td>
      <td>flat-coated_retriever</td>
      <td>0.173810</td>
      <td>True</td>
    </tr>
    <tr>
      <th>29</th>
      <td>666411507551481857</td>
      <td>https://pbs.twimg.com/media/CT-RugiWIAELEaq.jpg</td>
      <td>1</td>
      <td>coho</td>
      <td>0.404640</td>
      <td>False</td>
      <td>barracouta</td>
      <td>0.271485</td>
      <td>False</td>
      <td>gar</td>
      <td>0.189945</td>
      <td>False</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>2045</th>
      <td>886366144734445568</td>
      <td>https://pbs.twimg.com/media/DE0BTnQUwAApKEH.jpg</td>
      <td>1</td>
      <td>French_bulldog</td>
      <td>0.999201</td>
      <td>True</td>
      <td>Chihuahua</td>
      <td>0.000361</td>
      <td>True</td>
      <td>Boston_bull</td>
      <td>0.000076</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2046</th>
      <td>886680336477933568</td>
      <td>https://pbs.twimg.com/media/DE4fEDzWAAAyHMM.jpg</td>
      <td>1</td>
      <td>convertible</td>
      <td>0.738995</td>
      <td>False</td>
      <td>sports_car</td>
      <td>0.139952</td>
      <td>False</td>
      <td>car_wheel</td>
      <td>0.044173</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2047</th>
      <td>886736880519319552</td>
      <td>https://pbs.twimg.com/media/DE5Se8FXcAAJFx4.jpg</td>
      <td>1</td>
      <td>kuvasz</td>
      <td>0.309706</td>
      <td>True</td>
      <td>Great_Pyrenees</td>
      <td>0.186136</td>
      <td>True</td>
      <td>Dandie_Dinmont</td>
      <td>0.086346</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2048</th>
      <td>886983233522544640</td>
      <td>https://pbs.twimg.com/media/DE8yicJW0AAAvBJ.jpg</td>
      <td>2</td>
      <td>Chihuahua</td>
      <td>0.793469</td>
      <td>True</td>
      <td>toy_terrier</td>
      <td>0.143528</td>
      <td>True</td>
      <td>can_opener</td>
      <td>0.032253</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2049</th>
      <td>887101392804085760</td>
      <td>https://pbs.twimg.com/media/DE-eAq6UwAA-jaE.jpg</td>
      <td>1</td>
      <td>Samoyed</td>
      <td>0.733942</td>
      <td>True</td>
      <td>Eskimo_dog</td>
      <td>0.035029</td>
      <td>True</td>
      <td>Staffordshire_bullterrier</td>
      <td>0.029705</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2050</th>
      <td>887343217045368832</td>
      <td>https://pbs.twimg.com/ext_tw_video_thumb/88734...</td>
      <td>1</td>
      <td>Mexican_hairless</td>
      <td>0.330741</td>
      <td>True</td>
      <td>sea_lion</td>
      <td>0.275645</td>
      <td>False</td>
      <td>Weimaraner</td>
      <td>0.134203</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2051</th>
      <td>887473957103951883</td>
      <td>https://pbs.twimg.com/media/DFDw2tyUQAAAFke.jpg</td>
      <td>2</td>
      <td>Pembroke</td>
      <td>0.809197</td>
      <td>True</td>
      <td>Rhodesian_ridgeback</td>
      <td>0.054950</td>
      <td>True</td>
      <td>beagle</td>
      <td>0.038915</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2052</th>
      <td>887517139158093824</td>
      <td>https://pbs.twimg.com/ext_tw_video_thumb/88751...</td>
      <td>1</td>
      <td>limousine</td>
      <td>0.130432</td>
      <td>False</td>
      <td>tow_truck</td>
      <td>0.029175</td>
      <td>False</td>
      <td>shopping_cart</td>
      <td>0.026321</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2053</th>
      <td>887705289381826560</td>
      <td>https://pbs.twimg.com/media/DFHDQBbXgAEqY7t.jpg</td>
      <td>1</td>
      <td>basset</td>
      <td>0.821664</td>
      <td>True</td>
      <td>redbone</td>
      <td>0.087582</td>
      <td>True</td>
      <td>Weimaraner</td>
      <td>0.026236</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2054</th>
      <td>888078434458587136</td>
      <td>https://pbs.twimg.com/media/DFMWn56WsAAkA7B.jpg</td>
      <td>1</td>
      <td>French_bulldog</td>
      <td>0.995026</td>
      <td>True</td>
      <td>pug</td>
      <td>0.000932</td>
      <td>True</td>
      <td>bull_mastiff</td>
      <td>0.000903</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2055</th>
      <td>888202515573088257</td>
      <td>https://pbs.twimg.com/media/DFDw2tyUQAAAFke.jpg</td>
      <td>2</td>
      <td>Pembroke</td>
      <td>0.809197</td>
      <td>True</td>
      <td>Rhodesian_ridgeback</td>
      <td>0.054950</td>
      <td>True</td>
      <td>beagle</td>
      <td>0.038915</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2056</th>
      <td>888554962724278272</td>
      <td>https://pbs.twimg.com/media/DFTH_O-UQAACu20.jpg</td>
      <td>3</td>
      <td>Siberian_husky</td>
      <td>0.700377</td>
      <td>True</td>
      <td>Eskimo_dog</td>
      <td>0.166511</td>
      <td>True</td>
      <td>malamute</td>
      <td>0.111411</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2057</th>
      <td>888804989199671297</td>
      <td>https://pbs.twimg.com/media/DFWra-3VYAA2piG.jpg</td>
      <td>1</td>
      <td>golden_retriever</td>
      <td>0.469760</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.184172</td>
      <td>True</td>
      <td>English_setter</td>
      <td>0.073482</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2058</th>
      <td>888917238123831296</td>
      <td>https://pbs.twimg.com/media/DFYRgsOUQAARGhO.jpg</td>
      <td>1</td>
      <td>golden_retriever</td>
      <td>0.714719</td>
      <td>True</td>
      <td>Tibetan_mastiff</td>
      <td>0.120184</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.105506</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2059</th>
      <td>889278841981685760</td>
      <td>https://pbs.twimg.com/ext_tw_video_thumb/88927...</td>
      <td>1</td>
      <td>whippet</td>
      <td>0.626152</td>
      <td>True</td>
      <td>borzoi</td>
      <td>0.194742</td>
      <td>True</td>
      <td>Saluki</td>
      <td>0.027351</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2060</th>
      <td>889531135344209921</td>
      <td>https://pbs.twimg.com/media/DFg_2PVW0AEHN3p.jpg</td>
      <td>1</td>
      <td>golden_retriever</td>
      <td>0.953442</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.013834</td>
      <td>True</td>
      <td>redbone</td>
      <td>0.007958</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2061</th>
      <td>889638837579907072</td>
      <td>https://pbs.twimg.com/media/DFihzFfXsAYGDPR.jpg</td>
      <td>1</td>
      <td>French_bulldog</td>
      <td>0.991650</td>
      <td>True</td>
      <td>boxer</td>
      <td>0.002129</td>
      <td>True</td>
      <td>Staffordshire_bullterrier</td>
      <td>0.001498</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2062</th>
      <td>889665388333682689</td>
      <td>https://pbs.twimg.com/media/DFi579UWsAAatzw.jpg</td>
      <td>1</td>
      <td>Pembroke</td>
      <td>0.966327</td>
      <td>True</td>
      <td>Cardigan</td>
      <td>0.027356</td>
      <td>True</td>
      <td>basenji</td>
      <td>0.004633</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2063</th>
      <td>889880896479866881</td>
      <td>https://pbs.twimg.com/media/DFl99B1WsAITKsg.jpg</td>
      <td>1</td>
      <td>French_bulldog</td>
      <td>0.377417</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.151317</td>
      <td>True</td>
      <td>muzzle</td>
      <td>0.082981</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2064</th>
      <td>890006608113172480</td>
      <td>https://pbs.twimg.com/media/DFnwSY4WAAAMliS.jpg</td>
      <td>1</td>
      <td>Samoyed</td>
      <td>0.957979</td>
      <td>True</td>
      <td>Pomeranian</td>
      <td>0.013884</td>
      <td>True</td>
      <td>chow</td>
      <td>0.008167</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2065</th>
      <td>890240255349198849</td>
      <td>https://pbs.twimg.com/media/DFrEyVuW0AAO3t9.jpg</td>
      <td>1</td>
      <td>Pembroke</td>
      <td>0.511319</td>
      <td>True</td>
      <td>Cardigan</td>
      <td>0.451038</td>
      <td>True</td>
      <td>Chihuahua</td>
      <td>0.029248</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2066</th>
      <td>890609185150312448</td>
      <td>https://pbs.twimg.com/media/DFwUU__XcAEpyXI.jpg</td>
      <td>1</td>
      <td>Irish_terrier</td>
      <td>0.487574</td>
      <td>True</td>
      <td>Irish_setter</td>
      <td>0.193054</td>
      <td>True</td>
      <td>Chesapeake_Bay_retriever</td>
      <td>0.118184</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2067</th>
      <td>890729181411237888</td>
      <td>https://pbs.twimg.com/media/DFyBahAVwAAhUTd.jpg</td>
      <td>2</td>
      <td>Pomeranian</td>
      <td>0.566142</td>
      <td>True</td>
      <td>Eskimo_dog</td>
      <td>0.178406</td>
      <td>True</td>
      <td>Pembroke</td>
      <td>0.076507</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2068</th>
      <td>890971913173991426</td>
      <td>https://pbs.twimg.com/media/DF1eOmZXUAALUcq.jpg</td>
      <td>1</td>
      <td>Appenzeller</td>
      <td>0.341703</td>
      <td>True</td>
      <td>Border_collie</td>
      <td>0.199287</td>
      <td>True</td>
      <td>ice_lolly</td>
      <td>0.193548</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2069</th>
      <td>891087950875897856</td>
      <td>https://pbs.twimg.com/media/DF3HwyEWsAABqE6.jpg</td>
      <td>1</td>
      <td>Chesapeake_Bay_retriever</td>
      <td>0.425595</td>
      <td>True</td>
      <td>Irish_terrier</td>
      <td>0.116317</td>
      <td>True</td>
      <td>Indian_elephant</td>
      <td>0.076902</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2070</th>
      <td>891327558926688256</td>
      <td>https://pbs.twimg.com/media/DF6hr6BUMAAzZgT.jpg</td>
      <td>2</td>
      <td>basset</td>
      <td>0.555712</td>
      <td>True</td>
      <td>English_springer</td>
      <td>0.225770</td>
      <td>True</td>
      <td>German_short-haired_pointer</td>
      <td>0.175219</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2071</th>
      <td>891689557279858688</td>
      <td>https://pbs.twimg.com/media/DF_q7IAWsAEuuN8.jpg</td>
      <td>1</td>
      <td>paper_towel</td>
      <td>0.170278</td>
      <td>False</td>
      <td>Labrador_retriever</td>
      <td>0.168086</td>
      <td>True</td>
      <td>spatula</td>
      <td>0.040836</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2072</th>
      <td>891815181378084864</td>
      <td>https://pbs.twimg.com/media/DGBdLU1WsAANxJ9.jpg</td>
      <td>1</td>
      <td>Chihuahua</td>
      <td>0.716012</td>
      <td>True</td>
      <td>malamute</td>
      <td>0.078253</td>
      <td>True</td>
      <td>kelpie</td>
      <td>0.031379</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2073</th>
      <td>892177421306343426</td>
      <td>https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg</td>
      <td>1</td>
      <td>Chihuahua</td>
      <td>0.323581</td>
      <td>True</td>
      <td>Pekinese</td>
      <td>0.090647</td>
      <td>True</td>
      <td>papillon</td>
      <td>0.068957</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2074</th>
      <td>892420643555336193</td>
      <td>https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg</td>
      <td>1</td>
      <td>orange</td>
      <td>0.097049</td>
      <td>False</td>
      <td>bagel</td>
      <td>0.085851</td>
      <td>False</td>
      <td>banana</td>
      <td>0.076110</td>
      <td>False</td>
    </tr>
  </tbody>
</table>
<p>2075 rows × 12 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[17]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tweet_api</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[17]:</div>


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>favorite_count</th>
      <th>retweet_count</th>
      <th>friends_count</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>892420643555336193</td>
      <td>35744</td>
      <td>7561</td>
      <td>17</td>
    </tr>
    <tr>
      <th>1</th>
      <td>892177421306343426</td>
      <td>30882</td>
      <td>5601</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2</th>
      <td>891815181378084864</td>
      <td>23230</td>
      <td>3712</td>
      <td>17</td>
    </tr>
    <tr>
      <th>3</th>
      <td>891689557279858688</td>
      <td>39049</td>
      <td>7745</td>
      <td>17</td>
    </tr>
    <tr>
      <th>4</th>
      <td>891327558926688256</td>
      <td>37292</td>
      <td>8340</td>
      <td>17</td>
    </tr>
    <tr>
      <th>5</th>
      <td>891087950875897856</td>
      <td>18805</td>
      <td>2800</td>
      <td>17</td>
    </tr>
    <tr>
      <th>6</th>
      <td>890971913173991426</td>
      <td>10926</td>
      <td>1818</td>
      <td>17</td>
    </tr>
    <tr>
      <th>7</th>
      <td>890729181411237888</td>
      <td>60241</td>
      <td>16917</td>
      <td>17</td>
    </tr>
    <tr>
      <th>8</th>
      <td>890609185150312448</td>
      <td>25861</td>
      <td>3850</td>
      <td>17</td>
    </tr>
    <tr>
      <th>9</th>
      <td>890240255349198849</td>
      <td>29538</td>
      <td>6579</td>
      <td>17</td>
    </tr>
    <tr>
      <th>10</th>
      <td>890006608113172480</td>
      <td>28441</td>
      <td>6569</td>
      <td>17</td>
    </tr>
    <tr>
      <th>11</th>
      <td>889880896479866881</td>
      <td>25880</td>
      <td>4469</td>
      <td>17</td>
    </tr>
    <tr>
      <th>12</th>
      <td>889665388333682689</td>
      <td>44534</td>
      <td>8968</td>
      <td>17</td>
    </tr>
    <tr>
      <th>13</th>
      <td>889638837579907072</td>
      <td>25066</td>
      <td>4013</td>
      <td>17</td>
    </tr>
    <tr>
      <th>14</th>
      <td>889531135344209921</td>
      <td>14056</td>
      <td>2023</td>
      <td>17</td>
    </tr>
    <tr>
      <th>15</th>
      <td>889278841981685760</td>
      <td>23350</td>
      <td>4783</td>
      <td>17</td>
    </tr>
    <tr>
      <th>16</th>
      <td>888917238123831296</td>
      <td>26985</td>
      <td>4023</td>
      <td>17</td>
    </tr>
    <tr>
      <th>17</th>
      <td>888804989199671297</td>
      <td>23675</td>
      <td>3793</td>
      <td>17</td>
    </tr>
    <tr>
      <th>18</th>
      <td>888554962724278272</td>
      <td>18273</td>
      <td>3108</td>
      <td>17</td>
    </tr>
    <tr>
      <th>19</th>
      <td>888078434458587136</td>
      <td>20200</td>
      <td>3114</td>
      <td>17</td>
    </tr>
    <tr>
      <th>20</th>
      <td>887705289381826560</td>
      <td>28076</td>
      <td>4841</td>
      <td>17</td>
    </tr>
    <tr>
      <th>21</th>
      <td>887517139158093824</td>
      <td>42993</td>
      <td>10574</td>
      <td>17</td>
    </tr>
    <tr>
      <th>22</th>
      <td>887473957103951883</td>
      <td>63694</td>
      <td>16132</td>
      <td>17</td>
    </tr>
    <tr>
      <th>23</th>
      <td>887343217045368832</td>
      <td>31215</td>
      <td>9409</td>
      <td>17</td>
    </tr>
    <tr>
      <th>24</th>
      <td>887101392804085760</td>
      <td>28405</td>
      <td>5352</td>
      <td>17</td>
    </tr>
    <tr>
      <th>25</th>
      <td>886983233522544640</td>
      <td>32324</td>
      <td>6862</td>
      <td>17</td>
    </tr>
    <tr>
      <th>26</th>
      <td>886736880519319552</td>
      <td>11084</td>
      <td>2869</td>
      <td>17</td>
    </tr>
    <tr>
      <th>27</th>
      <td>886680336477933568</td>
      <td>20850</td>
      <td>4011</td>
      <td>17</td>
    </tr>
    <tr>
      <th>28</th>
      <td>886366144734445568</td>
      <td>19588</td>
      <td>2838</td>
      <td>17</td>
    </tr>
    <tr>
      <th>29</th>
      <td>886267009285017600</td>
      <td>111</td>
      <td>4</td>
      <td>17</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>2301</th>
      <td>666411507551481857</td>
      <td>405</td>
      <td>289</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2302</th>
      <td>666407126856765440</td>
      <td>98</td>
      <td>32</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2303</th>
      <td>666396247373291520</td>
      <td>155</td>
      <td>73</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2304</th>
      <td>666373753744588802</td>
      <td>171</td>
      <td>80</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2305</th>
      <td>666362758909284353</td>
      <td>714</td>
      <td>509</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2306</th>
      <td>666353288456101888</td>
      <td>195</td>
      <td>64</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2307</th>
      <td>666345417576210432</td>
      <td>272</td>
      <td>128</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2308</th>
      <td>666337882303524864</td>
      <td>180</td>
      <td>82</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2309</th>
      <td>666293911632134144</td>
      <td>459</td>
      <td>314</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2310</th>
      <td>666287406224695296</td>
      <td>134</td>
      <td>58</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2311</th>
      <td>666273097616637952</td>
      <td>159</td>
      <td>70</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2312</th>
      <td>666268910803644416</td>
      <td>95</td>
      <td>32</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2313</th>
      <td>666104133288665088</td>
      <td>13460</td>
      <td>5895</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2314</th>
      <td>666102155909144576</td>
      <td>70</td>
      <td>11</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2315</th>
      <td>666099513787052032</td>
      <td>142</td>
      <td>58</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2316</th>
      <td>666094000022159362</td>
      <td>153</td>
      <td>66</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2317</th>
      <td>666082916733198337</td>
      <td>102</td>
      <td>41</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2318</th>
      <td>666073100786774016</td>
      <td>292</td>
      <td>142</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2319</th>
      <td>666071193221509120</td>
      <td>135</td>
      <td>52</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2320</th>
      <td>666063827256086533</td>
      <td>444</td>
      <td>195</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2321</th>
      <td>666058600524156928</td>
      <td>105</td>
      <td>52</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2322</th>
      <td>666057090499244032</td>
      <td>266</td>
      <td>123</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2323</th>
      <td>666055525042405380</td>
      <td>407</td>
      <td>217</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2324</th>
      <td>666051853826850816</td>
      <td>1111</td>
      <td>762</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2325</th>
      <td>666050758794694657</td>
      <td>124</td>
      <td>51</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2326</th>
      <td>666049248165822465</td>
      <td>96</td>
      <td>40</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2327</th>
      <td>666044226329800704</td>
      <td>267</td>
      <td>128</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2328</th>
      <td>666033412701032449</td>
      <td>111</td>
      <td>41</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2329</th>
      <td>666029285002620928</td>
      <td>120</td>
      <td>42</td>
      <td>17</td>
    </tr>
    <tr>
      <th>2330</th>
      <td>666020888022790149</td>
      <td>2383</td>
      <td>458</td>
      <td>17</td>
    </tr>
  </tbody>
</table>
<p>2331 rows × 4 columns</p>
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<h3 id="Programatic-Assessment">Programatic Assessment<a class="anchor-link" href="#Programatic-Assessment">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">twitter_enhanced</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 2356 entries, 0 to 2355
Data columns (total 17 columns):
tweet_id                      2356 non-null int64
in_reply_to_status_id         78 non-null float64
in_reply_to_user_id           78 non-null float64
timestamp                     2356 non-null object
source                        2356 non-null object
text                          2356 non-null object
retweeted_status_id           181 non-null float64
retweeted_status_user_id      181 non-null float64
retweeted_status_timestamp    181 non-null object
expanded_urls                 2297 non-null object
rating_numerator              2356 non-null int64
rating_denominator            2356 non-null int64
name                          2356 non-null object
doggo                         2356 non-null object
floofer                       2356 non-null object
pupper                        2356 non-null object
puppo                         2356 non-null object
dtypes: float64(4), int64(3), object(10)
memory usage: 313.0+ KB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">image_predictions</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 2075 entries, 0 to 2074
Data columns (total 12 columns):
tweet_id    2075 non-null int64
jpg_url     2075 non-null object
img_num     2075 non-null int64
p1          2075 non-null object
p1_conf     2075 non-null float64
p1_dog      2075 non-null bool
p2          2075 non-null object
p2_conf     2075 non-null float64
p2_dog      2075 non-null bool
p3          2075 non-null object
p3_conf     2075 non-null float64
p3_dog      2075 non-null bool
dtypes: bool(3), float64(3), int64(2), object(4)
memory usage: 152.1+ KB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tweet_api</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: 2331 entries, 0 to 2330
Data columns (total 4 columns):
tweet_id          2331 non-null int64
favorite_count    2331 non-null int64
retweet_count     2331 non-null int64
friends_count     2331 non-null int64
dtypes: int64(4)
memory usage: 72.9 KB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Assessing of there are duplicated columns in the 3 tables</span>

<span class="n">duplicated_columns</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">twitter_enhanced</span><span class="p">)</span> <span class="o">+</span> 
                               <span class="nb">list</span><span class="p">(</span><span class="n">image_predictions</span><span class="p">)</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="n">tweet_api</span><span class="p">))</span>
<span class="n">duplicated_columns</span><span class="p">[</span><span class="n">duplicated_columns</span><span class="o">.</span><span class="n">duplicated</span><span class="p">()]</span>
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<pre>17    tweet_id
29    tweet_id
dtype: object</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Displaying statistical figures of the twitter_enhanced table</span>

<span class="n">twitter_enhanced</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

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        text-align: right;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>in_reply_to_status_id</th>
      <th>in_reply_to_user_id</th>
      <th>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>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">image_predictions</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>tweet_id</th>
      <th>img_num</th>
      <th>p1_conf</th>
      <th>p2_conf</th>
      <th>p3_conf</th>
    </tr>
  </thead>
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    <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">tweet_api</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>tweet_id</th>
      <th>favorite_count</th>
      <th>retweet_count</th>
      <th>friends_count</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>2.331000e+03</td>
      <td>2331.000000</td>
      <td>2331.000000</td>
      <td>2331.0</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>7.419079e+17</td>
      <td>7468.121836</td>
      <td>2658.361218</td>
      <td>17.0</td>
    </tr>
    <tr>
      <th>std</th>
      <td>6.823170e+16</td>
      <td>11595.747148</td>
      <td>4495.730012</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>min</th>
      <td>6.660209e+17</td>
      <td>0.000000</td>
      <td>1.000000</td>
      <td>17.0</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>6.782670e+17</td>
      <td>1299.500000</td>
      <td>539.000000</td>
      <td>17.0</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>7.182469e+17</td>
      <td>3246.000000</td>
      <td>1244.000000</td>
      <td>17.0</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>7.986692e+17</td>
      <td>9147.500000</td>
      <td>3090.500000</td>
      <td>17.0</td>
    </tr>
    <tr>
      <th>max</th>
      <td>8.924206e+17</td>
      <td>154123.000000</td>
      <td>76400.000000</td>
      <td>17.0</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Displaing complete column data. This will ensure the text column</span>
<span class="c1"># shows completely.</span>

<span class="n">pd</span><span class="o">.</span><span class="n">set_option</span><span class="p">(</span><span class="s1">&#39;display.max_colwidth&#39;</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Displaying 5 random samples from the twitter_enhanced table.</span>

