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="Data-wrangling-WeRateDogs">Data wrangling WeRateDogs<a class="anchor-link" href="#Data-wrangling-WeRateDogs">&#182;</a></h1><h3 id="By-Mohit-Patil">By Mohit Patil<a class="anchor-link" href="#By-Mohit-Patil">&#182;</a></h3><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="#gather">Gathering the Data</a></li>
<li><a href="#assess">Assessing the Data</a></li>
<li><a href="#ass_summary">Assessment Summary</a></li>
<li><a href="#clean">Cleaning</a></li>
<li><a href="#sav">Storing,Analyzing and Visualizing</a></li>
</ul>
<p><a id='intro'></a></p>
<h1 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h1><p>The main aim of this project is Wrangling and Analyzing the dataset.The process that has been focused on is</p>
<p><font size=8>Gathering,Assessment and Cleaning</font></p>
<p>The other processes are secondary concerns.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">requests</span>
<span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">tweepy</span>
<span class="kn">import</span> <span class="nn">json</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="o">%</span><span class="k">matplotlib</span> inline

<span class="n">pd</span><span class="o">.</span><span class="n">set_option</span><span class="p">(</span><span class="s1">&#39;display.float_format&#39;</span><span class="p">,</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="s1">&#39;</span><span class="si">%.3f</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="n">x</span><span class="p">)</span>
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<p><a id='gather'></a></p>
<h1 id="Gathering-the-Data">Gathering the Data<a class="anchor-link" href="#Gathering-the-Data">&#182;</a></h1><p>There are 3 main sources of the data for this particular project.</p>
<ul>
<li>In hand file which was available as a starting point.</li>
<li>A Downloaded file which is downloaded programmatically and saved in a csv format</li>
<li>Another file which was obtained by API interaction from the twitter API.</li>
</ul>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_archive</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;twitter-archive-enhanced.csv&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">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="s1">&#39;https://d17h27t6h515a5.cloudfront.net/topher/2017/August/599fd2ad_image-predictions/image-predictions.tsv&#39;</span><span class="p">)</span>

<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="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="n">t_predictions</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;image-predictions.tsv&#39;</span><span class="p">,</span><span class="n">sep</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">consumer_key</span> <span class="o">=</span> <span class="s1">&#39;...&#39;</span>
<span class="n">consumer_secret</span> <span class="o">=</span> <span class="s1">&#39;...&#39;</span>
<span class="n">access_token</span> <span class="o">=</span> <span class="s1">&#39;...&#39;</span>
<span class="n">access_secret</span> <span class="o">=</span> <span class="s1">&#39;...&#39;</span>

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

<span class="n">api</span> <span class="o">=</span> <span class="n">tweepy</span><span class="o">.</span><span class="n">API</span><span class="p">(</span><span class="n">auth</span><span class="p">,</span><span class="n">parser</span><span class="o">=</span><span class="n">tweepy</span><span class="o">.</span><span class="n">parsers</span><span class="o">.</span><span class="n">JSONParser</span><span class="p">())</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tweets_ids</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">t_archive</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="n">tweets_data</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">tweets_missing</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">tweet_id</span> <span class="ow">in</span> <span class="n">tweets_ids</span><span class="p">:</span>
    <span class="k">try</span><span class="p">:</span>
        <span class="nb">print</span><span class="p">(</span><span class="n">tweet_id</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="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>
        <span class="n">tweets_data</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tweet</span><span class="p">)</span>
    <span class="k">except</span><span class="p">:</span>
        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Failed : &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">tweet_id</span><span class="p">))</span>
        <span class="n">tweets_missing</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tweet_id</span><span class="p">)</span>
    
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<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;tweet_json.txt&#39;</span><span class="p">,</span><span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">file</span><span class="p">:</span>
    <span class="n">json</span><span class="o">.</span><span class="n">dump</span><span class="p">(</span><span class="n">tweets_data</span><span class="p">,</span><span class="n">file</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_api</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_json</span><span class="p">(</span><span class="s1">&#39;tweet_json.txt&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_api</span> <span class="o">=</span> <span class="n">t_api</span><span class="p">[[</span><span class="s1">&#39;id&#39;</span><span class="p">,</span><span class="s1">&#39;favorite_count&#39;</span><span class="p">,</span><span class="s1">&#39;retweet_count&#39;</span><span class="p">]]</span>
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<p><a id='assess'></a></p>
<h1 id="Assessing-the-Data">Assessing the Data<a class="anchor-link" href="#Assessing-the-Data">&#182;</a></h1>
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<h2 id="Visual-Assessment-of-t_archive">Visual Assessment of t_archive<a class="anchor-link" href="#Visual-Assessment-of-t_archive">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_archive</span>
</pre></div>