<span class="n">twitter_enhanced</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">5</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>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>1715</th>
      <td>680221482581123072</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-12-25 03:00:14 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is CeCe. She's patiently waiting for Santa. 10/10 https://t.co/ZJUypFFwvg</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/680221482581123072/photo/1</td>
      <td>10</td>
      <td>10</td>
      <td>CeCe</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>158</th>
      <td>861005113778896900</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-05-06 23:49:50 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Burt. He thinks your thesis statement is comically underdeveloped. 12/10 intellectual af https://t.co/jH6EN9cEn6</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/861005113778896900/photo/1</td>
      <td>12</td>
      <td>10</td>
      <td>Burt</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1319</th>
      <td>706516534877929472</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2016-03-06 16:27:23 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Please enjoy this pup in a cooler. Permanently ready for someone to throw a tennis ball his way. 12/10 https://t.co/KUS0xl7XIp</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/706516534877929472/photo/1</td>
      <td>12</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>384</th>
      <td>826958653328592898</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2017-02-02 01:01:21 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Loki. He smiles like Elvis. Ain't nothin but a hound doggo. 12/10 https://t.co/QV5nx6otZR</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/826958653328592898/photo/1</td>
      <td>12</td>
      <td>10</td>
      <td>Loki</td>
      <td>doggo</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1252</th>
      <td>710844581445812225</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2016-03-18 15:05:29 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Staniel. His selfie game is strong af. 10/10 I'd snapchat with Staniel https://t.co/UgkTw7TKyM</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/710844581445812225/photo/1</td>
      <td>10</td>
      <td>10</td>
      <td>Staniel</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
    </tr>
  </tbody>
</table>
</div>
</div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">image_predictions</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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        vertical-align: middle;
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        vertical-align: top;
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        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>jpg_url</th>
      <th>img_num</th>
      <th>p1</th>
      <th>p1_conf</th>
      <th>p1_dog</th>
      <th>p2</th>
      <th>p2_conf</th>
      <th>p2_dog</th>
      <th>p3</th>
      <th>p3_conf</th>
      <th>p3_dog</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>496</th>
      <td>675781562965868544</td>
      <td>https://pbs.twimg.com/media/CWDbv2yU4AARfeH.jpg</td>
      <td>1</td>
      <td>Maltese_dog</td>
      <td>0.921968</td>
      <td>True</td>
      <td>West_Highland_white_terrier</td>
      <td>0.017811</td>
      <td>True</td>
      <td>toy_poodle</td>
      <td>0.013555</td>
      <td>True</td>
    </tr>
    <tr>
      <th>1164</th>
      <td>735256018284875776</td>
      <td>https://pbs.twimg.com/media/CjQnclkVEAA4pnK.jpg</td>
      <td>1</td>
      <td>Staffordshire_bullterrier</td>
      <td>0.523191</td>
      <td>True</td>
      <td>French_bulldog</td>
      <td>0.351104</td>
      <td>True</td>
      <td>doormat</td>
      <td>0.028075</td>
      <td>False</td>
    </tr>
    <tr>
      <th>463</th>
      <td>674999807681908736</td>
      <td>https://pbs.twimg.com/media/CV4UvgNUkAEEnZd.jpg</td>
      <td>1</td>
      <td>Rottweiler</td>
      <td>0.591829</td>
      <td>True</td>
      <td>Doberman</td>
      <td>0.204544</td>
      <td>True</td>
      <td>black-and-tan_coonhound</td>
      <td>0.078602</td>
      <td>True</td>
    </tr>
    <tr>
      <th>892</th>
      <td>699413908797464576</td>
      <td>https://pbs.twimg.com/media/CbTRPXdW8AQMZf7.jpg</td>
      <td>1</td>
      <td>Samoyed</td>
      <td>0.517479</td>
      <td>True</td>
      <td>malamute</td>
      <td>0.155935</td>
      <td>True</td>
      <td>Eskimo_dog</td>
      <td>0.095001</td>
      <td>True</td>
    </tr>
    <tr>
      <th>467</th>
      <td>675047298674663426</td>
      <td>https://pbs.twimg.com/media/CV4_8FgXAAQOj4S.jpg</td>
      <td>1</td>
      <td>Samoyed</td>
      <td>0.978007</td>
      <td>True</td>
      <td>chow</td>
      <td>0.007121</td>
      <td>True</td>
      <td>Pomeranian</td>
      <td>0.006398</td>
      <td>True</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tweet_api</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">5</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>favorite_count</th>
      <th>retweet_count</th>
      <th>friends_count</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>1698</th>
      <td>680115823365742593</td>
      <td>2666</td>
      <td>879</td>
      <td>17</td>
    </tr>
    <tr>
      <th>1007</th>
      <td>745422732645535745</td>
      <td>8466</td>
      <td>2395</td>
      <td>17</td>
    </tr>
    <tr>
      <th>1907</th>
      <td>674024893172875264</td>
      <td>1697</td>
      <td>1157</td>
      <td>17</td>
    </tr>
    <tr>
      <th>1689</th>
      <td>680473011644985345</td>
      <td>2493</td>
      <td>731</td>
      <td>17</td>
    </tr>
    <tr>
      <th>749</th>
      <td>777621514455814149</td>
      <td>8748</td>
      <td>2500</td>
      <td>17</td>
    </tr>
  </tbody>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Displaying rating_denominator values.</span>

<span class="n">twitter_enhanced</span><span class="p">[</span><span class="s1">&#39;rating_denominator&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>10     2333
11     3   
50     3   
80     2   
20     2   
2      1   
16     1   
40     1   
70     1   
15     1   
90     1   
110    1   
120    1   
130    1   
150    1   
170    1   
7      1   
0      1   
Name: rating_denominator, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Number of rating_denominators not 10.</span>

<span class="nb">sum</span><span class="p">(</span><span class="n">twitter_enhanced</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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<pre>23</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Selecting few columns to enhance easy assessment of the text and </span>
<span class="c1"># denominator values.</span>

<span class="n">num_den</span> <span class="o">=</span> <span class="n">twitter_enhanced</span><span class="p">[[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">,</span> <span class="s1">&#39;text&#39;</span><span class="p">,</span> <span class="s1">&#39;rating_numerator&#39;</span><span class="p">,</span> 
                            <span class="s1">&#39;rating_denominator&#39;</span><span class="p">]]</span>
<span class="n">den</span> <span class="o">=</span> <span class="n">num_den</span><span class="p">[</span><span class="n">num_den</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="n">den</span>
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    }

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        text-align: right;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>text</th>
      <th>rating_numerator</th>
      <th>rating_denominator</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>313</th>
      <td>835246439529840640</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>960</td>
      <td>0</td>
    </tr>
    <tr>
      <th>342</th>
      <td>832088576586297345</td>
      <td>@docmisterio account started on 11/15/15</td>
      <td>11</td>
      <td>15</td>
    </tr>
    <tr>
      <th>433</th>
      <td>820690176645140481</td>
      <td>The floofs have been released I repeat the floofs have been released. 84/70 https://t.co/NIYC820tmd</td>
      <td>84</td>
      <td>70</td>
    </tr>
    <tr>
      <th>516</th>
      <td>810984652412424192</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>24</td>
      <td>7</td>
    </tr>
    <tr>
      <th>784</th>
      <td>775096608509886464</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>9</td>
      <td>11</td>
    </tr>
    <tr>
      <th>902</th>
      <td>758467244762497024</td>
      <td>Why does this never happen at my front door... 165/150 https://t.co/HmwrdfEfUE</td>
      <td>165</td>
      <td>150</td>
    </tr>
    <tr>
      <th>1068</th>
      <td>740373189193256964</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>9</td>
      <td>11</td>
    </tr>
    <tr>
      <th>1120</th>
      <td>731156023742988288</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>204</td>
      <td>170</td>
    </tr>
    <tr>
      <th>1165</th>
      <td>722974582966214656</td>
      <td>Happy 4/20 from the squad! 13/10 for all https://t.co/eV1diwds8a</td>
      <td>4</td>
      <td>20</td>
    </tr>
    <tr>
      <th>1202</th>
      <td>716439118184652801</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>50</td>
      <td>50</td>
    </tr>
    <tr>
      <th>1228</th>
      <td>713900603437621249</td>
      <td>Happy Saturday here's 9 puppers on a bench. 99/90 good work everybody https://t.co/mpvaVxKmc1</td>
      <td>99</td>
      <td>90</td>
    </tr>
    <tr>
      <th>1254</th>
      <td>710658690886586372</td>
      <td>Here's a brigade of puppers. All look very prepared for whatever happens next. 80/80 https://t.co/0eb7R1Om12</td>
      <td>80</td>
      <td>80</td>
    </tr>
    <tr>
      <th>1274</th>
      <td>709198395643068416</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>45</td>
      <td>50</td>
    </tr>
    <tr>
      <th>1351</th>
      <td>704054845121142784</td>
      <td>Here is a whole flock of puppers.  60/50 I'll take the lot https://t.co/9dpcw6MdWa</td>
      <td>60</td>
      <td>50</td>
    </tr>
    <tr>
      <th>1433</th>
      <td>697463031882764288</td>
      <td>Happy Wednesday here's a bucket of pups. 44/40 would pet all at once https://t.co/HppvrYuamZ</td>
      <td>44</td>
      <td>40</td>
    </tr>
    <tr>
      <th>1598</th>
      <td>686035780142297088</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>4</td>
      <td>20</td>
    </tr>
    <tr>
      <th>1634</th>
      <td>684225744407494656</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>143</td>
      <td>130</td>
    </tr>
    <tr>
      <th>1635</th>
      <td>684222868335505415</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>121</td>
      <td>110</td>
    </tr>
    <tr>
      <th>1662</th>
      <td>682962037429899265</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>7</td>
      <td>11</td>
    </tr>
    <tr>
      <th>1663</th>
      <td>682808988178739200</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>20</td>
      <td>16</td>
    </tr>
    <tr>
      <th>1779</th>
      <td>677716515794329600</td>
      <td>IT'S PUPPERGEDDON. Total of 144/120 ...I think https://t.co/ZanVtAtvIq</td>
      <td>144</td>
      <td>120</td>
    </tr>
    <tr>
      <th>1843</th>
      <td>675853064436391936</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>88</td>
      <td>80</td>
    </tr>
    <tr>
      <th>2335</th>
      <td>666287406224695296</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>1</td>
      <td>2</td>
    </tr>
  </tbody>
</table>
</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Displaying numerator values.</span>

<span class="n">twitter_enhanced</span><span class="p">[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>12      558
11      464
10      461
13      351
9       158
8       102
7       55 
14      54 
5       37 
6       32 
3       19 
4       17 
1       9  
2       9  
420     2  
0       2  
15      2  
75      2  
80      1  
20      1  
24      1  
26      1  
44      1  
50      1  
60      1  
165     1  
84      1  
88      1  
144     1  
182     1  
143     1  
666     1  
960     1  
1776    1  
17      1  
27      1  
45      1  
99      1  
121     1  
204     1  
Name: rating_numerator, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Number of numerator values greater than 15</span>

<span class="nb">sum</span><span class="p">(</span><span class="n">twitter_enhanced</span><span class="p">[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">15</span><span class="p">)</span>
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<pre>26</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Displaying numerator values greater than 15.</span>

<span class="n">twitter_enhanced</span><span class="p">[</span><span class="n">twitter_enhanced</span><span class="p">[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">15</span><span class="p">][</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>420     2
75      2
60      1
27      1
99      1
165     1
80      1
144     1
44      1
204     1
45      1
88      1
143     1
1776    1
17      1
50      1
26      1
84      1
182     1
20      1
24      1
121     1
666     1
960     1
Name: rating_numerator, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Selecting few columns to enhance easy assessment of the text and </span>
<span class="c1"># numerator values.</span>

<span class="n">num_high</span> <span class="o">=</span> <span class="n">num_den</span><span class="p">[</span><span class="n">num_den</span><span class="p">[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">15</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>text</th>
      <th>rating_numerator</th>
      <th>rating_denominator</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>55</th>
      <td>881633300179243008</td>
      <td>@roushfenway These are good dogs but 17/10 is an emotional impulse rating. More like 13/10s</td>
      <td>17</td>
      <td>10</td>
    </tr>
    <tr>
      <th>188</th>
      <td>855862651834028034</td>
      <td>@dhmontgomery We also gave snoop dogg a 420/10 but I think that predated your research</td>
      <td>420</td>
      <td>10</td>
    </tr>
    <tr>
      <th>189</th>
      <td>855860136149123072</td>
      <td>@s8n You tried very hard to portray this good boy as not so good, but you have ultimately failed. His goodness shines through. 666/10</td>
      <td>666</td>
      <td>10</td>
    </tr>
    <tr>
      <th>290</th>
      <td>838150277551247360</td>
      <td>@markhoppus 182/10</td>
      <td>182</td>
      <td>10</td>
    </tr>
    <tr>
      <th>313</th>
      <td>835246439529840640</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>960</td>
      <td>0</td>
    </tr>
    <tr>
      <th>340</th>
      <td>832215909146226688</td>
      <td>RT @dog_rates: This is Logan, the Chow who lived. He solemnly swears he's up to lots of good. H*ckin magical af 9.75/10 https://t.co/yBO5wu…</td>
      <td>75</td>
      <td>10</td>
    </tr>
    <tr>
      <th>433</th>
      <td>820690176645140481</td>
      <td>The floofs have been released I repeat the floofs have been released. 84/70 https://t.co/NIYC820tmd</td>
      <td>84</td>
      <td>70</td>
    </tr>
    <tr>
      <th>516</th>
      <td>810984652412424192</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>24</td>
      <td>7</td>
    </tr>
    <tr>
      <th>695</th>
      <td>786709082849828864</td>
      <td>This is Logan, the Chow who lived. He solemnly swears he's up to lots of good. H*ckin magical af 9.75/10 https://t.co/yBO5wuqaPS</td>
      <td>75</td>
      <td>10</td>
    </tr>
    <tr>
      <th>763</th>
      <td>778027034220126208</td>
      <td>This is Sophie. She's a Jubilant Bush Pupper. Super h*ckin rare. Appears at random just to smile at the locals. 11.27/10 would smile back https://t.co/QFaUiIHxHq</td>
      <td>27</td>
      <td>10</td>
    </tr>
    <tr>
      <th>902</th>
      <td>758467244762497024</td>
      <td>Why does this never happen at my front door... 165/150 https://t.co/HmwrdfEfUE</td>
      <td>165</td>
      <td>150</td>
    </tr>
    <tr>
      <th>979</th>
      <td>749981277374128128</td>
      <td>This is Atticus. He's quite simply America af. 1776/10 https://t.co/GRXwMxLBkh</td>
      <td>1776</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1120</th>
      <td>731156023742988288</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>204</td>
      <td>170</td>
    </tr>
    <tr>
      <th>1202</th>
      <td>716439118184652801</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>50</td>
      <td>50</td>
    </tr>
    <tr>
      <th>1228</th>
      <td>713900603437621249</td>
      <td>Happy Saturday here's 9 puppers on a bench. 99/90 good work everybody https://t.co/mpvaVxKmc1</td>
      <td>99</td>
      <td>90</td>
    </tr>
    <tr>
      <th>1254</th>
      <td>710658690886586372</td>
      <td>Here's a brigade of puppers. All look very prepared for whatever happens next. 80/80 https://t.co/0eb7R1Om12</td>
      <td>80</td>
      <td>80</td>
    </tr>
    <tr>
      <th>1274</th>
      <td>709198395643068416</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>45</td>
      <td>50</td>
    </tr>
    <tr>
      <th>1351</th>
      <td>704054845121142784</td>
      <td>Here is a whole flock of puppers.  60/50 I'll take the lot https://t.co/9dpcw6MdWa</td>
      <td>60</td>
      <td>50</td>
    </tr>
    <tr>
      <th>1433</th>
      <td>697463031882764288</td>
      <td>Happy Wednesday here's a bucket of pups. 44/40 would pet all at once https://t.co/HppvrYuamZ</td>
      <td>44</td>
      <td>40</td>
    </tr>
    <tr>
      <th>1634</th>
      <td>684225744407494656</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>143</td>
      <td>130</td>
    </tr>
    <tr>
      <th>1635</th>
      <td>684222868335505415</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>121</td>
      <td>110</td>
    </tr>
    <tr>
      <th>1663</th>
      <td>682808988178739200</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>20</td>
      <td>16</td>
    </tr>
    <tr>
      <th>1712</th>
      <td>680494726643068929</td>
      <td>Here we have uncovered an entire battalion of holiday puppers. Average of 11.26/10 https://t.co/eNm2S6p9BD</td>
      <td>26</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1779</th>
      <td>677716515794329600</td>
      <td>IT'S PUPPERGEDDON. Total of 144/120 ...I think https://t.co/ZanVtAtvIq</td>
      <td>144</td>
      <td>120</td>
    </tr>
    <tr>
      <th>1843</th>
      <td>675853064436391936</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>88</td>
      <td>80</td>
    </tr>
    <tr>
      <th>2074</th>
      <td>670842764863651840</td>
      <td>After so many requests... here you go.\n\nGood dogg. 420/10 https://t.co/yfAAo1gdeY</td>
      <td>420</td>
      <td>10</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Number of numerator values less than 10.</span>

<span class="nb">sum</span><span class="p">(</span><span class="n">twitter_enhanced</span><span class="p">[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">10</span><span class="p">)</span>
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<pre>440</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Displaying number of numeratorvalues less than 10.</span>

<span class="n">twitter_enhanced</span><span class="p">[</span><span class="n">twitter_enhanced</span><span class="p">[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">10</span><span class="p">][</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>9    158
8    102
7    55 
5    37 
6    32 
3    19 
4    17 
2    9  
1    9  
0    2  
Name: rating_numerator, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Option to display an entire row of data.</span>

<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_rows&#39;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
<span class="n">num_low</span> <span class="o">=</span> <span class="n">num_den</span><span class="p">[</span><span class="n">num_den</span><span class="p">[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">10</span><span class="p">]</span>
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        vertical-align: middle;
    }

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        vertical-align: top;
    }

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        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>text</th>
      <th>rating_numerator</th>
      <th>rating_denominator</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>45</th>
      <td>883482846933004288</td>
      <td>This is Bella. She hopes her smile made you smile. If not, she is also offering you her favorite monkey. 13.5/10 https://t.co/qjrljjt948</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>229</th>
      <td>848212111729840128</td>
      <td>This is Jerry. He's doing a distinguished tongue slip. Slightly patronizing tbh. You think you're better than us, Jerry? 6/10 hold me back https://t.co/DkOBbwulw1</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>315</th>
      <td>835152434251116546</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>0</td>
      <td>10</td>
    </tr>
    <tr>
      <th>387</th>
      <td>826598799820865537</td>
      <td>I was going to do 007/10, but the joke wasn't worth the &amp;lt;10 rating</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>462</th>
      <td>817502432452313088</td>
      <td>RT @dog_rates: Meet Herschel. He's slightly bigger than ur average pupper. Looks lonely. Could probably ride 7/10 would totally pet https:/…</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>485</th>
      <td>814578408554463233</td>
      <td>RT @dog_rates: Meet Beau &amp;amp; Wilbur. Wilbur stole Beau's bed from him. Wilbur now has so much room for activities. 9/10 for both pups https:/…</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>599</th>
      <td>798682547630837760</td>
      <td>RT @dog_rates: Here we see a rare pouched pupper. Ample storage space. Looks alert. Jumps at random. Kicked open that door. 8/10 https://t.…</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>605</th>
      <td>798576900688019456</td>
      <td>RT @dog_rates: Not familiar with this breed. No tail (weird). Only 2 legs. Doesn't bark. Surprisingly quick. Shits eggs. 1/10 https://t.co/…</td>
      <td>1</td>
      <td>10</td>
    </tr>
    <tr>
      <th>730</th>
      <td>781661882474196992</td>
      <td>Who keeps sending in pictures without dogs in them? This needs to stop. 5/10 for the mediocre road https://t.co/ELqelxWMrC</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>745</th>
      <td>780092040432480260</td>
      <td>RT @dog_rates: This is Hank. He's mischievous af. Doesn't even know what he was trying to do here. 8/10 quit the shit Hank damn https://t.c…</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>764</th>
      <td>777953400541634568</td>
      <td>RT @dog_rates: Meet Gerald. He's a fairly exotic doggo. Floofy af. Inadequate knees tho. Self conscious about large forehead. 8/10 https://…</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>765</th>
      <td>777885040357281792</td>
      <td>This is Wesley. He's clearly trespassing. Seems rather h*ckin violent too. Weaponized forehead. 3/10 wouldn't let in https://t.co/pL7wbMRW7M</td>
      <td>3</td>
      <td>10</td>
    </tr>
    <tr>
      <th>784</th>
      <td>775096608509886464</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>9</td>
      <td>11</td>
    </tr>
    <tr>
      <th>814</th>
      <td>771014301343748096</td>
      <td>Another pic without a dog in it? What am I supposed to do? Rate the carpet? Fine I will. 7/10 looks adequately comfy https://t.co/OJZQ6I4gGd</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>835</th>
      <td>768193404517830656</td>
      <td>Meet Gerald. He's a fairly exotic doggo. Floofy af. Inadequate knees tho. Self conscious about large forehead. 8/10 https://t.co/WmczvjCWJq</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>845</th>
      <td>766423258543644672</td>
      <td>This is Shadoe. Her tongue flies out of her mouth at random. Can't have a serious conversation with her. 9/10 https://t.co/Tytt15VquG</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>859</th>
      <td>763183847194451968</td>
      <td>This is Clark. He collects teddy bears. It's absolutely h*ckin horrifying. 8/10 please stop this Clark https://t.co/EDMcwt86fU</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>860</th>
      <td>763167063695355904</td>
      <td>RT @dog_rates: Meet Eve. She's a raging alcoholic 8/10 (would b 11/10 but pupper alcoholism is a tragic issue that I can't condone) https:/…</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>883</th>
      <td>760252756032651264</td>
      <td>This is Fido. He can tell the weather. Not good at fetch tho. Never comes when called. 4/10 would probably still pet https://t.co/4gOv2Q3iKP</td>
      <td>4</td>
      <td>10</td>
    </tr>
    <tr>
      <th>896</th>
      <td>759099523532779520</td>
      <td>Meet Toby. He has a drinking problem. Inflatable marijuana plant in the back is also not a good look. 7/10 cmon Toby https://t.co/Cim4DSj6Oi</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>906</th>
      <td>758041019896193024</td>
      <td>Teagan reads entire books in store so they're free. Loved 50 Shades of Grey (how dare I make that joke so late) 9/10 https://t.co/l46jwv5WYv</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>912</th>
      <td>757596066325864448</td>
      <td>Here's another picture without a dog in it. Idk why you guys keep sending these. 4/10 just because that's a neat rug https://t.co/mOmnL19Wsl</td>
      <td>4</td>
      <td>10</td>
    </tr>
    <tr>
      <th>915</th>
      <td>757354760399941633</td>
      <td>This is Devón (pronounced "Eric"). He forgot how to eat the apple halfway through. Wtf Devón get it together. 8/10 https://t.co/7waRPODGyO</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>936</th>
      <td>753375668877008896</td>
      <td>This is Hank. He's mischievous af. Doesn't even know what he was trying to do here. 8/10 quit the shit Hank damn https://t.co/3r7wjfsXHc</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>946</th>
      <td>752568224206688256</td>
      <td>Here are three doggos completely misjudging an airborne stick. Decent efforts tho. All 9/10 https://t.co/HCXQL4fGVZ</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>948</th>
      <td>752334515931054080</td>
      <td>Here's a doggo trying to catch some fish. 8/10 futile af (vid by @KellyBauerx) https://t.co/jwd0j6oWLE</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>956</th>
      <td>751583847268179968</td>
      <td>Please stop sending it pictures that don't even have a doggo or pupper in them. Churlish af. 5/10 neat couch tho https://t.co/u2c9c7qSg8</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>964</th>
      <td>750506206503038976</td>
      <td>This is Malcolm. He's absolutely terrified of heights. 8/10 hang in there pupper https://t.co/SVU00Sc9U2</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>966</th>
      <td>750383411068534784</td>
      <td>This is Zoe. She was trying to stealthily take a picture of you but you just noticed. 9/10 not so sneaky pupper https://t.co/FfH3o88Vta</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>987</th>
      <td>749036806121881602</td>
      <td>This is Dietrich. He hops at random. Other doggos don't understand him. It upsets him greatly. 8/10 would comfort https://t.co/U8cSRz8wzC</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>993</th>
      <td>748575535303884801</td>
      <td>This is one of the most reckless puppers I've ever seen. How she got a license in the first place is beyond me. 6/10 https://t.co/z5bAdtn9kd</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>998</th>
      <td>748307329658011649</td>
      <td>This sherk must've leapt out of the water and into the canoe, trapping the human. Won't even help paddle smh. 7/10 https://t.co/KubWEqOIgO</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1002</th>
      <td>747885874273214464</td>
      <td>This is a mighty rare blue-tailed hammer sherk. Human almost lost a limb trying to take these. Be careful guys. 8/10 https://t.co/TGenMeXreW</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1004</th>
      <td>747816857231626240</td>
      <td>Viewer discretion is advised. This is a terrible attack in progress. Not even in water (tragic af). 4/10 bad sherk https://t.co/L3U0j14N5R</td>
      <td>4</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1016</th>
      <td>746906459439529985</td>
      <td>PUPDATE: can't see any. Even if I could, I couldn't reach them to pet. 0/10 much disappointment https://t.co/c7WXaB2nqX</td>
      <td>0</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1025</th>
      <td>746369468511756288</td>
      <td>This is an Iraqi Speed Kangaroo. It is not a dog. Please only send in dogs. I'm very angry with all of you ...9/10 https://t.co/5qpBTTpgUt</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1029</th>
      <td>745712589599014916</td>
      <td>This is Percy. He fell asleep at the wheel. Irresponsible af. 7/10 absolute menace on the roadway https://t.co/QHbvtvaw8E</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1031</th>
      <td>745422732645535745</td>
      <td>We only rate dogs. Pls stop sending in non-canines like this Jamaican Flop Seal. This is very very frustrating. 9/10 https://t.co/nc53zEN0hZ</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1035</th>
      <td>744995568523612160</td>
      <td>This is Abby. She got her face stuck in a glass. Churlish af. 9/10 rookie move puppo https://t.co/2FPb45NXrK</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1045</th>
      <td>743595368194129920</td>
      <td>This is Harold. He looks slippery af. Probably difficult to hug. Would still try tho. 7/10 great with kids I bet https://t.co/EVuqdEO66N</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1057</th>
      <td>742150209887731712</td>
      <td>This is Edmund. He sends stellar selfies. Cute af. 8/10 would totally snapchat with this pupper https://t.co/PprXoqZuKY</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1060</th>
      <td>741438259667034112</td>
      <td>This is Tucker. He's still figuring out couches. 9/10 keep your head up pup https://t.co/pXU77HPbJ5</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1065</th>
      <td>740711788199743490</td>
      <td>Here we are witnessing the touchdown of a pupnado. It's not funny it's actually very deadly. 9/10 might still pet https://t.co/CmLoKMbOHv</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1066</th>
      <td>740699697422163968</td>
      <td>This is Chip. He only mowed half the yard. 8/10 quit the shit Chip we have other things to do https://t.co/LjzZKQ7vmK</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1068</th>
      <td>740373189193256964</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>9</td>
      <td>11</td>
    </tr>
    <tr>
      <th>1070</th>
      <td>740359016048689152</td>
      <td>This is Chase. He's in a predicament. 9/10 help is on the way buddy https://t.co/0HmBk5sSbW</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1076</th>
      <td>739606147276148736</td>
      <td>Meet Benji. He just turned 1. Has already given up on a traditional pupper physique. Just inhaled that thing. 9/10 https://t.co/sLUC4th3Zj</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1078</th>
      <td>739485634323156992</td>
      <td>This is Kyle. He's a heavy drinker and an avid pot user. Just wants to be pupular. 6/10 I can't support this Kyle https://t.co/rRULp7XFnO</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1085</th>
      <td>738184450748633089</td>
      <td>For the last time, we only rate dogs. Pls stop sending other animals like this Duck-Billed Platypus. Thank you. 9/10 https://t.co/twxYcPOafl</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1092</th>
      <td>737322739594330112</td>
      <td>Say hello to Lily. She's not injured or anything. Just wants everyone to hear her. 9/10 clever af https://t.co/3xqGVH0Dhw</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1103</th>
      <td>735256018284875776</td>
      <td>This is Kellogg. He accidentally opened the front facing camera. 8/10 get it together doggo https://t.co/MRYv7nDPyS</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1104</th>
      <td>735137028879360001</td>
      <td>Meet Buckley. His family &amp;amp; some neighbors came over to watch him perform but he's nervous af. 9/10 u got this pupper https://t.co/5bdCpPlno9</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1121</th>
      <td>730924654643314689</td>
      <td>We only rate dogs. Pls stop sending non-canines like this Bulgarian Eyeless Porch Bear. This is unacceptable... 9/10 https://t.co/2yctWAUZ3Z</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1125</th>
      <td>730196704625098752</td>
      <td>This is Charles. He's camera shy. Tail longer than average. Doesn't look overwhelmingly fluffy. 6/10 would still pet https://t.co/rXvcElhoog</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1134</th>
      <td>728653952833728512</td>
      <td>This is Coleman. Somebody needs to tell him that he's sitting in chairs wrong. 8/10 https://t.co/O10zjJ2Ixs</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1144</th>
      <td>727286334147182592</td>
      <td>I swear to god if we get sent another Blue Madagascan Peacock we'll deactivate. We 👏 Only 👏 Rate 👏 Dogs... 9/10 https://t.co/bbta2Q4URK</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1150</th>
      <td>726224900189511680</td>
      <td>I'm getting super heckin frustrated with you all sending in non canines like this ostrich. We only rate dogs... 9/10 https://t.co/Rgbni2Ns8z</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1164</th>
      <td>723179728551723008</td>
      <td>This is Jangle. She's addicted to broccoli. It's the only thing she cares about. Tragic af. 8/10 get help pup https://t.co/8dNWp1cSEa</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1165</th>
      <td>722974582966214656</td>
      <td>Happy 4/20 from the squad! 13/10 for all https://t.co/eV1diwds8a</td>
      <td>4</td>
      <td>20</td>
    </tr>
    <tr>
      <th>1174</th>
      <td>720059472081784833</td>
      <td>This is Charleson. He lost his plunger. Looked everywhere. Can't find it. So sad. 9/10 would comfort https://t.co/pRHX8yn9Yu</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1187</th>
      <td>718460005985447936</td>
      <td>Meet Bowie. He's listening for underground squirrels. Smart af. Left eye is considerably magical. 9/10 would so pet https://t.co/JyNmyjy3fe</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1189</th>
      <td>718246886998687744</td>
      <td>This is Alexanderson. He's got a weird ass birth mark. Dreadful at fetch. Won't eat kibble. 3/10 wtf @Target https://t.co/FmxOpf2Sgl</td>
      <td>3</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1195</th>
      <td>717421804990701568</td>
      <td>This is Ebby. She's a Zimbabwean Feta. Embarrassed by ridiculously squishy face. 9/10 would squeeze softly https://t.co/LBJqxMGaHi</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1216</th>
      <td>714982300363173890</td>
      <td>This is Calbert. He forgot to clear his Google search history. 9/10 rookie mistake Calbert https://t.co/jRm5J3YCmj</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1219</th>
      <td>714631576617938945</td>
      <td>This is Benedict. He's a feisty pup. Needs a brushing. Portable af. Looks very angry actually. 4/10 might not pet https://t.co/3oeFfHjv0Z</td>
      <td>4</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1223</th>
      <td>714251586676113411</td>
      <td>This is Thumas. He hates potted plants. 8/10 wtf Thumas https://t.co/rDVueNIcEi</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1239</th>
      <td>712092745624633345</td>
      <td>This is Steven. He's inverted af. Also very helpful. Scans anything you want for free. Takes him a while tho. 7/10 https://t.co/tA0ZiQ7JcG</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1241</th>
      <td>712065007010385924</td>
      <td>This is Chester. He's clearly in charge of the other dogs. Weird ass paws. Not fit for fetch. 6/10 would still pet https://t.co/o2GvskrhHt</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1247</th>
      <td>711652651650457602</td>
      <td>This is Gary. He just wanted to say hi. 9/10 very personable pup https://t.co/Sk3CbhmKSW</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1249</th>
      <td>711306686208872448</td>
      <td>What hooligan sent in pictures w/out a dog in them? Churlish af. 3/10 just bc that's a neat fluffy bean bag chair https://t.co/wcwoGOkZvz</td>
      <td>3</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1262</th>
      <td>710140971284037632</td>
      <td>This is Tater. His underbite is fierce af. Doesn't give a damn about your engagement photo. 8/10 https://t.co/nLuPY3pY12</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1269</th>
      <td>709519240576036864</td>
      <td>This is Vince. He's a Gregorian Flapjeck. White spot on legs almost looks like another dog (whoa). 9/10 rad as hell https://t.co/aczGAV2dK4</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1271</th>
      <td>709409458133323776</td>
      <td>This is Billy. He sensed a squirrel. 8/10 damn it Billy https://t.co/Yu0K98VZ9A</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1277</th>
      <td>709042156699303936</td>
      <td>This is Klevin. He's addicted to sandwiches (yes a hotdog is a sandwich fight me) It's tearing his family apart 9/10 https://t.co/7BkkVNu5pd</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1278</th>
      <td>708853462201716736</td>
      <td>This is Lucy. She doesn't understand fetch. 8/10 try turning off and back on (vid by @rileyyoungblood) https://t.co/RXjEwpVJf0</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1279</th>
      <td>708845821941387268</td>
      <td>Here's a pupper with magic eyes. Not wearing a seat belt tho (irresponsible af). Very distracting to driver. 9/10 https://t.co/5DLJB4ssvI</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1291</th>
      <td>708119489313951744</td>
      <td>This is Cooper. He basks in the glory of rebellion. 9/10 probably a preteen https://t.co/kDamUfeIpm</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1300</th>
      <td>707693576495472641</td>
      <td>This is Jiminus. He's in a tub for some reason. What a jokester. Smh 7/10 churlish af https://t.co/84L4ED9Tpi</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1303</th>
      <td>707420581654872064</td>
      <td>This is Keurig. He's a rare dog. Laughs like an idiot tho. Head is basically a weapon. Poorly maintained goatee 4/10 https://t.co/xOrUyj7K30</td>
      <td>4</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1306</th>
      <td>707377100785885184</td>
      <td>This dog just brutally murdered a snowman. Currently toying with its nutritious remains 9/10 would totally still pet https://t.co/iKThgKnW1j</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1314</th>
      <td>706901761596989440</td>
      <td>This is Elliot. He's blocking the roadway. Downright rude as hell. Doesn't care that you're already late. 3/10 https://t.co/FMUxir5pYu</td>
      <td>3</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1316</th>
      <td>706644897839910912</td>
      <td>Meet Shadow. She's tired of the responsibilities associated with being a dog. No longer strives to attain ball. 9/10 https://t.co/cdOkfEpjFw</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1325</th>
      <td>706166467411222528</td>
      <td>This is Dexter. He's a shy pup. Doesn't bark much. Dreadful fetcher. Has rare sun allergy. 7/10 still petable https://t.co/sA7P3JSqiv</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1336</th>
      <td>705223444686888960</td>
      <td>This is Bode. He's a heavy sleeper. 9/10 https://t.co/YMkxhGWUqv</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1342</th>
      <td>704819833553219584</td>
      <td>This is Chesterson. He's a Bolivian Scoop Dog. Incredibly portable. Can't bark for shit tho. 7/10 would still pet https://t.co/EatAd8JhyW</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1350</th>
      <td>704113298707505153</td>
      <td>Meet Stanley. He's an inverted Uzbekistani water pup. Hella exotic. Floats around all day. 8/10 I want to be Stanley https://t.co/XpYMBQ1FD8</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1356</th>
      <td>703425003149250560</td>
      <td>Really guys? Again? I know this is a rare Albanian Bingo Seal, but we only rate dogs. Only send in dogs... 9/10 https://t.co/6JYLpUmBrC</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1359</th>
      <td>703356393781329922</td>
      <td>This is Socks. That water pup w the super legs just splashed him. Socks did not appreciate that. 9/10 and 2/10 https://t.co/8rc5I22bBf</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1363</th>
      <td>702932127499816960</td>
      <td>This is Chip. He's an Upper West Nile Pantaloon. Extremely deadly. Will rip your throat out. 6/10 might still pet https://t.co/LUFnwzznaV</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1372</th>
      <td>702217446468493312</td>
      <td>I know it's tempting, but please stop sending in pics of Donald Trump. Thank you ...9/10 https://t.co/y35Y1TJERY</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1378</th>
      <td>701570477911896070</td>
      <td>This is Yoda. He's a Zimbabwean Rutabaga. Freaks out if u stop scratching his belly. Incredibly self-centered. 9/10 https://t.co/yVdMsVYHIx</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1384</th>
      <td>700796979434098688</td>
      <td>This is Daniel. He's a neat pup. Exotic af. Custom paws. Leaps unannounced. Would totally pet. 7/10 daaamn Daniel https://t.co/5XaR0kj8cr</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1388</th>
      <td>700462010979500032</td>
      <td>This is Murphy. He's a mini golden retriever. Missing two legs (tragic). Mouth sharp. Looks rather perturbed. 6/10 https://t.co/ALO02IAKCn</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1392</th>
      <td>700062718104104960</td>
      <td>This is Eazy-E. He's colorful af. Must be rare. Submerged in Sprite (rad). Doesn't perform well when not wet. 6/10 https://t.co/UtFI7eUCjE</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1394</th>
      <td>700002074055016451</td>
      <td>This is Thumas. He covered himself in nanners for maximum camouflage. It didn't work. I can still see u Thumas. 9/10 https://t.co/x0ZDlNqfb1</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1399</th>
      <td>699691744225525762</td>
      <td>This is Dave. He's a tropical pup. Short lil legs (dachshund mix?) Excels underwater, but refuses to eat kibble 5/10 https://t.co/ZJnCxlIf62</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1406</th>
      <td>699088579889332224</td>
      <td>This is Charl. He's a bully. Chucks that dumbbell around like its nothing. Sharp neck. Exceptionally unfluffy. 3/10 https://t.co/VfLoDZecJ7</td>
      <td>3</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1407</th>
      <td>699079609774645248</td>
      <td>Meet Reagan. He's a Persnicketus Derpson. Great with kids. Permanently caught off guard. 8/10 https://t.co/A2j2StfNgL</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1415</th>
      <td>698703483621523456</td>
      <td>This is Rusty. He has no respect for POULTRY products. Unbelievable af. 7/10 would still pet https://t.co/hEH19t1eFp</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1417</th>
      <td>698549713696649216</td>
      <td>This is Claude. He's trying to be seductive but he forgot to turn on the fireplace. 9/10 damn it Claude https://t.co/EPdQquc1dG</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1421</th>
      <td>698195409219559425</td>
      <td>Meet Beau &amp;amp; Wilbur. Wilbur stole Beau's bed from him. Wilbur now has so much room for activities. 9/10 for both pups https://t.co/GPaoH5qWEk</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1427</th>
      <td>697630435728322560</td>
      <td>Pls make sure ur dogs have gone through some barkour training b4 they attempt stunts like this. 8/10 https://t.co/VmF35YvtqP</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1430</th>
      <td>697575480820686848</td>
      <td>This is Ole. He's not sure how to gravity. 8/10 https://t.co/PsqqotpBBQ</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1431</th>
      <td>697516214579523584</td>
      <td>Say hello to Pherb. He does parkour. 9/10 https://t.co/LHFfUyLBZT</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1435</th>
      <td>697259378236399616</td>
      <td>Please stop sending in saber-toothed tigers. This is getting ridiculous. We only rate dogs.\n...8/10 https://t.co/iAeQNueou8</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1439</th>
      <td>696894894812565505</td>
      <td>These two pirates crashed their ship and don't know what to do now. Very irresponsible of them. Both 9/10 https://t.co/RJvUjgGH5z</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1441</th>
      <td>696877980375769088</td>
      <td>This is Misty. She's in a predicament. Not sure what next move should be. 9/10 stay calm pupper I'm comin https://t.co/XhR7PAgcwF</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1444</th>
      <td>696713835009417216</td>
      <td>This is Trevith. He's a Swiss Mountain Roadwoof. Breeze too powerful. 9/10 stay strong pupper https://t.co/6J8Ibwy1X6</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1446</th>
      <td>696490539101908992</td>
      <td>After reading the comments I may have overestimated this pup. Downgraded to a 1/10. Please forgive me</td>
      <td>1</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1448</th>
      <td>696405997980676096</td>
      <td>This is Berb. He just found out that they have made 31 Kidz Bop CD's. Downright terrifying. 7/10 hang in there Berb https://t.co/CIFLjiTFwZ</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1453</th>
      <td>695629776980148225</td>
      <td>Meet Calvin. He's proof that degrees mean absolutely nothing. 8/10 straighten up pup https://t.co/NIvxgSQ9BS</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1459</th>
      <td>695064344191721472</td>
      <td>This may be the greatest video I've ever been sent. 4/10 for Charles the puppy, 13/10 overall. (Vid by @stevenxx_) https://t.co/uaJmNgXR2P</td>
      <td>4</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1460</th>
      <td>695051054296211456</td>
      <td>Meet Brian (pronounced "Kirk"). He's not amused by ur churlish tomfoolery. Once u put him down you're done for. 6/10 https://t.co/vityMwPKKi</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1461</th>
      <td>694925794720792577</td>
      <td>Please only send in dogs. This t-rex is very scary. 5/10 ...might still pet (vid by @helizabethmicha) https://t.co/Vn6w5w8TO2</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1467</th>
      <td>694329668942569472</td>
      <td>Meet Grady. He's very hungry. Too bad no one can find his food bowl. 9/10 poor pupper https://t.co/oToIkYnEGn</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1469</th>
      <td>694183373896572928</td>
      <td>This is Lola. She realized mid hug that she's not ready for a committed relationship with a teddy bear. 9/10 https://t.co/pVebzwRioD</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1473</th>
      <td>693647888581312512</td>
      <td>What kind of person sends in a pic without a dog in it? So churlish. Neat rug tho 7/10 https://t.co/LSTAwTdTaw</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1475</th>
      <td>693642232151285760</td>
      <td>Meet Freddery. He's a Westminster Toblerone. Seems to enjoy car rides. 9/10 would pat on the head approvingly https://t.co/6BS9XEip9a</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1478</th>
      <td>693590843962331137</td>
      <td>Meet Phil. He's big af. Currently destroying this nice family home. Completely uncalled for. 3/10 not a good pupper https://t.co/fShNNhBWYx</td>
      <td>3</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1484</th>
      <td>693231807727280129</td>
      <td>This is Bodie. He's not proud of what he did, but it needed to be done. 9/10 eight days was a pretty good streak tbh https://t.co/bpZsGMqVVP</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1488</th>
      <td>692919143163629568</td>
      <td>Please only send in dogs. Don't submit other things like this pic of Kenny Chesney in a bathtub. Thank you. 9/10 https://t.co/TMpDHHGspy</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1497</th>
      <td>692423280028966913</td>
      <td>PUPDATE: just noticed this dog has some extra legs. Very advanced. Revolutionary af. Upgraded to a 9/10</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1498</th>
      <td>692417313023332352</td>
      <td>Meet Herschel. He's slightly bigger than ur average pupper. Looks lonely. Could probably ride 7/10 would totally pet https://t.co/VGaIMktX10</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1503</th>
      <td>692017291282812928</td>
      <td>This is Kingsley Wellensworth III. He owns 7 range rovers. Has a cardigan collection. Would rather be sailing. 9/10 https://t.co/BE4ahQ0IO2</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1504</th>
      <td>691820333922455552</td>
      <td>This is Brockly. He's an uber driver. Falls asleep at the wheel often. Irresponsible af 8/10 would totally still pet https://t.co/fn1oUlS69Z</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1508</th>
      <td>691483041324204033</td>
      <td>When bae says they can't go out but you see them with someone else that same night. 5/10 &amp;amp; 10/10 for heartbroken pup https://t.co/aenk0KpoWM</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1520</th>
      <td>690728923253055490</td>
      <td>This is Vinscent. He was just questioned about his recent credit card spending. 8/10 https://t.co/qOD4G19A2u</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1527</th>
      <td>690360449368465409</td>
      <td>Stop sending in lobsters. This is the final warning. We only rate dogs. Thank you... 9/10 https://t.co/B9ZXXKJYNx</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1537</th>
      <td>689877686181715968</td>
      <td>This is Durg. He's trying to conquer his fear of trampolines. 9/10 it's not working https://t.co/5iH08ltkoe</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1540</th>
      <td>689659372465688576</td>
      <td>This is Ricky. He's being escorted out of the dog park for talking shit about the other dogs. 8/10 not cool Ricky https://t.co/XtDkrsdEfF</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1546</th>
      <td>689283819090870273</td>
      <td>Say hello to Chipson. He's aerodynamic af. No eyes (devastating). 9/10 would make sure he didn't bump into stuff https://t.co/V62rIva61J</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1550</th>
      <td>689154315265683456</td>
      <td>We normally don't rate birds but I feel bad cos this one forgot to fly south for the winter. 9/10 just wants a bath https://t.co/o47yitCn9N</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1553</th>
      <td>688908934925697024</td>
      <td>Meet Clarence. He does parkour. 8/10 very talented dog https://t.co/WpSFZm7RPH</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1555</th>
      <td>688894073864884227</td>
      <td>This is Hamrick. He's covered in corn flakes. Silly pupper. Looks congested. 7/10 considerably petable https://t.co/ROPZcAMQKI</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1556</th>
      <td>688828561667567616</td>
      <td>Say hello to Brad. His car probably has a spoiler. Tan year round. Likes your insta pic but doesn't text back. 9/10 https://t.co/dfCCK3tWfr</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1558</th>
      <td>688789766343622656</td>
      <td>Meet Pubert. He's a Kerplunk Rumplestilt. Cannot comprehend flower. Flawless tongue. 8/10 would pat head approvingly https://t.co/2TWxg0rgyG</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1559</th>
      <td>688547210804498433</td>
      <td>This is Frönq. He got caught stealing a waffle. Damn it Frönq. 9/10 https://t.co/7ycWCUrjmZ</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1571</th>
      <td>687704180304273409</td>
      <td>Say hello to Blakely. He thinks that's a hat. Silly pupper. That's a nanner. 9/10 https://t.co/UwOV1jqKRt</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1573</th>
      <td>687494652870668288</td>
      <td>This is Marq. He stole this car. 7/10 wtf Marq? https://t.co/MHScqo5l8c</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1579</th>
      <td>687312378585812992</td>
      <td>"You got any games on your phone" 7/10 for invasive brown Dalmatian pupper https://t.co/yzGR9xjE9Q</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1580</th>
      <td>687127927494963200</td>
      <td>Meet Gordon. He's an asshole. 9/10 would still pet https://t.co/a34N7QwKbb</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1583</th>
      <td>687102708889812993</td>
      <td>Army of water dogs here. None of them know where they're going. Have no real purpose. Aggressive barks. 5/10 for all https://t.co/A88x73TwMN</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1587</th>
      <td>686749460672679938</td>
      <td>Strange pup here. Easily manipulated. Rather inbred. Sharp for a dog. Appears uncomfortable. 8/10 would still pet https://t.co/nSQrhwbk1V</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1598</th>
      <td>686035780142297088</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>4</td>
      <td>20</td>
    </tr>
    <tr>
      <th>1601</th>
      <td>686003207160610816</td>
      <td>This is Hammond. He's a peculiar pup. Loves long walks. Bark barely audible. Too many legs. 3/10 must be rare https://t.co/NOIiRWr5Jf</td>
      <td>3</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1603</th>
      <td>685943807276412928</td>
      <td>This is the newly formed pupper a capella group. They're just starting out but I see tons of potential. 8/10 for all https://t.co/wbAcvFoNtn</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1604</th>
      <td>685906723014619143</td>
      <td>This is Olive. He's stuck in a sleeve. 9/10 damn it Olive https://t.co/NnLjg6BgyF</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1606</th>
      <td>685667379192414208</td>
      <td>This is Marty. He has no idea what happened here. Never seen this stuff in his life. 9/10 very suspicious pupper https://t.co/u427woxFpJ</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1608</th>
      <td>685641971164143616</td>
      <td>This is Otis. He just passed a cop while going 61 in a 45. Very nervous pupper. 7/10 https://t.co/jJS8qQeuNO</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1610</th>
      <td>685532292383666176</td>
      <td>For the last time, WE. DO. NOT. RATE. BULBASAUR. We only rate dogs. Please only send dogs. Thank you ...9/10 https://t.co/GboDG8WhJG</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1618</th>
      <td>684969860808454144</td>
      <td>For those who claim this is a goat, u are wrong. It is not the Greatest Of All Time. The rating of 5/10 should have made that clear. Thank u</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1619</th>
      <td>684959798585110529</td>
      <td>This is Jerry. He's a neat dog. No legs (tragic). Has more horns than a dog usually does. Bark is unique af. 5/10 https://t.co/85q7xlplsJ</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1624</th>
      <td>684880619965411328</td>
      <td>Here we have a basking dino pupper. Looks powerful. Occasionally shits eggs. Doesn't want the holidays to end. 5/10 https://t.co/DnNweb5eTO</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1629</th>
      <td>684567543613382656</td>
      <td>This is Bobby. He doesn't give a damn about personal space. Convinced he called shotgun first. 4/10 not the best dog https://t.co/b8XW69gSaU</td>
      <td>4</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1636</th>
      <td>684200372118904832</td>
      <td>Gang of fearless hoofed puppers here. Straight savages. Elevated for extra terror. Front one has killed before 6/10s https://t.co/jkCb25OWfh</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1637</th>
      <td>684195085588783105</td>
      <td>This is Tino. He really likes corndogs. 9/10 https://t.co/cUxGtnBfc2</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1645</th>
      <td>683849932751646720</td>
      <td>This is Jiminy. He's not the brightest dog. Needs to lay off the kibble. 5/10 still petable https://t.co/omln4LOy1x</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1646</th>
      <td>683834909291606017</td>
      <td>Here we see a faulty pupper. Might need to replace batteries. Try turning off &amp;amp; back on again. 9/10 would still pet https://t.co/O1E4AtHVxO</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1648</th>
      <td>683773439333797890</td>
      <td>This is Buddy. He's gaining strength. Currently an F4 tornado with wind speeds up to 260mph. Very devastating. 9/10 https://t.co/qipZbshNsR</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1653</th>
      <td>683462770029932544</td>
      <td>"Hello forest pupper I am house pupper welcome to my abode" (8/10 for both) https://t.co/qFD8217fUT</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1657</th>
      <td>683142553609318400</td>
      <td>Meet Brandy. She's a member of the Bloods. Menacing criminal pupper. Soft spot for flowers tho. 9/10 pet w caution https://t.co/hhIA3coiAJ</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1660</th>
      <td>683078886620553216</td>
      <td>Here we see a nifty leaping pupper. Feet look deadly. Sad that the holidays are over. 9/10 undeniably huggable https://t.co/ny8mnXhGOW</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1662</th>
      <td>682962037429899265</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>7</td>
      <td>11</td>
    </tr>
    <tr>
      <th>1665</th>
      <td>682750546109968385</td>
      <td>Meet Taco. He's a speckled Garnier Fructis. Loves to shadow box. Ears out of control. Friend clearly impressed 9/10 https://t.co/85X1GHohFr</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1669</th>
      <td>682429480204398592</td>
      <td>I know we joke around on here, but this is getting really frustrating. We rate dogs. Not T-Rex. Thank you... 8/10 https://t.co/5aFw7SWyxU</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1670</th>
      <td>682406705142087680</td>
      <td>This is Patrick. He's a bigass pupper. 7/10 https://t.co/J9DXBFoAQe</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1672</th>
      <td>682389078323662849</td>
      <td>Meet Brody. He's a Downton Abbey Falsetto. Addicted to grating cheese. He says he can stop but we know he can't\n9/10 https://t.co/vBeiQq6SaZ</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1673</th>
      <td>682303737705140231</td>
      <td>This is Todo. He's screaming because he doesn't want to wear his sweater or a seat belt. 9/10 gotta buckle up pup https://t.co/Nm8Spw4HbD</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1674</th>
      <td>682259524040966145</td>
      <td>Meet Jax. He's an Iglesias Hufflepoof. Quite the jokester. Takes it too far sometimes. Can be very hurtful. 9/10 https://t.co/i5TeG0KYcW</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1680</th>
      <td>682003177596559360</td>
      <td>Unique dog here. Wrinkly as hell. Weird segmented neck. Finger on fire. Doesn't seem to notice. 5/10 might still pet https://t.co/Hy9La4xNX3</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1684</th>
      <td>681679526984871937</td>
      <td>Can you spot Toby the guilty pupper? 7/10 would be higher but he made quite the mess shredding his stuffed pals https://t.co/3uCcDEJLXs</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1687</th>
      <td>681579835668455424</td>
      <td>This is Apollo. He thought you weren't coming back so he had a mental breakdown. 8/10 we've all been there https://t.co/ojUBrDCHLT</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1689</th>
      <td>681340665377193984</td>
      <td>I've been told there's a slight possibility he's checking his mirror. We'll bump to 9.5/10. Still a menace</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1690</th>
      <td>681339448655802368</td>
      <td>This is Asher. He's not wearing a seatbelt or keeping both paws on the wheel. Absolute menace on the roadways. 9/10 https://t.co/V3SWuHACkh</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1692</th>
      <td>681302363064414209</td>
      <td>This is Chuck. He's a neat dog. Very flexible. Trapped in a glass case of emotion. Devastatingly unfluffy 3/10 https://t.co/YqbU9xHV3p</td>
      <td>3</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1695</th>
      <td>681261549936340994</td>
      <td>Say hello to Panda. He's a Quackadilly Shooster. Not amused by your fake ball throwing motion. 9/10 would hug lots https://t.co/wL1iDvbcVk</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1699</th>
      <td>680970795137544192</td>
      <td>I thought I made this very clear. We only rate dogs. Stop sending other things like this shark. Thank you... 9/10 https://t.co/CXSJZ4Stk3</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1700</th>
      <td>680959110691590145</td>
      <td>This is Ozzie. He was doing fine until he lost traction in those festive socks. Now he's tired. 9/10 still killin it https://t.co/u4FYdIRKnY</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1701</th>
      <td>680940246314430465</td>
      <td>This is Alice. She's an idiot. 4/10 https://t.co/VQXdwJfkyS</td>
      <td>4</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1704</th>
      <td>680889648562991104</td>
      <td>This is Cheesy. It's her birthday. She's patiently waiting to eat her party muffin. 9/10 happy birthday pup https://t.co/cH2H7mch2H</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1706</th>
      <td>680805554198020098</td>
      <td>This guy's dog broke. So sad. 9/10 would still pet https://t.co/BYiXJDEzv7</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1708</th>
      <td>680798457301471234</td>
      <td>Say hello to Moofasa. He must be a powerful dog. Fenced in for your protection. Just got his ear pierced. 6/10 https://t.co/w6fRfQ3RXD</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1709</th>
      <td>680609293079592961</td>
      <td>This is Brody. That is his chair. He loves his chair. Never leaves it. 9/10 might be stuck actually https://t.co/WvJRg0XJit</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1710</th>
      <td>680583894916304897</td>
      <td>This is Penny. Her tennis ball slowly rolled down her cone and into the pool. 8/10 bad things happen to good puppers https://t.co/YNWU7LeFgg</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1722</th>
      <td>680115823365742593</td>
      <td>This is Ozzy. He woke up 2 minutes before he had to be ready for the Christmas party. 9/10 classic Ozzy https://t.co/Kt9vmw0Fap</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1725</th>
      <td>680070545539371008</td>
      <td>Say hello to Emmie. She's trapped in an ornament. Tragic af. Looks pretty content tho. Maybe it's meant to be. 9/10 https://t.co/Fh7geodBCU</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1727</th>
      <td>679877062409191424</td>
      <td>Meet Penelope. She's a bacon frise. Total babe (lol get it like the movie). Doesn't bark tho. 5/10 very average dog https://t.co/SDcQYg0HSZ</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1730</th>
      <td>679854723806179328</td>
      <td>This is Bruce. He's a rare pup. Covered in Frosted Flakes. Nifty gold teeth. Overall good dog. 7/10 would pet firmly https://t.co/RtxxACzZ8A</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1734</th>
      <td>679736210798047232</td>
      <td>This pup's name is Sabertooth (parents must be cool). Ears for days. Jumps unannounced. 9/10 would pet diligently https://t.co/iazoiNUviP</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1735</th>
      <td>679729593985699840</td>
      <td>This is Hunter. He was playing with his ball minding his own business. Has no idea what happened to the carpet. 8/10 https://t.co/DbUTDI3u1R</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1736</th>
      <td>679722016581222400</td>
      <td>This is Mike. He is a Jordanian Frito Pilates. Frowning because he can't see directly in front of him. 8/10 https://t.co/NL5QJwdEpF</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1737</th>
      <td>679530280114372609</td>
      <td>Guys this really needs to stop. We've been over this way too many times. This is a giraffe. We only rate dogs.. 7/10 https://t.co/yavgkHYPOC</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1739</th>
      <td>679511351870550016</td>
      <td>Say hello to William. He makes fun of others because he's terrified of his own deep-seated insecurities. 7/10 https://t.co/bwuV6FlRxr</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1740</th>
      <td>679503373272485890</td>
      <td>This is Dwight. He's a pointy pupper. Very docile. Attracts marshmallows. Hurts to pet but definitely worth it 8/10 https://t.co/jjW7zTxY9Z</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1741</th>
      <td>679475951516934144</td>
      <td>This is Evy. She doesn't want to be a Koala. 9/10 https://t.co/VITeF0Kl9L</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1745</th>
      <td>679148763231985668</td>
      <td>I know everyone's excited for Christmas but that doesn't mean you can send in reindeer. We only rate dogs... 8/10 https://t.co/eWjWgbOCYL</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1749</th>
      <td>679047485189439488</td>
      <td>This dog doesn't know how to stairs. Quite tragic really. 9/10 get it together pup https://t.co/kTpr9PTMg1</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1754</th>
      <td>678798276842360832</td>
      <td>This is Linda. She fucking hates trees. 7/10 https://t.co/blaY85FIxR</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1756</th>
      <td>678767140346941444</td>
      <td>This is Mia. She makes awful decisions. 8/10 https://t.co/G6TQVgTcZz</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1759</th>
      <td>678740035362037760</td>
      <td>Meet Tango. He's a large dog. Doesn't care much for personal space. Owner isn't very accepting. Tongue slip. 6/10 https://t.co/p2T5kGebxe</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1761</th>
      <td>678675843183484930</td>
      <td>Exotic pup here. Tail long af. Throat looks swollen. Might breathe fire. Exceptionally unfluffy 2/10 would still pet https://t.co/a8SqCaSo2r</td>
      <td>2</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1764</th>
      <td>678424312106393600</td>
      <td>This is Crystal. She's a shitty fireman. No sense of urgency. People could be dying Crystal. 2/10 just irresponsible https://t.co/rtMtjSl9pz</td>
      <td>2</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1773</th>
      <td>678255464182861824</td>
      <td>This is Jessifer. She is a Bismoth Teriyaki. Flowers being attacked by hurricanes on bandana (rad). 9/10 stellar pup https://t.co/nZhmRwZzWv</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1778</th>
      <td>677895101218201600</td>
      <td>Guys this was terrifying. Really spooked me up. We don't rate ghosts. We rate dogs. Please only send dogs... 9/10 https://t.co/EJImi1udYb</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1781</th>
      <td>677698403548192770</td>
      <td>This is Sadie. She got her holidays confused. 9/10 damn it Sadie https://t.co/fm7HxOsuPK</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1783</th>
      <td>677673981332312066</td>
      <td>Endangered triangular pup here. Could be a wizard. Caught mid-laugh. No legs. Just fluff. Probably a wizard. 9/10 https://t.co/GFVIHIod0Z</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1787</th>
      <td>677565715327688705</td>
      <td>Contortionist pup here. Inside pentagram. Clearly worships Satan. Known to slowly push fragile stuff off tables 6/10 https://t.co/EX9oR55VMe</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1790</th>
      <td>677530072887205888</td>
      <td>Say hello to Axel. He's a Black Chevy Pinot on wheels. 0 to 60 in 5.7 seconds (if downhill). 9/10 I call shotgun https://t.co/DKe9DBnnHE</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1792</th>
      <td>677334615166730240</td>
      <td>This dog gave up mid jump. 9/10 https://t.co/KmMv3Y2zI8</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1793</th>
      <td>677331501395156992</td>
      <td>Meet Humphrey. He's a Northern Polyp Viagra. One ear works. Face stuck like that. Always surprised. 9/10 petable af https://t.co/FS7eJQM2F4</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1796</th>
      <td>677301033169788928</td>
      <td>This is Juckson. He's totally on his way to a nascar race. 5/10 for Juckson https://t.co/IoLRvF0Kak</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1799</th>
      <td>677187300187611136</td>
      <td>Here we see a Byzantine Rigatoni. Very aerodynamic. No eyes. Actually not windy here they just look like that. 9/10 https://t.co/gzI0m6wXRo</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1802</th>
      <td>676949632774234114</td>
      <td>This is Tyrus. He's a Speckled Centennial Ticonderoga. Terrified of floating red ball. Nifty bandana. 8/10 v petable https://t.co/HqM3YhCaaa</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1803</th>
      <td>676948236477857792</td>
      <td>This is Karl. Karl thinks he's slick. 6/10 sneaky pup https://t.co/Lo4ALwjVh4</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1805</th>
      <td>676942428000112642</td>
      <td>Who leaves the last cupcake just sitting there? 9/10 https://t.co/PWMqAoEx2a</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1806</th>
      <td>676936541936185344</td>
      <td>Here we see a rare pouched pupper. Ample storage space. Looks alert. Jumps at random. Kicked open that door. 8/10 https://t.co/mqvaxleHRz</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1808</th>
      <td>676897532954456065</td>
      <td>Exotic handheld dog here. Appears unathletic. Feet look deadly. Can be thrown a great distance. 5/10 might pet idk https://t.co/Avq4awulqk</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1812</th>
      <td>676811746707918848</td>
      <td>Say hello to Penny &amp;amp; Gizmo. They are practicing their caroling. The ambition in the room is tangible. 9/10 for both https://t.co/aqBHjjh5VD</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1817</th>
      <td>676603393314578432</td>
      <td>This is Godzilla pupper. He had a ruff childhood &amp;amp; now deflects that pain outward by terrorizing cities. Tragic 9/10 https://t.co/g1tLGkyaxr</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1819</th>
      <td>676590572941893632</td>
      <td>After some outrage from the crowd. Bubbles is being upgraded to a 7/10. That's as high as I'm going. Thank you</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1820</th>
      <td>676588346097852417</td>
      <td>This is Bubbles. He kinda resembles a fish. Always makes eye contact with u no matter what. Sneaky tongue slip. 5/10 https://t.co/Nrhvc5tLFT</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1821</th>
      <td>676582956622721024</td>
      <td>Meet Vinnie. He's having fun while being safe. Well not a lot of fun, but definitely safe, and that's important 8/10 https://t.co/vZYtynZZlH</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1822</th>
      <td>676575501977128964</td>
      <td>This pupper is very passionate about Christmas. Wanted to give the tree a hug. So cute. 8/10 https://t.co/NsGyECJuq7</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1824</th>
      <td>676496375194980353</td>
      <td>Say hello to Griffin. He's upset because his costume for Halloween didn't arrive until today. 9/10 cheer up pup https://t.co/eoBCjSFajX</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1829</th>
      <td>676237365392908289</td>
      <td>Say hello to Winston. He has no respect for the system. Much rebellion. I think that's a palm tree... nice. 8/10 https://t.co/dOLQddhXLZ</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1831</th>
      <td>676215927814406144</td>
      <td>This is Herm. He just wants to be like the other dogs. Sneaky tongue slip. Super fuzzy. 9/10 would cuddle firmly https://t.co/tg8h9lzCHv</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1834</th>
      <td>676121918416756736</td>
      <td>Here we are witnessing a very excited dog. Clearly has no control over neck movements. 8/10 would still pet https://t.co/ICNIjSkrXs</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1836</th>
      <td>676098748976615425</td>
      <td>Extremely rare pup here. Very religious. Always praying. Too many legs. Not overwhelmingly fluffy. Won't bark. 3/10 https://t.co/REyE5YKVBb</td>
      <td>3</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1837</th>
      <td>676089483918516224</td>
      <td>"Yes hello I'ma just snag this here toasted bagel real quick. carry on." 9/10 https://t.co/Cuz0Osnekp</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1839</th>
      <td>675891555769696257</td>
      <td>This is Donny. He's summoning the demon monster Babadook. 6/10 Donny please no that won't be a good time for anyone https://t.co/kiW6Knb7Gp</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1844</th>
      <td>675849018447167488</td>
      <td>This dog is being demoted to a 9/10 for not wearing a helmet while riding. Gotta stay safe out there. Thank you</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1861</th>
      <td>675483430902214656</td>
      <td>Rare shielded battle dog here. Very happy about abundance of lettuce. Painfully slow fetcher. Still petable. 5/10 https://t.co/C3tlKVq7eO</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1869</th>
      <td>675153376133427200</td>
      <td>What kind of person sends in a picture without a dog in it? 1/10 just because that's a nice table https://t.co/RDXCfk8hK0</td>
      <td>1</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1872</th>
      <td>675146535592706048</td>
      <td>This is Coops. He's yelling at the carpet. Not very productive Coops. 7/10 https://t.co/Uz52oYnHzF</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1873</th>
      <td>675145476954566656</td>
      <td>What an honor. 3 dogs here. Blond one is clearly a gymnast. Other two just confused. Very nifty pups. 9/10 for all https://t.co/YDgstgIDGs</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1874</th>
      <td>675135153782571009</td>
      <td>This is Steven. He got locked outside. Damn it Steven. 5/10 nice grill tho https://t.co/zf7Sxxjfp3</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1876</th>
      <td>675111688094527488</td>
      <td>Say hello to Oliver. He thought what was inside the pillow should be outside the pillow. Blurry since birth. 8/10 https://t.co/lFU9W31Fg9</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1877</th>
      <td>675109292475830276</td>
      <td>C'mon guys. We've been over this. We only rate dogs. This is a cow. Please only submit dogs. Thank you...... 9/10 https://t.co/WjcELNEqN2</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1887</th>
      <td>674788554665512960</td>
      <td>Say hello to Maggie. She's a Western Septic Downy. Pretends to be Mexican. Great hardwood flooring. 9/10 https://t.co/P3ElQ2wsjb</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1888</th>
      <td>674781762103414784</td>
      <td>Bedazzled pup here. Fashionable af. Super yellow. Looks hella fluffy. Webbed paws for efficient fetching. 8/10 https://t.co/ot8yMUGodj</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1898</th>
      <td>674690135443775488</td>
      <td>Meet Patrick. He's an exotic pup. Jumps great distances for a dog. Always gets injured when I toss him a ball. 3/10 https://t.co/Unz1uNrOzo</td>
      <td>3</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1899</th>
      <td>674670581682434048</td>
      <td>Meet Jeb &amp;amp; Bush. Jeb is somehow stuck in that fence and Bush won't stop whispering sweet nothings in his ear. 9/10s https://t.co/NRNExUy9Hm</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1901</th>
      <td>674646392044941312</td>
      <td>Two gorgeous dogs here. Little waddling dog is a rebel. Refuses to look at camera. Must be a preteen. 5/10 &amp;amp; 8/10 https://t.co/YPfw7oahbD</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1904</th>
      <td>674632714662858753</td>
      <td>Rare submerged pup here. Holds breath for a long time. Frowning because that spoon ignores him. 5/10 would still pet https://t.co/EJzzNHE8bE</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1908</th>
      <td>674436901579923456</td>
      <td>Meet Bailey. She plays with her food. Very childish. Doesn't even need a battle helmet smh. Still cute though. 9/10 https://t.co/CLEOjxhTEx</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1912</th>
      <td>674394782723014656</td>
      <td>This is Gary. He's a hide and seek champion. Second only to Kony. 8/10 Gary has a gift https://t.co/cAlB4XCcsi</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1915</th>
      <td>674318007229923329</td>
      <td>This is Lennon. He's in quite the predicament. 8/10 hang in there pupper https://t.co/7mf8XXPAZv</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1919</th>
      <td>674269164442398721</td>
      <td>This is Bob. He's a Juniper Fitzsimmons. His body is 2, but his face is 85. Always looks miserable. Nice stool. 8/10 https://t.co/vYe9RlVz2N</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1920</th>
      <td>674265582246694913</td>
      <td>This is Henry. He's a shit dog. Short pointy ears. Leaves trail of pee. Not fluffy. Doesn't come when called. 2/10 https://t.co/Pu9RhfHDEQ</td>
      <td>2</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1921</th>
      <td>674262580978937856</td>
      <td>This is Gus. He's super stoked about being an elephant. Couldn't be happier. 9/10 for elephant pupper https://t.co/gJS1qU0jP7</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1925</th>
      <td>674063288070742018</td>
      <td>This is Earl. Earl is lost. Someone help Earl. He has no tags. Just trying to get home. 5/10 hang in there Earl https://t.co/1ZbfqAVDg6</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1928</th>
      <td>674045139690631169</td>
      <td>Herd of wild dogs here. Not sure what they're trying to do. No real goals in life. 3/10 find your purpose puppers https://t.co/t5ih0VrK02</td>
      <td>3</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1931</th>
      <td>674036086168010753</td>
      <td>Meet Daisy. She has no eyes &amp;amp; her face has been blurry since birth. Quite the trooper tho. Still havin a blast. 9/10 https://t.co/jcNdw43BIP</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1938</th>
      <td>673906403526995968</td>
      <td>Guys I'm getting real tired of this. We only rate dogs. Please don't send in other things like this Bulbasaur. 3/10 https://t.co/t5rQHl6W8M</td>
      <td>3</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1940</th>
      <td>673716320723169284</td>
      <td>The millennials have spoken and we've decided to immediately demote to a 1/10. Thank you</td>
      <td>1</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1941</th>
      <td>673715861853720576</td>
      <td>This is a heavily opinionated dog. Loves walls. Nobody knows how the hair works. Always ready for a kiss. 4/10 https://t.co/dFiaKZ9cDl</td>
      <td>4</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1946</th>
      <td>673705679337693185</td>
      <td>This is Dot. He found out you only pretended to throw the ball that one time. You don't fuck with Dot. 8/10 https://t.co/Ymg4fwKlZd</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1947</th>
      <td>673700254269775872</td>
      <td>Large blue dog here. Cool shades. Flipping us off w both hands. Obviously a preteen. 3/10 for rude blue preteen pup https://t.co/mcPd5AFfhA</td>
      <td>3</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1948</th>
      <td>673697980713705472</td>
      <td>This is Pickles. She's a tiny pointy pupper. Average walker. Very skeptical of wet leaf. 8/10 https://t.co/lepRCaGcgw</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1950</th>
      <td>673688752737402881</td>
      <td>Meet Larry. He doesn't know how to shoe. 9/10 damn it Larry https://t.co/jMki5GOV3y</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1956</th>
      <td>673612854080196609</td>
      <td>This is Jeffri. He's a speckled ice pupper. Very lazy. Enjoys the occasional swim. Rather majestic really. 7/10 https://t.co/0iyItbtkr8</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1958</th>
      <td>673580926094458881</td>
      <td>When you ask your professor about extra credit on the last day of class. 8/10 https://t.co/H6rqZyE4NP</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1959</th>
      <td>673576835670777856</td>
      <td>Sun burnt dog here. Quite large. Wants to promote peace. Looks unemployed. Ears for days. 7/10 would pet profusely https://t.co/WlKiN3ll0w</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1961</th>
      <td>673359818736984064</td>
      <td>This is Steve. He was just relaxing in hot tub when he was intruded upon. 8/10 poor little pup https://t.co/EPq0MRAraJ</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1964</th>
      <td>673350198937153538</td>
      <td>This is Bella. She's a Genghis Flopped Canuck. Stuck in trash can. 9/10 not to happy about it https://t.co/RMv9EAv57u</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1965</th>
      <td>673345638550134785</td>
      <td>This is Gerald. He's a fluffy lil yellow pup. Always looks like his favorite team just lost on a hail mary. 7/10 https://t.co/GpSkpN8kXS</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1970</th>
      <td>673295268553605120</td>
      <td>Meet Eve. She's a raging alcoholic 8/10 (would b 11/10 but pupper alcoholism is a tragic issue that I can't condone) https://t.co/U36HYQIijg</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1972</th>
      <td>673240798075449344</td>
      <td>Magical floating dog here. Very calm. Always hangs by the pond. Rather moist. Good listener. 6/10 personally I'd pet https://t.co/1euKoOvy49</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1974</th>
      <td>673148804208660480</td>
      <td>This is Fletcher. He's had a ruff night. No more Fireball for Fletcher. 8/10 it'll be over soon pupper https://t.co/tA4WpkI2cw</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1976</th>
      <td>672995267319328768</td>
      <td>This is Pumpkin. He can look in two different directions at once. Great with a screwdriver. 8/10 https://t.co/odpuqtz2Fq</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1978</th>
      <td>672984142909456390</td>
      <td>Very happy pup here. Always smiling. Loves his little leaf. Carries it everywhere with him. 9/10 https://t.co/81BCQAyvcs</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1979</th>
      <td>672980819271634944</td>
      <td>Extraordinary dog here. Looks large. Just a head. No body. Rather intrusive. 5/10 would still pet https://t.co/ufHWUFA9Pu</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1981</th>
      <td>672970152493887488</td>
      <td>This is Chet. He's having a hard time. Really struggling. 7/10 hang in there pupper https://t.co/eb4ta0xtnd</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1984</th>
      <td>672902681409806336</td>
      <td>This is Jimison. He's stuck in a pot. Damn it Jimison. 9/10 https://t.co/KpLyca3o3E</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1986</th>
      <td>672884426393653248</td>
      <td>Marvelous dog here. Rad ears. Not very soft. Large tumor on nose. Has a pet rock. Good w kids. 6/10 overall neat pup https://t.co/g5YkRqP0dg</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1987</th>
      <td>672877615439593473</td>
      <td>This is Oscar. He's getting bombarded with the snacks. Not sure he's happy about it. 8/10 for Oscar https://t.co/dJHI7uC2y3</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1989</th>
      <td>672828477930868736</td>
      <td>This is Jerry. He's a Timbuk Slytherin. Eats his pizza from the side first. Crushed that cup with his bare paws 9/10 https://t.co/fvxHL6cRRs</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1990</th>
      <td>672640509974827008</td>
      <td>This is Leonidas. He just got rekt by a snowball. 9/10 doggy down https://t.co/uNrmYDUa9M</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1992</th>
      <td>672614745925664768</td>
      <td>This is Norman. Doesn't bark much. Very docile pup. Up to date on current events. Overall nifty pupper. 6/10 https://t.co/ntxsR98f3U</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1993</th>
      <td>672609152938721280</td>
      <td>This is Caryl. Likes to get in the microwave. 9/10 damn it Caryl https://t.co/YAVwvNaois</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1995</th>
      <td>672594978741354496</td>
      <td>Meet Scott. Just trying to catch his train to work. Doesn't need everybody staring. 9/10 ignore the haters pupper https://t.co/jyXbZ35MYz</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1997</th>
      <td>672591271085670400</td>
      <td>Lots of pups here. All are Judea Hazelnuts. Exceptionally portable. 8/10 for all https://t.co/Pa8EmpDCuI</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>1998</th>
      <td>672538107540070400</td>
      <td>Meet Darby. He's a Fiscal Tutankhamen Waxbeard. Really likes steak. 7/10 https://t.co/rSndxTL0Ap</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2003</th>
      <td>672475084225949696</td>
      <td>This is Buddy. He's photogenic af. Loves to sexily exit pond. Very striped. Comes with shield. 8/10 would pet well https://t.co/mYhQvAdV4f</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2008</th>
      <td>672256522047614977</td>
      <td>Mighty rare dogs here. Long smooth necks. Great knees. Travel in squads. 1 out of every 14 is massive. 8/10 for all https://t.co/PoMKKnKpRd</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2012</th>
      <td>672239279297454080</td>
      <td>This is Ridley. He doesn't know how to couch. 7/10 https://t.co/UHJE0UgMf7</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2013</th>
      <td>672231046314901505</td>
      <td>Exotic underwater dog here. Very shy. Wont return tennis balls I toss him. Never been petted. 5/10 I bet he's soft https://t.co/WH7Nzc5IBA</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2014</th>
      <td>672222792075620352</td>
      <td>This is Cal. He's a Swedish Geriatric Cheddar. Upset because the pope is laughing at his eyebrows. 9/10 https://t.co/EW4MsOrF5O</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2015</th>
      <td>672205392827572224</td>
      <td>This is Opal. He's a Royal John Coctostan. Ready for transport. Basically indestructible. 9/10 good pupper https://t.co/yRBQF9OS7D</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2017</th>
      <td>672160042234327040</td>
      <td>This is Bubba. He's a Titted Peebles Aorta. Evolutionary masterpiece. Comfortable with his body. 8/10 great pupper https://t.co/aNkkl5nH3W</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2020</th>
      <td>672095186491711488</td>
      <td>This is Tuco. That's the toast that killed his father. 9/10 https://t.co/ujnWy26RMe</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2022</th>
      <td>672068090318987265</td>
      <td>Say hello to Gizmo. He's upset because he's not sure if he's really big or the shopping cart is really small. 7/10 https://t.co/XkMtCGhr4a</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2026</th>
      <td>671879137494245376</td>
      <td>This is Brad. He's a chubby lil pup. Doesn't really need the food he's trying to reach. 5/10 you've had enough Brad https://t.co/vPXKSaNsbE</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2029</th>
      <td>671855973984772097</td>
      <td>Remarkable dog here. Walks on back legs really well. Looks extra soft. 8/10 would cuddle with https://t.co/gpWLdbposg</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2032</th>
      <td>671763349865160704</td>
      <td>Say hello to Mark. He's a good dog. Always ready to go for a walk. Excellent posture. 9/10 keep it up Mark https://t.co/m9NleZ1i80</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2033</th>
      <td>671744970634719232</td>
      <td>Very fit horned dog here. Looks powerful. Not phased by wind. Great beard. Big enough to ride? 6/10 would cuddle https://t.co/wwwYO9C9kl</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2038</th>
      <td>671550332464455680</td>
      <td>After 22 minutes of careful deliberation this dog is being demoted to a 1/10. The longer you look at him the more terrifying he becomes</td>
      <td>1</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2040</th>
      <td>671544874165002241</td>
      <td>Interesting dog here. Very large. Purple. Manifests rainbows. Perfect teeth. No ears. Surprisingly knowledgable 6/10 https://t.co/QVaEMsB9tS</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2042</th>
      <td>671538301157904385</td>
      <td>This is Baxter. He's very calm. Hasn't eaten in weeks tho. Not good at fetch. Never blinks. 8/10 would still pet https://t.co/fUuiyu2QTD</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2043</th>
      <td>671536543010570240</td>
      <td>This is Reginald. He's pondering what life would be like without so much damn skin. 9/10 it'll be ok buddy https://t.co/1U5Ro5FA4c</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2044</th>
      <td>671533943490011136</td>
      <td>Super rare dog here. Spiffy mohawk. Sharp mouth. Shits eggs. Cool chariot wheel in background. 6/10 v confident pup https://t.co/pcx8jm1J1K</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2047</th>
      <td>671518598289059840</td>
      <td>This is Scruffers. He's being violated on multiple levels and is not happy about it. 9/10 hang in there Scruffers https://t.co/nLQoltwEZ7</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2048</th>
      <td>671511350426865664</td>
      <td>Say hello to Hammond. He's just a wee lil pup. Jumps around a shit ton. 8/10 overall very good dog https://t.co/OgDF2ES3Q9</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2051</th>
      <td>671488513339211776</td>
      <td>This is Julius. He's a cool dog. Carries seashell everywhere. Rad segmented legs. Currently attacking castle. 8/10 https://t.co/CwUK5AIgeD</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2054</th>
      <td>671390180817915904</td>
      <td>Striped dog here. Having fun playing on back. Sturdy paws. Looks like an organized Dalmatian. 7/10 would still pet https://t.co/U1mSS3Ykez</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2056</th>
      <td>671357843010908160</td>
      <td>Tfw she says hello from the other side. 9/10 https://t.co/lS1TIDagIb</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2058</th>
      <td>671347597085433856</td>
      <td>This is Lola. She was not fully prepared for the water slide. 9/10 https://t.co/svlkUlg3NH</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2062</th>
      <td>671163268581498880</td>
      <td>Pack of horned dogs here. Very team-oriented bunch. All have weird laughs. Bond between them strong. 8/10 for all https://t.co/U7DQQdZ0mX</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2063</th>
      <td>671159727754231808</td>
      <td>This is Anthony. He just finished up his masters at Harvard. Unprofessional tattoos. Always looks perturbed. 5/10 https://t.co/iHLo9rGay1</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2066</th>
      <td>671147085991960577</td>
      <td>This is a Helvetica Listerine named Rufus. This time Rufus will be ready for the UPS guy. He'll never expect it 9/10 https://t.co/34OhVhMkVr</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2067</th>
      <td>671141549288370177</td>
      <td>Neat pup here. Enjoys lettuce. Long af ears. Short lil legs. Hops surprisingly high for dog. 9/10 still very petable https://t.co/HYR611wiA4</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2069</th>
      <td>671134062904504320</td>
      <td>Say hello to Clarence. He's a western Alkaline Pita. Very proud of himself for dismembering his stuffed dog pal 8/10 https://t.co/BHxr9O7wJY</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2070</th>
      <td>671122204919246848</td>
      <td>Two miniature golden retrievers here. Webbed paws. Don't walk very efficiently. Can't catch a tennis ball. 4/10s https://t.co/WzVLdSHJU7</td>
      <td>4</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2071</th>
      <td>671115716440031232</td>
      <td>Meet Phred. He isn't steering, looking at the road, or wearing a seatbelt. Phred is a rolling tornado of danger 6/10 https://t.co/mZD7Bo7HfV</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2072</th>
      <td>671109016219725825</td>
      <td>This is Toby. He asked for chocolate cake for his birthday but was given vanilla instead. 8/10 it'll be ok Toby https://t.co/sYi2G0he4H</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2076</th>
      <td>670838202509447168</td>
      <td>Pink dogs here. Unreasonably long necks. Left guy has only 1 leg. Quite nimble. Don't bark tho 4/10s would still pet https://t.co/QY5uvMmmQk</td>
      <td>4</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2077</th>
      <td>670833812859932673</td>
      <td>This is Jett. He is unimpressed by flower. 7/10 https://t.co/459qWNnV3F</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2079</th>
      <td>670826280409919488</td>
      <td>Scary dog here. Too many legs. Extra tail. Not soft, let alone fluffy. Won't bark. Moves sideways. Has weapon. 2/10 https://t.co/XOPXCSXiUT</td>
      <td>2</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2088</th>
      <td>670792680469889025</td>
      <td>This is Antony. He's a Sheraton Tetrahedron. Skips awkwardly. Doesn't look when he crosses the road (reckless). 7/10 https://t.co/gTy4WMXu8l</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2089</th>
      <td>670789397210615808</td>
      <td>Two obedient dogs here. Left one has extra leg sticking out of its back. They each get 9/10. Would pet both at once https://t.co/RGcNPsmAfY</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2090</th>
      <td>670786190031921152</td>
      <td>This is Creg. You offered him a ride to work but you're late and you just missed his exit. 8/10 https://t.co/3r7wznfuoa</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2091</th>
      <td>670783437142401025</td>
      <td>Flamboyant pup here. Probably poisonous. Won't eat kibble. Doesn't bark. Slow af. Petting doesn't look fun. 1/10 https://t.co/jxukeh2BeO</td>
      <td>1</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2092</th>
      <td>670782429121134593</td>
      <td>This dude slaps your girl's ass what do you do?\n5/10 https://t.co/6dioUL6gcP</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2093</th>
      <td>670780561024270336</td>
      <td>This is Traviss. He has no ears. Two rare dogs in background. I bet they all get along nicely. 7/10s I'd pet all https://t.co/Viu56hVhhP</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2096</th>
      <td>670755717859713024</td>
      <td>Say hello to Gin &amp;amp; Tonic. They're having a staring contest. Very very intense. 9/10 for both https://t.co/F6bI9dF16E</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2097</th>
      <td>670733412878163972</td>
      <td>This is Jerry. He's a great listener. Low maintenance. Hard to get leash on tho. 8/10 still good dog https://t.co/NsDIt8Z80Z</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2100</th>
      <td>670704688707301377</td>
      <td>Meet Danny. He's too good to look at the road when he's driving. Absolute menace. 6/10 completely irresponsible https://t.co/I1lMUy1FqH</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2101</th>
      <td>670691627984359425</td>
      <td>This is Ester. He has a cocaine problem. This is an intervention Ester. We all care about you. 8/10 https://t.co/eCVj2xT59V</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2102</th>
      <td>670679630144274432</td>
      <td>This is Pluto. He's holding little waddling dog hostage. Little waddling dog very desperate at this point sos. 8/10 https://t.co/HMcD9SLOAN</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2103</th>
      <td>670676092097810432</td>
      <td>This is Bloo. He's a Westminster Cîroc. Doesn't think Bart deserves legs. Nice flowers. 8/10 https://t.co/IAc1QCczMc</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2107</th>
      <td>670465786746662913</td>
      <td>Silly dog here. Wearing bunny ears. Nice long tail. Unique paws. Not crazy soft but will do. Extremely agile. 7/10 https://t.co/2BnCLtJMxD</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2109</th>
      <td>670449342516494336</td>
      <td>Vibrant dog here. Fabulous tail. Only 2 legs tho. Has wings but can barely fly (lame). Rather elusive. 5/10 okay pup https://t.co/cixC0M3P1e</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2116</th>
      <td>670427002554466305</td>
      <td>This is a Deciduous Trimester mix named Spork. Only 1 ear works. No seat belt. Incredibly reckless. 9/10 still cute https://t.co/CtuJoLHiDo</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2119</th>
      <td>670417414769758208</td>
      <td>Sharp dog here. Introverted. Loves purple. Not fun to pet. Hurts to cuddle with. 6/10 still good dog tho https://t.co/Dfv2YaHPMn</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2123</th>
      <td>670385711116361728</td>
      <td>Meet Larry. He's a Panoramic Benzoate. Can shoot lasers out of his eyes. Very neat. Stuck in that position tho. 8/10 https://t.co/MAZx8MPF0S</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2125</th>
      <td>670361874861563904</td>
      <td>This is a Rich Mahogany Seltzer named Cherokee. Just got destroyed by a snowball. Isn't very happy about it. 9/10 https://t.co/98ZBi6o4dj</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2128</th>
      <td>670303360680108032</td>
      <td>This is a Speckled Cauliflower Yosemite named Hemry. He's terrified of intruder dog. Not one bit comfortable. 9/10 https://t.co/yV3Qgjh8iN</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2130</th>
      <td>670093938074779648</td>
      <td>This is Wally. He's a Flaccid Mitochondria. Going on vacation. Bag definitely full of treats. Great hat. 9/10 https://t.co/vYs9IVzHY9</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2134</th>
      <td>670069087419133954</td>
      <td>This is Randall. He's from Chernobyl. Built playground himself. Has been stuck up there quite a while. 5/10 good dog https://t.co/pzrvc7wKGd</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2136</th>
      <td>670055038660800512</td>
      <td>This is Tommy. He's a cool dog. Hard not to step on. Won't let go of seashell. Not fast by any means. 3/10 https://t.co/0gY6XTOpn3</td>
      <td>3</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2139</th>
      <td>670037189829525505</td>
      <td>Awesome dog here. Not sure where it is tho. Spectacular camouflage. Enjoys leaves. Not very soft. 5/10 still petable https://t.co/rOTOteKx4q</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2141</th>
      <td>669993076832759809</td>
      <td>This is Zoey. Her dreams of becoming a hippo ballerina don't look promising. 9/10 it'll be ok puppers https://t.co/kR1fqy4NKK</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2148</th>
      <td>669749430875258880</td>
      <td>Say hello to Clarence. Clarence thought he saw a squirrel. He was just trying to help. 8/10 poor Clarence https://t.co/tbFaTUHLJB</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2151</th>
      <td>669682095984410625</td>
      <td>Meet Louie. He just pounded that bottle of wine. 9/10 goodnight Louie https://t.co/RAwZvMKRZB</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2152</th>
      <td>669680153564442624</td>
      <td>This is Shawwn. He's a Turkish Gangrene Robitussin. Spectacular tongue. Cranks out push-ups. 8/10 #NoDaysOff #swole https://t.co/IQFZKNUlXx</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2153</th>
      <td>669661792646373376</td>
      <td>This is a brave dog. Excellent free climber. Trying to get closer to God. Not very loyal though. Doesn't bark. 5/10 https://t.co/ODnILTr4QM</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2157</th>
      <td>669583744538451968</td>
      <td>Special dog here. Pretty big. Neck kinda long for dog. Cool spots. Must be a Dalmatian variant. 6/10 would still pet https://t.co/f8GXeDbFzu</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2159</th>
      <td>669571471778410496</td>
      <td>This is Keith. He's had 13 DUIs. 7/10 that's too many Keith https://t.co/fa7olwrF9Y</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2160</th>
      <td>669567591774625800</td>
      <td>Meet Kollin. He's a Parakeetian Badminton from Denmark. Great artist. Taking break from research. Loves wicker 9/10 https://t.co/XPLB3eoXiX</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2163</th>
      <td>669375718304980992</td>
      <td>This is Billl. He's trying to be a ghost but he's not very good at it. 6/10 c'mon Billl https://t.co/ero0XfdGtY</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2168</th>
      <td>669354382627049472</td>
      <td>Meet Dug. Dug fucken loves peaches. 8/10 https://t.co/JtA1TG21Xx</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2174</th>
      <td>669216679721873412</td>
      <td>This is Clarq. He's a golden Quetzalcoatl. Clarq enjoys eating his own foot. Damn it Clarq. 8/10 would pet firmly https://t.co/d8ybynaRwZ</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2176</th>
      <td>669203728096960512</td>
      <td>This is Samsom. He is sexually confused. Really wants to be a triceratops. 9/10 just a great guy https://t.co/HPoce45SI3</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2181</th>
      <td>668994913074286592</td>
      <td>Two gorgeous pups here. Both have cute fake horns(adorable). Barn in the back looks on fire. 5/10 would pet rly well https://t.co/w5oYFXi0uh</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2182</th>
      <td>668992363537309700</td>
      <td>This is Harrison. He braves the snow like a champ. Perched at all times. Hasn't blinked in months. 8/10 v nifty dog https://t.co/tiVuq6MNwl</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2183</th>
      <td>668989615043424256</td>
      <td>This is Bernie. He's taking his Halloween costume very seriously. Wants to be baked. 3/10 not a good idea Bernie smh https://t.co/1zBp1moFlX</td>
      <td>3</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2184</th>
      <td>668988183816871936</td>
      <td>Honor to rate this dog. Lots of fur on him. Two massive tumors on back. Should get checked out. Very neat tho. 7/10 https://t.co/bMhs18elNF</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2185</th>
      <td>668986018524233728</td>
      <td>This is Ruby. She's a Bimmington Fettuccini. One ear works a lil better than other. Looks startled. Cool carpet 9/10 https://t.co/j0Wpa42KCH</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2186</th>
      <td>668981893510119424</td>
      <td>Unique dog here. Oddly shaped tail. Long pink front legs. I don't think dogs breath underwater sos. 4/10 bad owner https://t.co/0EJXxE9UxW</td>
      <td>4</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2192</th>
      <td>668932921458302977</td>
      <td>This is Herald. He likes to swing. Subtle tongue slip. Owner good at b-ball. Creepy person on bench back there. 9/10 https://t.co/rcrKkL7eB6</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2198</th>
      <td>668815180734689280</td>
      <td>This is a wild Toblerone from Papua New Guinea. Mouth always open. Addicted to hay. Acts blind. 7/10 handsome dog https://t.co/IGmVbz07tZ</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2202</th>
      <td>668643542311546881</td>
      <td>Fascinating dog here. Loves beach. Oddly long nose for dog. Massive ass paws. Hard to cuddle w. 3/10 would still pet https://t.co/IiSdmhkC5N</td>
      <td>3</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2206</th>
      <td>668631377374486528</td>
      <td>Meet Zeek. He is a grey Cumulonimbus. Zeek is hungry. Someone should feed Zeek asap. 5/10 absolutely terrifying https://t.co/fvVNScw8VH</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2207</th>
      <td>668627278264475648</td>
      <td>This is Timofy. He's a pilot for Southwest. It's Christmas morning &amp;amp; everyone has gotten kickass gifts but him. 9/10 https://t.co/3FuNbzyPwo</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2211</th>
      <td>668614819948453888</td>
      <td>Here is a horned dog. Much grace. Can jump over moons (dam!). Paws not soft. Bad at barking. 7/10 can still pet tho https://t.co/2Su7gmsnZm</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2216</th>
      <td>668537837512433665</td>
      <td>This is Spark. He's nervous. Other dog hasn't moved in a while. Won't come when called. Doesn't fetch well 8/10&amp;amp;1/10 https://t.co/stEodX9Aba</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2219</th>
      <td>668496999348633600</td>
      <td>This is Jo. Jo is a Swedish Queso. Tongue bigger than face. Tiny lil legs. Still no seatbelt. Simply careless. 8/10 https://t.co/Edy7B5vOp2</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2220</th>
      <td>668484198282485761</td>
      <td>Good teamwork between these dogs. One is on lookout while other eats. Long necks. Nice big house. 9/10s good pups https://t.co/uXgmECGYEB</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2222</th>
      <td>668466899341221888</td>
      <td>Here is a mother dog caring for her pups. Snazzy red mohawk. Doesn't wag tail. Pups look confused. Overall 4/10 https://t.co/YOHe6lf09m</td>
      <td>4</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2223</th>
      <td>668297328638447616</td>
      <td>2 rare dogs. They waddle (v inefficient). Sometimes slide on bellies. Right one wants to be aircraft Marshall. 9/10s https://t.co/P8bivfp5sU</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2229</th>
      <td>668248472370458624</td>
      <td>Say hello to Bisquick. He is a Brown Douglass Fir terrier. Very inbred. Looks terrified. 8/10 still cute tho https://t.co/1XYRh8N00K</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2233</th>
      <td>668204964695683073</td>
      <td>This is Ron. Ron's currently experiencing a brain freeze. Damn it Ron. 8/10 https://t.co/4ilfcR5SlK</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2235</th>
      <td>668171859951755264</td>
      <td>This is a Trans Siberian Kellogg named Alfonso. Huge ass eyeballs. Actually Dobby from Harry Potter. 7/10 https://t.co/XpseHBlAAb</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2236</th>
      <td>668154635664932864</td>
      <td>Fun dogs here. Top one clearly an athlete. Bottom one very stable. Not very soft tho. 9/10s would still cuddle both https://t.co/79sHR36NsI</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2237</th>
      <td>668142349051129856</td>
      <td>This lil pup is Oliver. Hops around. Has wings but doesn't fly (lame). Annoying chirp. Won't catch tennis balls 2/10 https://t.co/DnhUw0aBM2</td>
      <td>2</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2238</th>
      <td>668113020489474048</td>
      <td>This is Alfie. He's that one hypocritical gym teacher who made you run laps. Great posture. Cool bench. 6/10 https://t.co/GCJzm3YsfX</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2239</th>
      <td>667937095915278337</td>
      <td>This dog resembles a baked potato. Bed looks uncomfortable. No tail. Comes with butter tho. 3/10 petting still fun https://t.co/x89NSCEZCq</td>
      <td>3</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2240</th>
      <td>667924896115245057</td>
      <td>This is Jiminy. He has always wanted to be a cheerleader. Can jump high enough to get on other dog. Go Jiminy. 9/10 https://t.co/fW6kIPFGD2</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2242</th>
      <td>667911425562669056</td>
      <td>Wow. Armored dog here. Ready for battle. Face looks dangerous. Not very loyal. Lil dog on back havin a blast. 5/10 https://t.co/SyMoWrp368</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2243</th>
      <td>667902449697558528</td>
      <td>This is Cleopatricia. She is a northern Paperback Maple. Set up hammock somehow. 9/10 would chill in hammock with https://t.co/sJeHdGUt0W</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2246</th>
      <td>667878741721415682</td>
      <td>This is Tedrick. He lives on the edge. Needs someone to hit the gas tho. Other than that he's a baller. 10&amp;amp;2/10 https://t.co/LvP1TTYSCN</td>
      <td>2</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2249</th>
      <td>667861340749471744</td>
      <td>This is a Shotokon Macadamia mix named Cheryl. Sophisticated af. Looks like a disappointed librarian. Shh (lol) 9/10 https://t.co/J4GnJ5Swba</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2253</th>
      <td>667793409583771648</td>
      <td>Dogs only please. Small cows and other non canines will not be tolerated. Sick tattoos tho 8/10 https://t.co/s1z7mX4c9O</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2254</th>
      <td>667782464991965184</td>
      <td>Super rare dog. Endangered (?). Thinks it's funny. Mocks everything I say. Colorful af. Has wings (dope). 9/10 https://t.co/BY8nQAMz0x</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2255</th>
      <td>667773195014021121</td>
      <td>This is a rare Hungarian Pinot named Jessiga. She is either mid-stroke or got stuck in the washing machine. 8/10 https://t.co/ZU0i0KJyqD</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2256</th>
      <td>667766675769573376</td>
      <td>This is Calvin. He is a Luxembourgian Mayo. Having issues with truck. Has it under control tho. 9/10 responsible af https://t.co/3Bbba7y8Xe</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2258</th>
      <td>667724302356258817</td>
      <td>What a dog to start the day with. Very calm. Likes to chill by pond. Corkscrews sticking out of head. Obedient. 7/10 https://t.co/0nIxPTDWAZ</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2260</th>
      <td>667550882905632768</td>
      <td>RT @dogratingrating: Unoriginal idea. Blatant plagiarism. Curious grammar. -5/10 https://t.co/r7XzeQZWzb</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2261</th>
      <td>667549055577362432</td>
      <td>Never seen dog like this. Breathes heavy. Tilts head in a pattern. No bark. Shitty at fetch. Not even cordless. 1/10 https://t.co/i9iSGNn3fx</td>
      <td>1</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2262</th>
      <td>667546741521195010</td>
      <td>Here is George. George took a selfie of his new man bun and that is downright epic. (Also looks like Rand Paul) 9/10 https://t.co/afRtVsoIIb</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2264</th>
      <td>667538891197542400</td>
      <td>This is a southwest Coriander named Klint. Hat looks expensive. Still on house arrest :(\n9/10 https://t.co/IQTOMqDUIe</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2265</th>
      <td>667534815156183040</td>
      <td>This is Frank (pronounced "Fronq"). Too many boxing gloves, not enough passion. Frank is a lover not a fighter. 8/10 https://t.co/CpPxD28IpV</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2268</th>
      <td>667517642048163840</td>
      <td>This is Dook &amp;amp; Milo. Dook is struggling to find who he really is and Milo is terrified of what that might be. 8/10s https://t.co/fh5KflzBR0</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2271</th>
      <td>667495797102141441</td>
      <td>This is Philippe from Soviet Russia. Commanding leader. Misplaced other boot. Hung flag himself. 9/10 charismatic af https://t.co/5NhPV8E45i</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2272</th>
      <td>667491009379606528</td>
      <td>Two dogs in this one. Both are rare Jujitsu Pythagoreans. One slightly whiter than other. Long legs. 7/10 and 8/10 https://t.co/ITxxcc4v9y</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2274</th>
      <td>667455448082227200</td>
      <td>This is Reese and Twips. Reese protects Twips. Both think they're too good for seat belts. Simply reckless. 7/10s https://t.co/uLzRi1drVK</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2276</th>
      <td>667443425659232256</td>
      <td>Exotic dog here. Long neck. Weird paws. Obsessed with bread. Waddles. Flies sometimes (wow!). Very happy dog. 6/10 https://t.co/rqO4I3nf2N</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2279</th>
      <td>667405339315146752</td>
      <td>This is Biden. Biden just tripped... 7/10 https://t.co/3Fm9PwLju1</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2280</th>
      <td>667393430834667520</td>
      <td>This is Fwed. He is a Canadian Asian Taylormade. Was having a blast until pink spiky football attacked. 8/10 https://t.co/A37eGLz5WS</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2282</th>
      <td>667211855547486208</td>
      <td>This is Genevieve. She is a golden retriever cocktail mix. Comfortable close to wall. Shows no emotions. 9/10 https://t.co/azEoGqVonH</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2287</th>
      <td>667177989038297088</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>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2288</th>
      <td>667176164155375616</td>
      <td>These are strange dogs. All have toupees. Long neck for dogs. In a shed of sorts? Work in groups? 4/10 still petable https://t.co/PZxSarAfSN</td>
      <td>4</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2289</th>
      <td>667174963120574464</td>
      <td>This is Clarence. His face says he doesn't want to be a donkey, but his tail is super pumped about it. 9/10 https://t.co/fGDWgukcBs</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2296</th>
      <td>667090893657276420</td>
      <td>This is Clybe. He is an Anemone Valdez. One ear works. Can look in 2 different directions at once. Tongue slip. 7/10 https://t.co/Ks0jZtdIrr</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2299</th>
      <td>667065535570550784</td>
      <td>Here we have a Hufflepuff. Loves vest. Eyes wide af. Flaccid tail. Matches carpet. Always a little blurry. 8/10 https://t.co/7JdgVqDnvR</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2302</th>
      <td>667012601033924608</td>
      <td>This is Klevin. He laughs a lot. Very cool dog. 9/10 https://t.co/bATAbPNv0m</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2305</th>
      <td>666837028449972224</td>
      <td>My goodness. Very rare dog here. Large. Tail dangerous. Kinda fat. Only eats leaves. Doesn't come when called 3/10 https://t.co/xYGdBrMS9h</td>
      <td>3</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2308</th>
      <td>666817836334096384</td>
      <td>This is Jeph. He is a German Boston Shuttlecock. Enjoys couch. Lost body during French Revolution. True hero 9/10 https://t.co/8whlkYw3mO</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2309</th>
      <td>666804364988780544</td>
      <td>This is Jockson. He is a Pinnacle Sagittarius. Fancy bandana. Enjoys lightly sucking on hot dog in nature. 8/10 https://t.co/RdKbAOEpDK</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2310</th>
      <td>666786068205871104</td>
      <td>Unfamiliar with this breed. Ears pointy af. Won't let go of seashell. Won't eat kibble. Not very fast. Bad dog 2/10 https://t.co/EIn5kElY1S</td>
      <td>2</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2312</th>
      <td>666776908487630848</td>
      <td>This is Josep. He is a Rye Manganese mix. Can drive w eyes closed. Very irresponsible. Menace on the roadways. 5/10 https://t.co/XNGeDwrtYH</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2314</th>
      <td>666701168228331520</td>
      <td>This is a golden Buckminsterfullerene named Johm. Drives trucks. Lumberjack (?). Enjoys wall. 8/10 would hug softly https://t.co/uQbZJM2DQB</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2315</th>
      <td>666691418707132416</td>
      <td>This is Christoper. He is a spotted Penne. Can easily navigate stairs. 8/10 https://t.co/bg4TqvvkuF</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2316</th>
      <td>666649482315059201</td>
      <td>Cool dog. Enjoys couch. Low monotone bark. Very nice kicks. Pisses milk (must be rare). Can't go down stairs. 4/10 https://t.co/vXMKrJC81s</td>
      <td>4</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2317</th>
      <td>666644823164719104</td>
      <td>This is Jimothy. He is a Botwanian Gouda. Can write (impressive). Very erect tail. Still looking for hoco date. 9/10 https://t.co/LEkZjZxESQ</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2319</th>
      <td>666447344410484738</td>
      <td>This is Scout. She is a black Downton Abbey. Isn't afraid to get dirty. 9/10 nothing bad to say https://t.co/kH60oka1HW</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2320</th>
      <td>666437273139982337</td>
      <td>Here we see a lone northeastern Cumberbatch. Half ladybug. Only builds with bricks. Very confident with body. 7/10 https://t.co/7LtjBS0GPK</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2322</th>
      <td>666430724426358785</td>
      <td>Oh boy what a pup! Sunglasses take this one to the next level. Weirdly folds front legs. Pretty big. 6/10 https://t.co/yECbFrSArM</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2323</th>
      <td>666428276349472768</td>
      <td>Here we have an Austrian Pulitzer. Collectors edition. Levitates (?). 7/10 would garden with https://t.co/NMQq6HIglK</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2326</th>
      <td>666411507551481857</td>
      <td>This is quite the dog. Gets really excited when not in water. Not very soft tho. Bad at fetch. Can't do tricks. 2/10 https://t.co/aMCTNWO94t</td>
      <td>2</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2327</th>
      <td>666407126856765440</td>
      <td>This is a southern Vesuvius bumblegruff. Can drive a truck (wow). Made friends with 5 other nifty dogs (neat). 7/10 https://t.co/LopTBkKa8h</td>
      <td>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2328</th>
      <td>666396247373291520</td>
      <td>Oh goodness. A super rare northeast Qdoba kangaroo mix. Massive feet. No pouch (disappointing). Seems alert. 9/10 https://t.co/Dc7b0E8qFE</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2330</th>
      <td>666362758909284353</td>
      <td>Unique dog here. Very small. Lives in container of Frosted Flakes (?). Short legs. Must be rare 6/10 would still pet https://t.co/XMD9CwjEnM</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2331</th>
      <td>666353288456101888</td>
      <td>Here we have a mixed Asiago from the Galápagos Islands. Only one ear working. Big fan of marijuana carpet. 8/10 https://t.co/tltQ5w9aUO</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2333</th>
      <td>666337882303524864</td>
      <td>This is an extremely rare horned Parthenon. Not amused. Wears shoes. Overall very nice. 9/10 would pet aggressively https://t.co/QpRjllzWAL</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2334</th>
      <td>666293911632134144</td>
      <td>This is a funny dog. Weird toes. Won't come down. Loves branch. Refuses to eat his food. Hard to cuddle with. 3/10 https://t.co/IIXis0zta0</td>
      <td>3</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2335</th>
      <td>666287406224695296</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>1</td>
      <td>2</td>
    </tr>
    <tr>
      <th>2338</th>
      <td>666104133288665088</td>
      <td>Not familiar with this breed. No tail (weird). Only 2 legs. Doesn't bark. Surprisingly quick. Shits eggs. 1/10 https://t.co/Asgdc6kuLX</td>
      <td>1</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2340</th>
      <td>666099513787052032</td>
      <td>Can stand on stump for what seems like a while. Built that birdhouse? Impressive. Made friends with a squirrel. 8/10 https://t.co/Ri4nMTLq5C</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2341</th>
      <td>666094000022159362</td>
      <td>This appears to be a Mongolian Presbyterian mix. Very tired. Tongue slip confirmed. 9/10 would lie down with https://t.co/mnioXo3IfP</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2342</th>
      <td>666082916733198337</td>
      <td>Here we have a well-established sunblockerspaniel. Lost his other flip-flop. 6/10 not very waterproof https://t.co/3RU6x0vHB7</td>
      <td>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2344</th>
      <td>666071193221509120</td>
      <td>Here we have a northern speckled Rhododendron. Much sass. Gives 0 fucks. Good tongue. 9/10 would caress sensually https://t.co/ZoL8kq2XFx</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2346</th>
      <td>666058600524156928</td>
      <td>Here is the Rand Paul of retrievers folks! He's probably good at poker. Can drink beer (lol rad). 8/10 good dog https://t.co/pYAJkAe76p</td>
      <td>8</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2347</th>
      <td>666057090499244032</td>
      <td>My oh my. This is a rare blond Canadian terrier on wheels. Only $8.98. Rather docile. 9/10 very rare https://t.co/yWBqbrzy8O</td>
      <td>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2349</th>
      <td>666051853826850816</td>
      <td>This is an odd dog. Hard on the outside but loving on the inside. Petting still fun. Doesn't play catch well. 2/10 https://t.co/v5A4vzSDdc</td>
      <td>2</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2351</th>
      <td>666049248165822465</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>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2352</th>
      <td>666044226329800704</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>6</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2353</th>
      <td>666033412701032449</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>9</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2354</th>
      <td>666029285002620928</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>7</td>
      <td>10</td>
    </tr>
    <tr>
      <th>2355</th>
      <td>666020888022790149</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>8</td>
      <td>10</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Removing the option to display an entire row of a table.</span>

<span class="n">pd</span><span class="o">.</span><span class="n">reset_option</span><span class="p">(</span><span class="s1">&#39;display.max_rows&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Displaying dog names in the name column.</span>

<span class="n">twitter_enhanced</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>None        745
a           55 
Charlie     12 
Cooper      11 
Lucy        11 
Oliver      11 
Penny       10 
Lola        10 
Tucker      10 
Winston     9  
Bo          9  
Sadie       8  
the         8  
Toby        7  
Bailey      7  
an          7  
Daisy       7  
Buddy       7  
Milo        6  
Bella       6  
Oscar       6  
Jack        6  
Jax         6  
Dave        6  
Stanley     6  
Scout       6  
Koda        6  
Leo         6  
Rusty       6  
Alfie       5  
           ..  
Hamrick     1  
Tripp       1  
Tilly       1  
Cupid       1  
Milky       1  
Deacon      1  
Beckham     1  
Lorelei     1  
Callie      1  
Ronduh      1  
Tiger       1  
Kirk        1  
Roscoe      1  
Peanut      1  
Fletcher    1  
Batdog      1  
Stark       1  
Olaf        1  
Arya        1  
Mairi       1  
Pupcasso    1  
Binky       1  
Huxley      1  
Alf         1  
Iggy        1  
Tobi        1  
Stewie      1  
Keet        1  
Maya        1  
Diogi       1  
Name: name, Length: 957, dtype: int64</pre>
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<p>The dog name contain names that does not seem to be a dog's name - beginning with lowercase letters.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Checking through to see all the names that begin with lowercase letters. </span>
<span class="c1"># They appear to be all wrong.</span>

<span class="n">name_lower</span> <span class="o">=</span> <span class="n">twitter_enhanced</span><span class="o">.</span><span class="n">name</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;^[a-z]&#39;</span><span class="p">,</span> <span class="n">regex</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
<span class="n">wrong_names</span> <span class="o">=</span> <span class="n">twitter_enhanced</span><span class="p">[</span><span class="n">name_lower</span><span class="p">]</span><span class="o">.</span><span class="n">name</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
<span class="n">wrong_names</span>
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<pre>a               55
the             8 
an              7 
very            5 
just            4 
quite           4 
one             4 
not             2 
getting         2 
actually        2 
mad             2 
incredibly      1 
his             1 
unacceptable    1 
life            1 
such            1 
infuriating     1 
this            1 
space           1 
officially      1 
light           1 
my              1 
all             1 
by              1 
old             1 
Name: name, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Checking to see if there are duplicated tweet_id. There is none.</span>

<span class="n">twitter_enhanced</span><span class="p">[</span><span class="s1">&#39;tweet_id&#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">sum</span><span class="p">()</span>
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<pre>0</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Checking if there are duplicated images. There are 66.</span>

<span class="n">image_predictions</span><span class="p">[</span><span class="s1">&#39;jpg_url&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">duplicated</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>66</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Checking number of values friends_count has. It has just a value (17)</span>

<span class="n">tweet_api</span><span class="p">[</span><span class="s1">&#39;friends_count&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>17    2331
Name: friends_count, dtype: int64</pre>
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<h3 id="Observations">Observations<a class="anchor-link" href="#Observations">&#182;</a></h3>
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<h4 id="Quality">Quality<a class="anchor-link" href="#Quality">&#182;</a></h4><h5 id="twitter_enhanced-table">twitter_enhanced table<a class="anchor-link" href="#twitter_enhanced-table">&#182;</a></h5><ol>
<li><p>There are 181 retweets indicated in the following columns: retweeted_status_id, retweeted_status_user_id, retweeted_status_timestamp.</p>
</li>
<li><p>There are 78 replies to tweet in the data (in_reply_to_status_id, in_reply_to_user_id) columns.</p>
</li>
<li><p>The following datatypes (retweeted_status_timestamp, rating_numerator, rating_denominator, doggo, floofer, pupper, puppo) should be adjusted.</p>
</li>
</ol>
<ol>
<li><p>Some values in the rating_denominator columns are inaccurate. The rating numerator has a very high maximum value of 170 and a very low minimum value of 0.</p>
</li>
<li><p>High denominator values contain multiple dogs as indicated in the accompanying text column.</p>
</li>
<li><p>Some values in the rating_numerator column are inaccurate. The rating_numerator has an excessively high maximum value of 1776..</p>
</li>
<li><p>Some dog names are inaccurate. The incorrect names begin with a lowercase letter.</p>
</li>
<li><p>Comparing the twitter_enhanced table and image_predictions table indicates that some tweet does not have images.</p>
</li>
</ol>
<h5 id="image_predictions-table">image_predictions table<a class="anchor-link" href="#image_predictions-table">&#182;</a></h5><ol>
<li><p>There are 66 duplicated images</p>
</li>
<li><p>Dog_breed should be category datatype.</p>
</li>
</ol>
<h5 id="tweet_api-table">tweet_api table<a class="anchor-link" href="#tweet_api-table">&#182;</a></h5><ol>
<li>The friends_count column is displaying just one number. It will not be needed for the analysis, especially as it was an optional extra data.</li>
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<h4 id="Tidiness">Tidiness<a class="anchor-link" href="#Tidiness">&#182;</a></h4><ol>
<li><p>The last four columns in twitter_enhanced table should be a single column of dog stages.</p>
</li>
<li><p>The three predictions columns should be converted to one in the image_predictions table.</p>
</li>
<li><p>twitter_enhanced, image_predictions and tweet_api tables should be merged.</p>
</li>
<li><p>Irrelevant columns (retweeted_status_id, retweeted_status_user_id, retweeted_status_timestamp, etc.) in the twitter_enhanced table should be removed.</p>
</li>
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<h2 id="Cleaning-Data">Cleaning Data<a class="anchor-link" href="#Cleaning-Data">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Copy the DataFrames</span>

<span class="n">twitter_enhanced_clean</span> <span class="o">=</span> <span class="n">twitter_enhanced</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">image_predictions_clean</span> <span class="o">=</span> <span class="n">image_predictions</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">tweet_api_clean</span> <span class="o">=</span> <span class="n">tweet_api</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
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<h3 id="Quality---Completeness">Quality - Completeness<a class="anchor-link" href="#Quality---Completeness">&#182;</a></h3>
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<h5 id="Define">Define<a class="anchor-link" href="#Define">&#182;</a></h5><p>Remove rows containing retweet. These are rows that contain values in the columns: retweeted_status_id, retweeted_status_user_id, and   retweeted_status_timestamp (twitter_enhanced table)</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Removing retweets from the twitter_enhanced data</span>

<span class="n">twitter_enhanced_clean</span> <span class="o">=</span> <span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="n">twitter_enhanced_clean</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">isna</span><span class="p">()]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Displaying twitter_enhanced data info</span>

<span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 2175 entries, 0 to 2355
Data columns (total 17 columns):
tweet_id                      2175 non-null int64
in_reply_to_status_id         78 non-null float64
in_reply_to_user_id           78 non-null float64
timestamp                     2175 non-null object
source                        2175 non-null object
text                          2175 non-null object
retweeted_status_id           0 non-null float64
retweeted_status_user_id      0 non-null float64
retweeted_status_timestamp    0 non-null object
expanded_urls                 2117 non-null object
rating_numerator              2175 non-null int64
rating_denominator            2175 non-null int64
name                          2175 non-null object
doggo                         2175 non-null object
floofer                       2175 non-null object
pupper                        2175 non-null object
puppo                         2175 non-null object
dtypes: float64(4), int64(3), object(10)
memory usage: 305.9+ KB
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<h5 id="Define">Define<a class="anchor-link" href="#Define">&#182;</a></h5><p>Remove rows containing replies in the twitter_enhanced_table</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">twitter_enhanced_clean</span> <span class="o">=</span> <span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;in_reply_to_user_id&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isna</span><span class="p">()]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 2097 entries, 0 to 2355
Data columns (total 17 columns):
tweet_id                      2097 non-null int64
in_reply_to_status_id         0 non-null float64
in_reply_to_user_id           0 non-null float64
timestamp                     2097 non-null object
source                        2097 non-null object
text                          2097 non-null object
retweeted_status_id           0 non-null float64
retweeted_status_user_id      0 non-null float64
retweeted_status_timestamp    0 non-null object
expanded_urls                 2094 non-null object
rating_numerator              2097 non-null int64
rating_denominator            2097 non-null int64
name                          2097 non-null object
doggo                         2097 non-null object
floofer                       2097 non-null object
pupper                        2097 non-null object
puppo                         2097 non-null object
dtypes: float64(4), int64(3), object(10)
memory usage: 294.9+ KB
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<h3 id="Tidiness">Tidiness<a class="anchor-link" href="#Tidiness">&#182;</a></h3>
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<h5 id="Define">Define<a class="anchor-link" href="#Define">&#182;</a></h5><p>Melt the 'doggo', 'floofer', 'pupper', 'puppo' columns in the twitter_enhanced column to form 'dog_stage' column</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">twitter_enhanced_clean</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">melt</span><span class="p">(</span><span class="n">twitter_enhanced_clean</span><span class="p">,</span> <span class="n">id_vars</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">,</span> <span class="s1">&#39;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;timestamp&#39;</span><span class="p">,</span> 
                                                                    <span class="s1">&#39;source&#39;</span><span class="p">,</span> <span class="s1">&#39;text&#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;expanded_urls&#39;</span><span class="p">,</span> <span class="s1">&#39;rating_numerator&#39;</span><span class="p">,</span> 
                                                                    <span class="s1">&#39;rating_denominator&#39;</span><span class="p">,</span> <span class="s1">&#39;name&#39;</span><span class="p">],</span> 
                                 <span class="n">var_name</span> <span class="o">=</span> <span class="s1">&#39;dog&#39;</span><span class="p">,</span> <span class="n">value_name</span> <span class="o">=</span> <span class="s1">&#39;dog_stage&#39;</span><span class="p">)</span>

<span class="c1"># Drop duplicated rows</span>
<span class="n">twitter_enhanced_clean</span> <span class="o">=</span> <span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="s1">&#39;dog_stage&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">(</span><span class="n">subset</span><span class="o">=</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">,</span> 
                                                                                        <span class="n">keep</span><span class="o">=</span><span class="s1">&#39;last&#39;</span><span class="p">)</span>
<span class="c1"># Drop dog column</span>
<span class="n">twitter_enhanced_clean</span> <span class="o">=</span> <span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;dog&#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">twitter_enhanced_clean</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 2097 entries, 2021 to 6856
Data columns (total 14 columns):
tweet_id                      2097 non-null int64
in_reply_to_status_id         0 non-null float64
in_reply_to_user_id           0 non-null float64
timestamp                     2097 non-null object
source                        2097 non-null object
text                          2097 non-null object
retweeted_status_id           0 non-null float64
retweeted_status_user_id      0 non-null float64
retweeted_status_timestamp    0 non-null object
expanded_urls                 2094 non-null object
rating_numerator              2097 non-null int64
rating_denominator            2097 non-null int64
name                          2097 non-null object
dog_stage                     2097 non-null object
dtypes: float64(4), int64(3), object(7)
memory usage: 245.7+ KB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<style scoped>
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        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>in_reply_to_status_id</th>
      <th>in_reply_to_user_id</th>
      <th>timestamp</th>
      <th>source</th>
      <th>text</th>
      <th>retweeted_status_id</th>
      <th>retweeted_status_user_id</th>
      <th>retweeted_status_timestamp</th>
      <th>expanded_urls</th>
      <th>rating_numerator</th>
      <th>rating_denominator</th>
      <th>name</th>
      <th>dog_stage</th>
    </tr>
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    <tr>
      <th>2021</th>
      <td>667405339315146752</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-19 18:13:27 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Biden. Biden just tripped... 7/10 https://t.co/3Fm9PwLju1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667405339315146752/photo/1</td>
      <td>7</td>
      <td>10</td>
      <td>Biden</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2020</th>
      <td>667435689202614272</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-19 20:14:03 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Ermergerd 12/10 https://t.co/PQni2sjPsm</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667435689202614272/photo/1</td>
      <td>12</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2019</th>
      <td>667437278097252352</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-19 20:20:22 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Never seen this breed before. Very pointy pup. Hurts when you cuddle. Still cute tho. 10/10 https://t.co/97HuBrVuOx</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667437278097252352/photo/1</td>
      <td>10</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2018</th>
      <td>667443425659232256</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-19 20:44:47 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Exotic dog here. Long neck. Weird paws. Obsessed with bread. Waddles. Flies sometimes (wow!). Very happy dog. 6/10 https://t.co/rqO4I3nf2N</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667443425659232256/photo/1</td>
      <td>6</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2017</th>
      <td>667453023279554560</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-19 21:22:56 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Twitter Web Client&lt;/a&gt;</td>
      <td>Meet Cupcake. I would do unspeakable things for Cupcake. 11/10 https://t.co/6uLCWR9Efa</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667453023279554560/photo/1</td>
      <td>11</td>
      <td>10</td>
      <td>Cupcake</td>
      <td>None</td>
    </tr>
  </tbody>
</table>
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<h5 id="Define">Define<a class="anchor-link" href="#Define">&#182;</a></h5><p>Form one prediction and confidence-level data from the three sets of values in the image_prediction table.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">breed_prediction</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">confidence_level</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">def</span> <span class="nf">breed</span><span class="p">(</span><span class="n">image_predictions_clean</span><span class="p">):</span>
    <span class="k">if</span> <span class="p">(</span><span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">p1_dog</span> <span class="o">==</span> <span class="kc">True</span><span class="p">):</span>
        <span class="n">breed_prediction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">p1</span><span class="p">)</span>
        <span class="n">confidence_level</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">p1_conf</span><span class="p">)</span>
    <span class="k">elif</span> <span class="p">(</span><span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">p2_dog</span> <span class="o">==</span> <span class="kc">True</span><span class="p">):</span>
        <span class="n">breed_prediction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">p2</span><span class="p">)</span>
        <span class="n">confidence_level</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">p2_conf</span><span class="p">)</span>
    <span class="k">elif</span> <span class="p">(</span><span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">p3_dog</span> <span class="o">==</span> <span class="kc">True</span><span class="p">):</span>
        <span class="n">breed_prediction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">p3</span><span class="p">)</span>
        <span class="n">confidence_level</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">p3_conf</span><span class="p">)</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">breed_prediction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">&#39;None&#39;</span><span class="p">)</span>
        <span class="n">confidence_level</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
<span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">breed</span><span class="p">,</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">image_predictions_clean</span><span class="p">[</span><span class="s1">&#39;dog_breed&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">breed_prediction</span>
<span class="n">image_predictions_clean</span><span class="p">[</span><span class="s1">&#39;confidence_level&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">confidence_level</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Drop columns not needed</span>

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

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<h5 id="Test">Test<a class="anchor-link" href="#Test">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>jpg_url</th>
      <th>dog_breed</th>
      <th>confidence_level</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>666020888022790149</td>
      <td>https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg</td>
      <td>Welsh_springer_spaniel</td>
      <td>0.465074</td>
    </tr>
    <tr>
      <th>1</th>
      <td>666029285002620928</td>
      <td>https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg</td>
      <td>redbone</td>
      <td>0.506826</td>
    </tr>
    <tr>
      <th>2</th>
      <td>666033412701032449</td>
      <td>https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg</td>
      <td>German_shepherd</td>
      <td>0.596461</td>
    </tr>
    <tr>
      <th>3</th>
      <td>666044226329800704</td>
      <td>https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg</td>
      <td>Rhodesian_ridgeback</td>
      <td>0.408143</td>
    </tr>
    <tr>
      <th>4</th>
      <td>666049248165822465</td>
      <td>https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg</td>
      <td>miniature_pinscher</td>
      <td>0.560311</td>
    </tr>
  </tbody>
</table>
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</div>

</div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">image_predictions_clean</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
</pre></div>

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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 2075 entries, 0 to 2074
Data columns (total 4 columns):
tweet_id            2075 non-null int64
jpg_url             2075 non-null object
dog_breed           2075 non-null object
confidence_level    2075 non-null float64
dtypes: float64(1), int64(1), object(2)
memory usage: 64.9+ KB
</pre>
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<h5 id="Define">Define<a class="anchor-link" href="#Define">&#182;</a></h5><p>Merge twitter_enhanced, image_predictions, and tweet_api tables</p>

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<h5 id="Code">Code<a class="anchor-link" href="#Code">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">twitter_enhanced_clean</span> <span class="o">=</span> <span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span> <span class="n">tweet_api_clean</span><span class="p">,</span> <span class="n">on</span> <span class="o">=</span> <span class="s1">&#39;tweet_id&#39;</span><span class="p">,</span> <span class="n">how</span> <span class="o">=</span> <span class="s1">&#39;inner&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">twitter_enhanced_clean</span> <span class="o">=</span> <span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">image_predictions_clean</span><span class="p">,</span> <span class="n">on</span> <span class="o">=</span> <span class="s1">&#39;tweet_id&#39;</span><span class="p">,</span> <span class="n">how</span> <span class="o">=</span> <span class="s1">&#39;inner&#39;</span><span class="p">)</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 1964 entries, 0 to 1963
Data columns (total 20 columns):
tweet_id                      1964 non-null int64
in_reply_to_status_id         0 non-null float64
in_reply_to_user_id           0 non-null float64
timestamp                     1964 non-null object
source                        1964 non-null object
text                          1964 non-null object
retweeted_status_id           0 non-null float64
retweeted_status_user_id      0 non-null float64
retweeted_status_timestamp    0 non-null object
expanded_urls                 1964 non-null object
rating_numerator              1964 non-null int64
rating_denominator            1964 non-null int64
name                          1964 non-null object
dog_stage                     1964 non-null object
favorite_count                1964 non-null int64
retweet_count                 1964 non-null int64
friends_count                 1964 non-null int64
jpg_url                       1964 non-null object
dog_breed                     1964 non-null object
confidence_level              1964 non-null float64
dtypes: float64(5), int64(6), object(9)
memory usage: 322.2+ KB
</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>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>dog_stage</th>
      <th>favorite_count</th>
      <th>retweet_count</th>
      <th>friends_count</th>
      <th>jpg_url</th>
      <th>dog_breed</th>
      <th>confidence_level</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>667405339315146752</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-19 18:13:27 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Biden. Biden just tripped... 7/10 https://t.co/3Fm9PwLju1</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667405339315146752/photo/1</td>
      <td>7</td>
      <td>10</td>
      <td>Biden</td>
      <td>None</td>
      <td>441</td>
      <td>209</td>
      <td>17</td>
      <td>https://pbs.twimg.com/media/CUMZnmhUEAEbtis.jpg</td>
      <td>Saint_Bernard</td>
      <td>0.381377</td>
    </tr>
    <tr>
      <th>1</th>
      <td>667435689202614272</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-19 20:14:03 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Ermergerd 12/10 https://t.co/PQni2sjPsm</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667435689202614272/photo/1</td>
      <td>12</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>292</td>
      <td>79</td>
      <td>17</td>
      <td>https://pbs.twimg.com/media/CUM1OHCW4AEgGSi.jpg</td>
      <td>Rottweiler</td>
      <td>0.999091</td>
    </tr>
    <tr>
      <th>2</th>
      <td>667437278097252352</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-19 20:20:22 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Never seen this breed before. Very pointy pup. Hurts when you cuddle. Still cute tho. 10/10 https://t.co/97HuBrVuOx</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667437278097252352/photo/1</td>
      <td>10</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>425</td>
      <td>221</td>
      <td>17</td>
      <td>https://pbs.twimg.com/media/CUM2qWaWoAUZ06L.jpg</td>
      <td>None</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>3</th>
      <td>667443425659232256</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-19 20:44:47 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Exotic dog here. Long neck. Weird paws. Obsessed with bread. Waddles. Flies sometimes (wow!). Very happy dog. 6/10 https://t.co/rqO4I3nf2N</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667443425659232256/photo/1</td>
      <td>6</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>741</td>
      <td>541</td>
      <td>17</td>
      <td>https://pbs.twimg.com/media/CUM8QZwW4AAVsBl.jpg</td>
      <td>None</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>4</th>
      <td>667453023279554560</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2015-11-19 21:22:56 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Twitter Web Client&lt;/a&gt;</td>
      <td>Meet Cupcake. I would do unspeakable things for Cupcake. 11/10 https://t.co/6uLCWR9Efa</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667453023279554560/photo/1</td>
      <td>11</td>
      <td>10</td>
      <td>Cupcake</td>
      <td>None</td>
      <td>297</td>
      <td>83</td>
      <td>17</td>
      <td>https://pbs.twimg.com/media/CUNE_OSUwAAdHhX.jpg</td>
      <td>Labrador_retriever</td>
      <td>0.825670</td>
    </tr>
  </tbody>
</table>
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<h5 id="Define">Define<a class="anchor-link" href="#Define">&#182;</a></h5><p>Remove irrelevant columns</p>

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<h5 id="Code">Code<a class="anchor-link" href="#Code">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">twitter_enhanced_clean</span> <span class="o">=</span> <span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;in_reply_to_status_id&#39;</span><span class="p">,</span>
                                                     <span class="s1">&#39;in_reply_to_user_id&#39;</span><span class="p">,</span>
                                                     <span class="s1">&#39;retweeted_status_id&#39;</span><span class="p">,</span>
                                                     <span class="s1">&#39;retweeted_status_user_id&#39;</span><span class="p">,</span> 
                                                     <span class="s1">&#39;retweeted_status_timestamp&#39;</span><span class="p">,</span>
                                                     <span class="s1">&#39;friends_count&#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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<h5 id="Test">Test<a class="anchor-link" href="#Test">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 1964 entries, 0 to 1963
Data columns (total 14 columns):
tweet_id              1964 non-null int64
timestamp             1964 non-null object
source                1964 non-null object
text                  1964 non-null object
expanded_urls         1964 non-null object
rating_numerator      1964 non-null int64
rating_denominator    1964 non-null int64
name                  1964 non-null object
dog_stage             1964 non-null object
favorite_count        1964 non-null int64
retweet_count         1964 non-null int64
jpg_url               1964 non-null object
dog_breed             1964 non-null object
confidence_level      1964 non-null float64
dtypes: float64(1), int64(5), object(8)
memory usage: 230.2+ KB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">twitter_enhanced_clean</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>timestamp</th>
      <th>source</th>
      <th>text</th>
      <th>expanded_urls</th>
      <th>rating_numerator</th>
      <th>rating_denominator</th>
      <th>name</th>
      <th>dog_stage</th>
      <th>favorite_count</th>
      <th>retweet_count</th>
      <th>jpg_url</th>
      <th>dog_breed</th>
      <th>confidence_level</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>667405339315146752</td>
      <td>2015-11-19 18:13:27 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Biden. Biden just tripped... 7/10 https://t.co/3Fm9PwLju1</td>
      <td>https://twitter.com/dog_rates/status/667405339315146752/photo/1</td>
      <td>7</td>
      <td>10</td>
      <td>Biden</td>
      <td>None</td>
      <td>441</td>
      <td>209</td>
      <td>https://pbs.twimg.com/media/CUMZnmhUEAEbtis.jpg</td>
      <td>Saint_Bernard</td>
      <td>0.381377</td>
    </tr>
    <tr>
      <th>1</th>
      <td>667435689202614272</td>
      <td>2015-11-19 20:14:03 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Ermergerd 12/10 https://t.co/PQni2sjPsm</td>
      <td>https://twitter.com/dog_rates/status/667435689202614272/photo/1</td>
      <td>12</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>292</td>
      <td>79</td>
      <td>https://pbs.twimg.com/media/CUM1OHCW4AEgGSi.jpg</td>
      <td>Rottweiler</td>
      <td>0.999091</td>
    </tr>
    <tr>
      <th>2</th>
      <td>667437278097252352</td>
      <td>2015-11-19 20:20:22 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Never seen this breed before. Very pointy pup. Hurts when you cuddle. Still cute tho. 10/10 https://t.co/97HuBrVuOx</td>
      <td>https://twitter.com/dog_rates/status/667437278097252352/photo/1</td>
      <td>10</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>425</td>
      <td>221</td>
      <td>https://pbs.twimg.com/media/CUM2qWaWoAUZ06L.jpg</td>
      <td>None</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>3</th>
      <td>667443425659232256</td>
      <td>2015-11-19 20:44:47 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Exotic dog here. Long neck. Weird paws. Obsessed with bread. Waddles. Flies sometimes (wow!). Very happy dog. 6/10 https://t.co/rqO4I3nf2N</td>
      <td>https://twitter.com/dog_rates/status/667443425659232256/photo/1</td>
      <td>6</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>741</td>
      <td>541</td>
      <td>https://pbs.twimg.com/media/CUM8QZwW4AAVsBl.jpg</td>
      <td>None</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>4</th>
      <td>667453023279554560</td>
      <td>2015-11-19 21:22:56 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Twitter Web Client&lt;/a&gt;</td>
      <td>Meet Cupcake. I would do unspeakable things for Cupcake. 11/10 https://t.co/6uLCWR9Efa</td>
      <td>https://twitter.com/dog_rates/status/667453023279554560/photo/1</td>
      <td>11</td>
      <td>10</td>
      <td>Cupcake</td>
      <td>None</td>
      <td>297</td>
      <td>83</td>
      <td>https://pbs.twimg.com/media/CUNE_OSUwAAdHhX.jpg</td>
      <td>Labrador_retriever</td>
      <td>0.825670</td>
    </tr>
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<h3 id="Quality">Quality<a class="anchor-link" href="#Quality">&#182;</a></h3><p>Some identified quality issues has been fixed by fixing the tidiness issues. The remaining ones will be fixed in this section.</p>

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<h5 id="Define">Define<a class="anchor-link" href="#Define">&#182;</a></h5><p>Correct Datatypes (timestamp to datetime, rating_numerator &amp; rating denominator to float, dog_stage to category, and dog_breed to category datatypes).</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;timestamp&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;timestamp&#39;</span><span class="p">])</span>

<span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;float&#39;</span><span class="p">)</span>

<span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;rating_denominator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;rating_denominator&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;float&#39;</span><span class="p">)</span>

<span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;dog_stage&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;dog_stage&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;category&#39;</span><span class="p">)</span>

<span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;dog_breed&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;dog_breed&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;category&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 1964 entries, 0 to 1963
Data columns (total 14 columns):
tweet_id              1964 non-null int64
timestamp             1964 non-null datetime64[ns]
source                1964 non-null object
text                  1964 non-null object
expanded_urls         1964 non-null object
rating_numerator      1964 non-null float64
rating_denominator    1964 non-null float64
name                  1964 non-null object
dog_stage             1964 non-null category
favorite_count        1964 non-null int64
retweet_count         1964 non-null int64
jpg_url               1964 non-null object
dog_breed             1964 non-null category
confidence_level      1964 non-null float64
dtypes: category(2), datetime64[ns](1), float64(3), int64(3), object(5)
memory usage: 209.4+ KB
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<h5 id="Define">Define<a class="anchor-link" href="#Define">&#182;</a></h5><p>Adjust denominator values correctly. Replace high values that are multiples of 10 with 10.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Looking through the denominator values that are not 10, inaccurate recordings can be spotted.</span>
<span class="c1"># This code attaches the right figures to appropriate rows and also fixes corresponding</span>
<span class="c1"># numerator figures.</span>

<span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">tweet_id</span> <span class="o">==</span> <span class="mi">835246439529840640</span><span class="p">),</span> <span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">13</span>
<span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">tweet_id</span> <span class="o">==</span> <span class="mi">835246439529840640</span><span class="p">),</span> <span class="s1">&#39;rating_denominator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">10</span>

<span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">tweet_id</span> <span class="o">==</span> <span class="mi">775096608509886464</span><span class="p">),</span> <span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">14</span>
<span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">tweet_id</span> <span class="o">==</span> <span class="mi">775096608509886464</span><span class="p">),</span> <span class="s1">&#39;rating_denominator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">10</span>

<span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">tweet_id</span> <span class="o">==</span> <span class="mi">740373189193256964</span><span class="p">),</span> <span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">14</span>
<span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">tweet_id</span> <span class="o">==</span> <span class="mi">740373189193256964</span><span class="p">),</span> <span class="s1">&#39;rating_denominator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">10</span>

<span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">tweet_id</span> <span class="o">==</span> <span class="mi">722974582966214656</span><span class="p">),</span> <span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">13</span>
<span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">tweet_id</span> <span class="o">==</span> <span class="mi">722974582966214656</span><span class="p">),</span> <span class="s1">&#39;rating_denominator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">10</span>

<span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">tweet_id</span> <span class="o">==</span> <span class="mi">682962037429899265</span><span class="p">),</span> <span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">10</span>
<span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">tweet_id</span> <span class="o">==</span> <span class="mi">682962037429899265</span><span class="p">),</span> <span class="s1">&#39;rating_denominator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">10</span>

<span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">tweet_id</span> <span class="o">==</span> <span class="mi">666287406224695296</span><span class="p">),</span> <span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">9</span>
<span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">tweet_id</span> <span class="o">==</span> <span class="mi">666287406224695296</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>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Romoving of denominators that do not have the value of 10 and are neither </span>
<span class="c1"># mistakenly recorded nor multiples of 10.</span>

<span class="n">twitter_enhanced_clean</span> <span class="o">=</span> <span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">832088576586297345</span><span class="p">]</span>
<span class="n">twitter_enhanced_clean</span> <span class="o">=</span> <span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">810984652412424192</span><span class="p">]</span>
<span class="n">twitter_enhanced_clean</span> <span class="o">=</span> <span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">686035780142297088</span><span class="p">]</span>
<span class="n">twitter_enhanced_clean</span> <span class="o">=</span> <span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">682808988178739200</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Changing rows with multiple dog ratings to reflect a single dog. This ensures all denominators </span>
<span class="c1"># with values of multiples of 10 is set to 10. The numerators are adjusted accordingly. </span>

<span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">10</span> <span class="o">*</span> <span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;rating_denominator&#39;</span><span class="p">]</span>
<span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;rating_denominator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">10</span> <span class="o">*</span> <span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;rating_denominator&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;rating_denominator&#39;</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Checking if there are denominator values order than 10</span>

<span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="n">twitter_enhanced_clean</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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      <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>dog_stage</th>
      <th>favorite_count</th>
      <th>retweet_count</th>
      <th>jpg_url</th>
      <th>dog_breed</th>
      <th>confidence_level</th>
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<h5 id="Define">Define<a class="anchor-link" href="#Define">&#182;</a></h5><p>Correct numerator values. Remove incorrect values.</p>

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<h5 id="Code">Code<a class="anchor-link" href="#Code">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Correcting numerator values that was wrongly inputed after manual assessment </span>
<span class="c1"># using high and low values for query.</span>

<span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">tweet_id</span> <span class="o">==</span> <span class="mi">881633300179243008</span><span class="p">),</span> <span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">13</span>
<span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">tweet_id</span> <span class="o">==</span> <span class="mi">832215909146226688</span><span class="p">),</span> <span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">9.75</span>
<span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">tweet_id</span> <span class="o">==</span> <span class="mi">786709082849828864</span><span class="p">),</span> <span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">9.75</span>
<span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">tweet_id</span> <span class="o">==</span> <span class="mi">778027034220126208</span><span class="p">),</span> <span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">11.27</span>
<span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">tweet_id</span> <span class="o">==</span> <span class="mi">680494726643068929</span><span class="p">),</span> <span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">11.26</span>

<span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">tweet_id</span> <span class="o">==</span> <span class="mi">883482846933004288</span><span class="p">),</span> <span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">13.5</span>
<span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">tweet_id</span> <span class="o">==</span> <span class="mi">673295268553605120</span><span class="p">),</span> <span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">11</span>
<span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">tweet_id</span> <span class="o">==</span> <span class="mi">763167063695355904</span><span class="p">),</span> <span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">11</span>
<span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">tweet_id</span> <span class="o">==</span> <span class="mi">695064344191721472</span><span class="p">),</span> <span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">13</span>
<span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">tweet_id</span> <span class="o">==</span> <span class="mi">667491009379606528</span><span class="p">),</span> <span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">8</span>
<span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">tweet_id</span> <span class="o">==</span> <span class="mi">763167063695355904</span><span class="p">),</span> <span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">11</span>
<span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">tweet_id</span> <span class="o">==</span> <span class="mi">674646392044941312</span><span class="p">),</span> <span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">8</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Removing extremely high numerator values</span>

<span class="n">twitter_enhanced_clean</span> <span class="o">=</span> <span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">855862651834028034</span><span class="p">]</span>
<span class="n">twitter_enhanced_clean</span> <span class="o">=</span> <span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">855860136149123072</span><span class="p">]</span>
<span class="n">twitter_enhanced_clean</span> <span class="o">=</span> <span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">838150277551247360</span><span class="p">]</span>
<span class="n">twitter_enhanced_clean</span> <span class="o">=</span> <span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">749981277374128128</span><span class="p">]</span>
<span class="n">twitter_enhanced_clean</span> <span class="o">=</span> <span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">670842764863651840</span><span class="p">]</span>
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<h5 id="Test">Test<a class="anchor-link" href="#Test">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Checking if there are numerator values higher than 15</span>

<span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">15</span><span class="p">]</span>
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      <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>dog_stage</th>
      <th>favorite_count</th>
      <th>retweet_count</th>
      <th>jpg_url</th>
      <th>dog_breed</th>
      <th>confidence_level</th>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Checking numerator values lower than 10 to see if they are actually incorrect</span>

<span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">10</span><span class="p">]</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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  <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>dog_stage</th>
      <th>favorite_count</th>
      <th>retweet_count</th>
      <th>jpg_url</th>
      <th>dog_breed</th>
      <th>confidence_level</th>
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    <tr>
      <th>43</th>
      <td>667012601033924608</td>
      <td>2015-11-18 16:12:51</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Klevin. He laughs a lot. Very cool dog. 9/10 https://t.co/bATAbPNv0m</td>
      <td>https://twitter.com/dog_rates/status/667012601033924608/photo/1</td>
      <td>9.0</td>
      <td>10.0</td>
      <td>Klevin</td>
      <td>None</td>
      <td>423</td>
      <td>207</td>
      <td>https://pbs.twimg.com/media/CUG0bC0U8AAw2su.jpg</td>
      <td>None</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>1891</th>
      <td>672160042234327040</td>
      <td>2015-12-02 21:06:56</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Bubba. He's a Titted Peebles Aorta. Evolutionary masterpiece. Comfortable with his body. 8/10 great pupper https://t.co/aNkkl5nH3W</td>
      <td>https://twitter.com/dog_rates/status/672160042234327040/photo/1</td>
      <td>8.0</td>
      <td>10.0</td>
      <td>Bubba</td>
      <td>pupper</td>
      <td>833</td>
      <td>337</td>
      <td>https://pbs.twimg.com/media/CVP9_beUEAAwURR.jpg</td>
      <td>pug</td>
      <td>0.561027</td>
    </tr>
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      <th>869</th>
      <td>680070545539371008</td>
      <td>2015-12-24 17:00:27</td>
      <td>&lt;a href="https://about.twitter.com/products/tweetdeck" rel="nofollow"&gt;TweetDeck&lt;/a&gt;</td>
      <td>Say hello to Emmie. She's trapped in an ornament. Tragic af. Looks pretty content tho. Maybe it's meant to be. 9/10 https://t.co/Fh7geodBCU</td>
      <td>https://twitter.com/dog_rates/status/680070545539371008/photo/1</td>
      <td>9.0</td>
      <td>10.0</td>
      <td>Emmie</td>
      <td>None</td>
      <td>2533</td>
      <td>838</td>
      <td>https://pbs.twimg.com/media/CW-dU34WQAANBGy.jpg</td>
      <td>Shih-Tzu</td>
      <td>0.121811</td>
    </tr>
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      <th>783</th>
      <td>670733412878163972</td>
      <td>2015-11-28 22:38:01</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Jerry. He's a great listener. Low maintenance. Hard to get leash on tho. 8/10 still good dog https://t.co/NsDIt8Z80Z</td>
      <td>https://twitter.com/dog_rates/status/670733412878163972/photo/1</td>
      <td>8.0</td>
      <td>10.0</td>
      <td>Jerry</td>
      <td>None</td>
      <td>909</td>
      <td>476</td>
      <td>https://pbs.twimg.com/media/CU7seitWwAArlVy.jpg</td>
      <td>None</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>891</th>
      <td>679877062409191424</td>
      <td>2015-12-24 04:11:37</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Meet Penelope. She's a bacon frise. Total babe (lol get it like the movie). Doesn't bark tho. 5/10 very average dog https://t.co/SDcQYg0HSZ</td>
      <td>https://twitter.com/dog_rates/status/679877062409191424/photo/1</td>
      <td>5.0</td>
      <td>10.0</td>
      <td>Penelope</td>
      <td>None</td>
      <td>1951</td>
      <td>635</td>
      <td>https://pbs.twimg.com/media/CW9olDsUsAA0XSf.jpg</td>
      <td>None</td>
      <td>0.000000</td>
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      <th>93</th>
      <td>666071193221509120</td>
      <td>2015-11-16 01:52:02</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Here we have a northern speckled Rhododendron. Much sass. Gives 0 fucks. Good tongue. 9/10 would caress sensually https://t.co/ZoL8kq2XFx</td>
      <td>https://twitter.com/dog_rates/status/666071193221509120/photo/1</td>
      <td>9.0</td>
      <td>10.0</td>
      <td>None</td>
      <td>None</td>
      <td>135</td>
      <td>52</td>
      <td>https://pbs.twimg.com/media/CT5cN_3WEAAlOoZ.jpg</td>
      <td>Gordon_setter</td>
      <td>0.503672</td>
    </tr>
    <tr>
      <th>754</th>
      <td>669567591774625800</td>
      <td>2015-11-25 17:25:28</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Meet Kollin. He's a Parakeetian Badminton from Denmark. Great artist. Taking break from research. Loves wicker 9/10 https://t.co/XPLB3eoXiX</td>
      <td>https://twitter.com/dog_rates/status/669567591774625800/photo/1</td>
      <td>9.0</td>
      <td>10.0</td>
      <td>Kollin</td>
      <td>None</td>
      <td>220</td>
      <td>49</td>
      <td>https://pbs.twimg.com/media/CUrIK1DWoAAhECq.jpg</td>
      <td>Chihuahua</td>
      <td>0.980511</td>
    </tr>
    <tr>
      <th>433</th>
      <td>718246886998687744</td>
      <td>2016-04-08 01:19:36</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Alexanderson. He's got a weird ass birth mark. Dreadful at fetch. Won't eat kibble. 3/10 wtf @Target https://t.co/FmxOpf2Sgl</td>
      <td>https://twitter.com/dog_rates/status/718246886998687744/photo/1</td>
      <td>3.0</td>
      <td>10.0</td>
      <td>Alexanderson</td>
      <td>None</td>
      <td>1865</td>
      <td>485</td>
      <td>https://pbs.twimg.com/media/Cfe5tLWXEAIaoFO.jpg</td>
      <td>Chihuahua</td>
      <td>0.354488</td>
    </tr>
    <tr>
      <th>632</th>
      <td>671115716440031232</td>
      <td>2015-11-29 23:57:10</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>Meet Phred. He isn't steering, looking at the road, or wearing a seatbelt. Phred is a rolling tornado of danger 6/10 https://t.co/mZD7Bo7HfV</td>
      <td>https://twitter.com/dog_rates/status/671115716440031232/photo/1</td>
      <td>6.0</td>
      <td>10.0</td>
      <td>Phred</td>
      <td>None</td>
      <td>1296</td>
      <td>729</td>
      <td>https://pbs.twimg.com/media/CVBILUgVAAA1ZUr.jpg</td>
      <td>malinois</td>
      <td>0.406341</td>
    </tr>
    <tr>
      <th>312</th>
      <td>684567543613382656</td>
      <td>2016-01-06 02:49:55</td>
      <td>&lt;a href="http://twitter.com/download/iphone" rel="nofollow"&gt;Twitter for iPhone&lt;/a&gt;</td>
      <td>This is Bobby. He doesn't give a damn about personal space. Convinced he called shotgun first. 4/10 not the best dog https://t.co/b8XW69gSaU</td>
      <td>https://twitter.com/dog_rates/status/684567543613382656/photo/1</td>
      <td>4.0</td>
      <td>10.0</td>
      <td>Bobby</td>
      <td>None</td>
      <td>2963</td>
      <td>1186</td>
      <td>https://pbs.twimg.com/media/CYASi6FWQAEQMW2.jpg</td>
      <td>None</td>
      <td>0.000000</td>
    </tr>
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<p>The sample displayed above shows that even though the numerator values
are lower than 10, they correspond to the ratings provided.</p>

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<h5 id="Define">Define<a class="anchor-link" href="#Define">&#182;</a></h5><p>Remove incorrect dog names</p>

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<h5 id="Code">Code<a class="anchor-link" href="#Code">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Assessing for names with lowercase letters.</span>

<span class="n">name_lower</span> <span class="o">=</span> <span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">name</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;^[a-z]&#39;</span><span class="p">,</span> <span class="n">regex</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"># Changing wrong names to &#39;None&#39;</span>

<span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">name_lower</span><span class="p">,</span> <span class="s1">&#39;name&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;None&#39;</span>
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<h5 id="Test">Test<a class="anchor-link" href="#Test">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="n">name_lower</span><span class="p">]</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    98
Name: name, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">twitter_enhanced_clean</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>None        621
Oliver      10 
Cooper      10 
Charlie     10 
Lucy        9  
Tucker      9  
Penny       9  
Sadie       8  
Winston     8  
Toby        7  
Daisy       7  
Lola        7  
Bo          6  
Stanley     6  
Bella       6  
Koda        6  
Jax         6  
Scout       5  
Dave        5  
Bailey      5  
Leo         5  
Rusty       5  
Oscar       5  
Buddy       5  
Louis       5  
Milo        5  
Chester     5  
Gus         4  
Phil        4  
Finn        4  
           ..  
Griswold    1  
Taz         1  
Stubert     1  
Strudel     1  
Karll       1  
Ricky       1  
Binky       1  
Ivar        1  
Siba        1  
Banjo       1  
Superpup    1  
Keet        1  
Stephan     1  
Colin       1  
Raphael     1  
Ronduh      1  
Jed         1  
Tiger       1  
Kirk        1  
Pupcasso    1  
Roscoe      1  
Peanut      1  
Fletcher    1  
Batdog      1  
Berb        1  
Stark       1  
Olaf        1  
Callie      1  
Kevon       1  
Diogi       1  
Name: name, Length: 911, dtype: int64</pre>
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<h2 id="Storing-Data">Storing Data<a class="anchor-link" href="#Storing-Data">&#182;</a></h2><p>Data from the 3 tables have been assessed and cleaned. The result is a one-table dataframe. This data is now stored as a csv file called 'twitter_archive_master.csv'.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">twitter_enhanced_clean</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;twitter_archive_master.csv&#39;</span><span class="p">,</span> <span class="n">encoding</span> <span class="o">=</span> <span class="s1">&#39;utf-8&#39;</span><span class="p">,</span> <span class="n">index</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span>
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<h2 id="Analyzing-and-Visualizing-Data">Analyzing and Visualizing Data<a class="anchor-link" href="#Analyzing-and-Visualizing-Data">&#182;</a></h2><p>We will make some analysis and visualization from the cleaned data. The analysis will answer the question posed at the begining of each segment.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># loading the stored data.</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_master.csv&#39;</span><span class="p">,</span> <span class="n">encoding</span> <span class="o">=</span> <span class="s1">&#39;utf-8&#39;</span><span class="p">)</span>
<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: 1961 entries, 0 to 1960
Data columns (total 14 columns):
tweet_id              1961 non-null int64
timestamp             1961 non-null object
source                1961 non-null object
text                  1961 non-null object
expanded_urls         1961 non-null object
rating_numerator      1961 non-null float64
rating_denominator    1961 non-null float64
name                  1961 non-null object
dog_stage             1961 non-null object
favorite_count        1961 non-null int64
retweet_count         1961 non-null int64
jpg_url               1961 non-null object
dog_breed             1961 non-null object
confidence_level      1961 non-null float64
dtypes: float64(3), int64(3), object(8)
memory usage: 214.6+ KB
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<h4 id="What-are-10-most-common-dog-breeds-from-the-data?">What are 10 most common dog breeds from the data?<a class="anchor-link" href="#What-are-10-most-common-dog-breeds-from-the-data?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># querying only correct dog breeds</span>

<span class="n">breeds</span> <span class="o">=</span> <span class="n">archive</span><span class="p">[</span><span class="n">archive</span><span class="p">[</span><span class="s1">&#39;dog_breed&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="s1">&#39;None&#39;</span><span class="p">][</span><span class="s1">&#39;dog_breed&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
<span class="n">breeds</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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<pre>golden_retriever      155
Labrador_retriever    104
Pembroke              94 
Chihuahua             90 
pug                   62 
toy_poodle            49 
chow                  48 
Pomeranian            41 
Samoyed               41 
malamute              33 
Name: dog_breed, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plotting on a horizontal bar</span>

<span class="n">breeds</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span> <span class="o">=</span> <span class="s1">&#39;barh&#39;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Most Common Dog Breeds&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Dog Breed&#39;</span><span class="p">)</span>

<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">gcf</span><span class="p">()</span> 
<span class="n">fig</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s1">&#39;output.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>
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<p>The  most common dog breed is golden_retriever. There are 155 of them.</p>

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<h4 id="How-do-dog-breeds-perform-in-the-average-rating?">How do dog breeds perform in the average rating?<a class="anchor-link" href="#How-do-dog-breeds-perform-in-the-average-rating?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">rating_avg</span> <span class="o">=</span> <span class="n">archive</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;dog_breed&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">rating_avg</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>rating_numerator</th>
      <th>rating_denominator</th>
      <th>favorite_count</th>
      <th>retweet_count</th>
      <th>confidence_level</th>
    </tr>
    <tr>
      <th>dog_breed</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>Afghan_hound</th>
      <td>8.041621e+17</td>
      <td>9.666667</td>
      <td>10.0</td>
      <td>15591.000000</td>
      <td>5130.666667</td>
      <td>0.433959</td>
    </tr>
    <tr>
      <th>Airedale</th>
      <td>7.184489e+17</td>
      <td>9.833333</td>
      <td>10.0</td>
      <td>4766.166667</td>
      <td>1203.583333</td>
      <td>0.583771</td>
    </tr>
    <tr>
      <th>American_Staffordshire_terrier</th>
      <td>7.545525e+17</td>
      <td>10.133333</td>
      <td>10.0</td>
      <td>7627.000000</td>
      <td>1779.600000</td>
      <td>0.518511</td>
    </tr>
    <tr>
      <th>Appenzeller</th>
      <td>7.939334e+17</td>
      <td>11.000000</td>
      <td>10.0</td>
      <td>6620.000000</td>
      <td>1243.500000</td>
      <td>0.503665</td>
    </tr>
    <tr>
      <th>Australian_terrier</th>
      <td>7.785921e+17</td>
      <td>11.500000</td>
      <td>10.0</td>
      <td>10079.000000</td>
      <td>2688.500000</td>
      <td>0.307584</td>
    </tr>
    <tr>
      <th>Bedlington_terrier</th>
      <td>7.843395e+17</td>
      <td>10.333333</td>
      <td>10.0</td>
      <td>22858.000000</td>
      <td>7206.000000</td>
      <td>0.286043</td>
    </tr>
    <tr>
      <th>Bernese_mountain_dog</th>
      <td>7.570201e+17</td>
      <td>11.272727</td>
      <td>10.0</td>
      <td>6603.363636</td>
      <td>1395.818182</td>
      <td>0.766685</td>
    </tr>
    <tr>
      <th>Blenheim_spaniel</th>
      <td>7.404407e+17</td>
      <td>11.100000</td>
      <td>10.0</td>
      <td>8374.000000</td>
      <td>2228.000000</td>
      <td>0.699588</td>
    </tr>
    <tr>
      <th>Border_collie</th>
      <td>7.457945e+17</td>
      <td>10.583333</td>
      <td>10.0</td>
      <td>8108.000000</td>
      <td>1921.166667</td>
      <td>0.576845</td>
    </tr>
    <tr>
      <th>Border_terrier</th>
      <td>7.933788e+17</td>
      <td>12.142857</td>
      <td>10.0</td>
      <td>12324.000000</td>
      <td>2935.000000</td>
      <td>0.464345</td>
    </tr>
    <tr>
      <th>Boston_bull</th>
      <td>7.286202e+17</td>
      <td>9.416667</td>
      <td>10.0</td>
      <td>4777.416667</td>
      <td>1249.250000</td>
      <td>0.512296</td>
    </tr>
    <tr>
      <th>Bouvier_des_Flandres</th>
      <td>8.612885e+17</td>
      <td>13.000000</td>
      <td>10.0</td>
      <td>16270.000000</td>
      <td>3839.000000</td>
      <td>0.082610</td>
    </tr>
    <tr>
      <th>Brabancon_griffon</th>
      <td>6.725689e+17</td>
      <td>10.000000</td>
      <td>10.0</td>
      <td>794.000000</td>
      <td>250.666667</td>
      <td>0.369981</td>
    </tr>
    <tr>
      <th>Brittany_spaniel</th>
      <td>7.174759e+17</td>
      <td>10.375000</td>
      <td>10.0</td>
      <td>4843.125000</td>
      <td>1178.000000</td>
      <td>0.775591</td>
    </tr>
    <tr>
      <th>Cardigan</th>
      <td>7.700266e+17</td>
      <td>11.142857</td>
      <td>10.0</td>
      <td>11582.142857</td>
      <td>3268.333333</td>
      <td>0.486599</td>
    </tr>
    <tr>
      <th>Chesapeake_Bay_retriever</th>
      <td>7.426868e+17</td>
      <td>10.838710</td>
      <td>10.0</td>
      <td>9099.548387</td>
      <td>2342.580645</td>
      <td>0.429673</td>
    </tr>
    <tr>
      <th>Chihuahua</th>
      <td>7.208465e+17</td>
      <td>10.533333</td>
      <td>10.0</td>
      <td>7872.133333</td>
      <td>2513.711111</td>
      <td>0.521036</td>
    </tr>
    <tr>
      <th>Dandie_Dinmont</th>
      <td>7.195659e+17</td>
      <td>9.571429</td>
      <td>10.0</td>
      <td>3122.285714</td>
      <td>862.857143</td>
      <td>0.367077</td>
    </tr>
    <tr>
      <th>Doberman</th>
      <td>7.727214e+17</td>
      <td>11.333333</td>
      <td>10.0</td>
      <td>6939.222222</td>
      <td>1405.222222</td>
      <td>0.654750</td>
    </tr>
    <tr>
      <th>English_setter</th>
      <td>7.094418e+17</td>
      <td>9.875000</td>
      <td>10.0</td>
      <td>4408.875000</td>
      <td>1326.375000</td>
      <td>0.475997</td>
    </tr>
    <tr>
      <th>English_springer</th>
      <td>7.153015e+17</td>
      <td>10.500000</td>
      <td>10.0</td>
      <td>12837.700000</td>
      <td>4709.900000</td>
      <td>0.500814</td>
    </tr>
    <tr>
      <th>EntleBucher</th>
      <td>6.798621e+17</td>
      <td>11.000000</td>
      <td>10.0</td>
      <td>2401.000000</td>
      <td>600.000000</td>
      <td>0.523206</td>
    </tr>
    <tr>
      <th>Eskimo_dog</th>
      <td>7.474793e+17</td>
      <td>11.409091</td>
      <td>10.0</td>
      <td>11731.681818</td>
      <td>4168.181818</td>
      <td>0.379626</td>
    </tr>
    <tr>
      <th>French_bulldog</th>
      <td>7.851394e+17</td>
      <td>11.166667</td>
      <td>10.0</td>
      <td>18547.533333</td>
      <td>4731.500000</td>
      <td>0.664626</td>
    </tr>
    <tr>
      <th>German_shepherd</th>
      <td>7.699308e+17</td>
      <td>11.000000</td>
      <td>10.0</td>
      <td>9342.380952</td>
      <td>2302.571429</td>
      <td>0.694426</td>
    </tr>
    <tr>
      <th>German_short-haired_pointer</th>
      <td>7.246935e+17</td>
      <td>10.500000</td>
      <td>10.0</td>
      <td>5459.625000</td>
      <td>1192.125000</td>
      <td>0.647459</td>
    </tr>
    <tr>
      <th>Gordon_setter</th>
      <td>7.298867e+17</td>
      <td>11.750000</td>
      <td>10.0</td>
      <td>4931.250000</td>
      <td>2150.750000</td>
      <td>0.538549</td>
    </tr>
    <tr>
      <th>Great_Dane</th>
      <td>7.522649e+17</td>
      <td>10.818182</td>
      <td>10.0</td>
      <td>5741.909091</td>
      <td>1626.909091</td>
      <td>0.378721</td>
    </tr>
    <tr>
      <th>Great_Pyrenees</th>
      <td>7.390970e+17</td>
      <td>11.466667</td>
      <td>10.0</td>
      <td>11168.266667</td>
      <td>3881.933333</td>
      <td>0.609757</td>
    </tr>
    <tr>
      <th>Greater_Swiss_Mountain_dog</th>
      <td>7.846734e+17</td>
      <td>11.333333</td>
      <td>10.0</td>
      <td>9586.333333</td>
      <td>1893.000000</td>
      <td>0.505865</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>cocker_spaniel</th>
      <td>7.536087e+17</td>
      <td>11.333333</td>
      <td>10.0</td>
      <td>12471.433333</td>
      <td>4259.100000</td>
      <td>0.485912</td>
    </tr>
    <tr>
      <th>collie</th>
      <td>7.343354e+17</td>
      <td>10.909091</td>
      <td>10.0</td>
      <td>6281.909091</td>
      <td>1876.636364</td>
      <td>0.481763</td>
    </tr>
    <tr>
      <th>curly-coated_retriever</th>
      <td>7.222047e+17</td>
      <td>10.333333</td>
      <td>10.0</td>
      <td>4170.000000</td>
      <td>1052.000000</td>
      <td>0.512543</td>
    </tr>
    <tr>
      <th>dalmatian</th>
      <td>7.154213e+17</td>
      <td>9.333333</td>
      <td>10.0</td>
      <td>4661.666667</td>
      <td>1494.583333</td>
      <td>0.597535</td>
    </tr>
    <tr>
      <th>flat-coated_retriever</th>
      <td>7.907257e+17</td>
      <td>11.250000</td>
      <td>10.0</td>
      <td>15309.000000</td>
      <td>3975.125000</td>
      <td>0.664417</td>
    </tr>
    <tr>
      <th>giant_schnauzer</th>
      <td>7.279194e+17</td>
      <td>11.000000</td>
      <td>10.0</td>
      <td>10484.666667</td>
      <td>2984.666667</td>
      <td>0.416649</td>
    </tr>
    <tr>
      <th>golden_retriever</th>
      <td>7.571571e+17</td>
      <td>11.641935</td>
      <td>10.0</td>
      <td>11462.664516</td>
      <td>3294.348387</td>
      <td>0.650561</td>
    </tr>
    <tr>
      <th>groenendael</th>
      <td>6.812840e+17</td>
      <td>10.000000</td>
      <td>10.0</td>
      <td>1041.000000</td>
      <td>239.500000</td>
      <td>0.302625</td>
    </tr>
    <tr>
      <th>keeshond</th>
      <td>7.147067e+17</td>
      <td>10.250000</td>
      <td>10.0</td>
      <td>4410.750000</td>
      <td>1484.500000</td>
      <td>0.844431</td>
    </tr>
    <tr>
      <th>kelpie</th>
      <td>7.585979e+17</td>
      <td>11.307692</td>
      <td>10.0</td>
      <td>9280.076923</td>
      <td>2212.769231</td>
      <td>0.348589</td>
    </tr>
    <tr>
      <th>komondor</th>
      <td>7.774009e+17</td>
      <td>11.000000</td>
      <td>10.0</td>
      <td>9020.333333</td>
      <td>1808.666667</td>
      <td>0.972531</td>
    </tr>
    <tr>
      <th>kuvasz</th>
      <td>7.360859e+17</td>
      <td>10.662353</td>
      <td>10.0</td>
      <td>4710.941176</td>
      <td>1250.941176</td>
      <td>0.395536</td>
    </tr>
    <tr>
      <th>malamute</th>
      <td>7.473957e+17</td>
      <td>10.878788</td>
      <td>10.0</td>
      <td>9790.393939</td>
      <td>2883.000000</td>
      <td>0.541271</td>
    </tr>
    <tr>
      <th>malinois</th>
      <td>7.199779e+17</td>
      <td>10.818182</td>
      <td>10.0</td>
      <td>5112.181818</td>
      <td>1547.272727</td>
      <td>0.435839</td>
    </tr>
    <tr>
      <th>miniature_pinscher</th>
      <td>7.318021e+17</td>
      <td>10.041667</td>
      <td>10.0</td>
      <td>7473.708333</td>
      <td>2012.375000</td>
      <td>0.463476</td>
    </tr>
    <tr>
      <th>miniature_poodle</th>
      <td>7.151542e+17</td>
      <td>9.875000</td>
      <td>10.0</td>
      <td>3108.500000</td>
      <td>840.375000</td>
      <td>0.449415</td>
    </tr>
    <tr>
      <th>miniature_schnauzer</th>
      <td>7.014763e+17</td>
      <td>9.600000</td>
      <td>10.0</td>
      <td>3078.000000</td>
      <td>811.600000</td>
      <td>0.419773</td>
    </tr>
    <tr>
      <th>papillon</th>
      <td>7.092049e+17</td>
      <td>10.000000</td>
      <td>10.0</td>
      <td>3951.000000</td>
      <td>1115.714286</td>
      <td>0.509525</td>
    </tr>
    <tr>
      <th>pug</th>
      <td>7.176465e+17</td>
      <td>10.241935</td>
      <td>10.0</td>
      <td>5571.290323</td>
      <td>1639.983871</td>
      <td>0.667843</td>
    </tr>
    <tr>
      <th>redbone</th>
      <td>7.103190e+17</td>
      <td>9.666667</td>
      <td>10.0</td>
      <td>2941.166667</td>
      <td>957.000000</td>
      <td>0.490849</td>
    </tr>
    <tr>
      <th>schipperke</th>
      <td>7.332174e+17</td>
      <td>10.923077</td>
      <td>10.0</td>
      <td>7623.692308</td>
      <td>2318.692308</td>
      <td>0.445439</td>
    </tr>
    <tr>
      <th>silky_terrier</th>
      <td>7.737047e+17</td>
      <td>12.000000</td>
      <td>10.0</td>
      <td>6592.000000</td>
      <td>1621.000000</td>
      <td>0.324251</td>
    </tr>
    <tr>
      <th>soft-coated_wheaten_terrier</th>
      <td>7.044397e+17</td>
      <td>8.500000</td>
      <td>10.0</td>
      <td>3075.928571</td>
      <td>916.000000</td>
      <td>0.391163</td>
    </tr>
    <tr>
      <th>standard_poodle</th>
      <td>7.406170e+17</td>
      <td>10.727273</td>
      <td>10.0</td>
      <td>12639.272727</td>
      <td>4793.272727</td>
      <td>0.272770</td>
    </tr>
    <tr>
      <th>standard_schnauzer</th>
      <td>6.757109e+17</td>
      <td>12.000000</td>
      <td>10.0</td>
      <td>1812.000000</td>
      <td>778.000000</td>
      <td>0.441427</td>
    </tr>
    <tr>
      <th>toy_poodle</th>
      <td>7.204677e+17</td>
      <td>10.979592</td>
      <td>10.0</td>
      <td>5948.734694</td>
      <td>1959.673469</td>
      <td>0.467608</td>
    </tr>
    <tr>
      <th>toy_terrier</th>
      <td>7.166375e+17</td>
      <td>10.333333</td>
      <td>10.0</td>
      <td>2869.000000</td>
      <td>717.333333</td>
      <td>0.321651</td>
    </tr>
    <tr>
      <th>vizsla</th>
      <td>7.474321e+17</td>
      <td>10.846154</td>
      <td>10.0</td>
      <td>6763.384615</td>
      <td>1719.153846</td>
      <td>0.661060</td>
    </tr>
    <tr>
      <th>whippet</th>
      <td>7.424905e+17</td>
      <td>10.181818</td>
      <td>10.0</td>
      <td>13338.272727</td>
      <td>4416.454545</td>
      <td>0.455646</td>
    </tr>
    <tr>
      <th>wire-haired_fox_terrier</th>
      <td>7.712716e+17</td>
      <td>11.500000</td>
      <td>10.0</td>
      <td>7675.500000</td>
      <td>2554.500000</td>
      <td>0.305596</td>
    </tr>
  </tbody>
</table>
<p>114 rows × 6 columns</p>
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<h5 id="Top-10-dog-breeds-according-to-average-rating">Top 10 dog breeds according to average rating<a class="anchor-link" href="#Top-10-dog-breeds-according-to-average-rating">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">breed_rating_top</span> <span class="o">=</span> <span class="n">rating_avg</span><span class="p">[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">ascending</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span>
<span class="n">breed_rating_top</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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<pre>dog_breed
Bouvier_des_Flandres    13.000000
Saluki                  12.500000
briard                  12.333333
Tibetan_mastiff         12.250000
Border_terrier          12.142857
standard_schnauzer      12.000000
silky_terrier           12.000000
Gordon_setter           11.750000
Irish_setter            11.750000
Samoyed                 11.731707
Name: rating_numerator, dtype: float64</pre>
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<h5 id="Bottom-10-dog-breeds-according-to-average-rating">Bottom 10 dog breeds according to average rating<a class="anchor-link" href="#Bottom-10-dog-breeds-according-to-average-rating">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">breed_rating_bottom</span> <span class="o">=</span> <span class="n">rating_avg</span><span class="p">[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">ascending</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span>
<span class="n">breed_rating_bottom</span><span class="o">.</span><span class="n">tail</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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<pre>dog_breed
Welsh_springer_spaniel         9.500000
Boston_bull                    9.416667
dalmatian                      9.333333
Ibizan_hound                   9.250000
Tibetan_terrier                9.250000
None                           9.042904
Scotch_terrier                 9.000000
Walker_hound                   9.000000
soft-coated_wheaten_terrier    8.500000
Japanese_spaniel               5.000000
Name: rating_numerator, dtype: float64</pre>
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<p>The breed Bouvier_des_Flandres has the highest average rating of 13. Japanese_spaniel, with an average rating of 5 is the least rated dog breed.</p>

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<h4 id="Do-dog-breeds-with-high-average-rating-have-more-retweets?">Do dog breeds with high average rating have more retweets?<a class="anchor-link" href="#Do-dog-breeds-with-high-average-rating-have-more-retweets?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Using scatter plot for display</span>

<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">archive</span><span class="p">[</span><span class="s1">&#39;retweet_count&#39;</span><span class="p">],</span> <span class="n">archive</span><span class="p">[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Relationship Between Dog Ratings and Retweets&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Number of Retweets&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Dog Rating&#39;</span><span class="p">);</span>
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<p>There is a possitive correlation between number of retweets and dog ratings. Higher rated dogs tend to have more retweets.</p>

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<h4 id="Most-dogs-are-in-what-stage?">Most dogs are in what stage?<a class="anchor-link" href="#Most-dogs-are-in-what-stage?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Querying only dogs with dog stage added to the data.</span>

<span class="n">stage</span> <span class="o">=</span> <span class="n">archive</span><span class="p">[</span><span class="n">archive</span><span class="p">[</span><span class="s1">&#39;dog_stage&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="s1">&#39;None&#39;</span><span class="p">][</span><span class="s1">&#39;dog_stage&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
<span class="n">stage</span>
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<pre>pupper     209
doggo      62 
puppo      23 
floofer    8  
Name: dog_stage, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plotting a bar graph.</span>

<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">stage</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">stage</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;Comparing Number of Dogs by Stage&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Dog Stage&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">);</span>
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<p>Most dogs are in the pupper stage. There are 209 of them in all.</p>

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<h4 id="What-names-received-most-and-least-average-likes?">What names received most and least average likes?<a class="anchor-link" href="#What-names-received-most-and-least-average-likes?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">archive</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;name&#39;</span><span class="p">)[</span><span class="s1">&#39;favorite_count&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">ascending</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span>
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<pre>name
Stephan       119053.0
Jamesy        115130.0
Duddles       98128.0 
Aja           73583.0 
Lilly         66430.0 
Canela        63694.0 
Pipsy         44977.0 
Barney        43666.0 
Alfy          41543.0 
Dewey         39948.0 
Emmy          39087.0 
Darla         39049.0 
Kenneth       37039.0 
Cupid         36223.0 
Darrel        36156.0 
Lassie        35088.0 
Zoey          34650.0 
Clifford      34204.0 
Ken           33918.0 
Maisey        33326.0 
Thor          32714.0 
Maya          32324.0 
Wiggles       32124.0 
Kody          31996.0 
Kevin         31925.5 
Klein         31253.0 
Vixen         30935.0 
Tilly         30882.0 
Hurley        30855.0 
Jimbo         30198.0 
               ...    
Butters       406.0   
Jo            384.0   
Ruffles       379.0   
Tedrick       372.0   
Kloey         363.0   
Maks          361.0   
Saydee        352.0   
Dook          350.0   
Anthony       344.0   
Ronduh        340.0   
Edd           337.0   
Josep         323.0   
Raphael       315.0   
Clybe         315.0   
Sam           313.0   
Lambeau       302.0   
Timofy        296.0   
Julio         285.0   
Spark         241.0   
Bradlay       240.0   
Bloo          234.0   
Carll         227.0   
Marvin        227.0   
Lugan         221.0   
Kollin        220.0   
Jockson       219.0   
Keet          206.0   
Kallie        187.0   
Fwed          183.0   
Christoper    174.0   
Name: favorite_count, Length: 911, dtype: float64</pre>
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<p>The dog(s) named Stephan received the highest average likes of 119092. Christoper on the other hand, received the least average likes of 174.</p>

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<h2 id="Conclusion">Conclusion<a class="anchor-link" href="#Conclusion">&#182;</a></h2>
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<p>On a closer look, the master data still contain some issues. However, it is of a better quality than the original data gathered. With the better quality data, it is a lot easier to gain insight into the data and arrive at right conclusions.</p>

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<h2 id="Resources">Resources<a class="anchor-link" href="#Resources">&#182;</a></h2>
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<p><a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.sort_values.html">https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.sort_values.html</a></p>
<p><a href="https://www.geeksforgeeks.org/matplotlib-pyplot-gca-in-python/">https://www.geeksforgeeks.org/matplotlib-pyplot-gca-in-python/</a></p>
<p><a href="https://stackoverflow.com/questions/53983072/arrange-bar-chart-in-ascending-descending-order">https://stackoverflow.com/questions/53983072/arrange-bar-chart-in-ascending-descending-order</a></p>
<p><a href="https://www.geeksforgeeks.org/split-a-column-in-pandas-dataframe-and-get-part-of-it/">https://www.geeksforgeeks.org/split-a-column-in-pandas-dataframe-and-get-part-of-it/</a></p>
<p><a href="https://stackoverflow.com/questions/21291259/convert-floats-to-ints-in-pandas">https://stackoverflow.com/questions/21291259/convert-floats-to-ints-in-pandas</a></p>
<p><a href="https://www.datacamp.com/community/tutorials/python-data-type-conversion">https://www.datacamp.com/community/tutorials/python-data-type-conversion</a></p>
<p><a href="https://www.sharpdesigns.xyz/pages/wrangle_act.html">https://www.sharpdesigns.xyz/pages/wrangle_act.html</a></p>
<p><a href="https://www.kaggle.com/anshuls235/data-wrangling-explained">https://www.kaggle.com/anshuls235/data-wrangling-explained</a></p>
<p><a href="https://pandas.pydata.org/docs/reference/api/pandas.melt.html">https://pandas.pydata.org/docs/reference/api/pandas.melt.html</a></p>
<p><a href="https://medium.com/@durgaswaroop/reshaping-pandas-dataframes-melt-and-unmelt-9f57518c7738">https://medium.com/@durgaswaroop/reshaping-pandas-dataframes-melt-and-unmelt-9f57518c7738</a></p>
<p><a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.merge.html">https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.merge.html</a></p>

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