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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>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>887473957103951872.000</td>
      <td>4196983835.000</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>
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<h1 id="Programmatic-Assessment-of-t_archive">Programmatic Assessment of t_archive<a class="anchor-link" href="#Programmatic-Assessment-of-t_archive">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_archive</span><span class="o">.</span><span class="n">shape</span>
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<pre>(2356, 17)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_archive</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 2356 entries, 0 to 2355
Data columns (total 17 columns):
tweet_id                      2356 non-null int64
in_reply_to_status_id         78 non-null float64
in_reply_to_user_id           78 non-null float64
timestamp                     2356 non-null object
source                        2356 non-null object
text                          2356 non-null object
retweeted_status_id           181 non-null float64
retweeted_status_user_id      181 non-null float64
retweeted_status_timestamp    181 non-null object
expanded_urls                 2297 non-null object
rating_numerator              2356 non-null int64
rating_denominator            2356 non-null int64
name                          2356 non-null object
doggo                         2356 non-null object
floofer                       2356 non-null object
pupper                        2356 non-null object
puppo                         2356 non-null object
dtypes: float64(4), int64(3), object(10)
memory usage: 313.0+ KB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">sum</span><span class="p">(</span><span class="n">t_archive</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>
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<pre>0</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_archive</span><span class="p">[</span><span class="s1">&#39;source&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">20</span><span class="p">)</span>
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<pre>750     &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
1694    &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
1062    &lt;a href=&#34;http://vine.co&#34; rel=&#34;nofollow&#34;&gt;Vine -...
1510    &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
495     &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
1696    &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
1298    &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
2309    &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
2074    &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
922     &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
1591    &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
1073    &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
1206    &lt;a href=&#34;http://vine.co&#34; rel=&#34;nofollow&#34;&gt;Vine -...
834     &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
682     &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
966     &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
450     &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
2266    &lt;a href=&#34;http://twitter.com&#34; rel=&#34;nofollow&#34;&gt;Tw...
718     &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
1551    &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
Name: source, dtype: object</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_archive</span><span class="p">[</span><span class="s1">&#39;in_reply_to_status_id&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>667152164079423488.000    2
856286004109553664.000    1
813127251579564032.000    1
675497103322386432.000    1
682788441537560576.000    1
826598365270007808.000    1
678021115718029312.000    1
668920717132582912.000    1
665814696700723200.000    1
673715861853720576.000    1
759099523532779520.000    1
886266357075128320.000    1
738411919896285184.000    1
772743019447607296.000    1
746885919387574272.000    1
863425645568774144.000    1
669354382627049472.000    1
691416866452082688.000    1
692041934689402880.000    1
675349384339542016.000    1
729113531270991872.000    1
840698300298862592.000    1
674739953134403584.000    1
750180498832404480.000    1
674468880899788800.000    1
763865174553964544.000    1
674793399141146624.000    1
850328818778820608.000    1
674752233200820224.000    1
881607037314052096.000    1
                         ..
838085539362402304.000    1
821152592717697024.000    1
855861584463351808.000    1
855858535607001088.000    1
703255935813287936.000    1
667806454573760512.000    1
801854330672447488.000    1
766711819364888576.000    1
685547936038666240.000    1
671729906628341760.000    1
671561002136281088.000    1
675845657354215424.000    1
692417313023332352.000    1
747648653817413632.000    1
838145498691194880.000    1
690341253549002752.000    1
847606175596138496.000    1
835245984028504064.000    1
681339448655802368.000    1
879553827334172672.000    1
686034024800862208.000    1
857156678055342080.000    1
676588346097852416.000    1
704485744639909888.000    1
870726202742493184.000    1
848212111729840128.000    1
671544874165002240.000    1
693642232151285760.000    1
684959798585110528.000    1
733109485275860992.000    1
Name: in_reply_to_status_id, Length: 77, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_archive</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">value_counts</span><span class="p">()</span>
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<pre>4196983835.000            47
21955058.000               2
730505014150582272.000     1
29166305.000               1
3105440746.000             1
291859009.000              1
279280991.000              1
2319108198.000             1
180670967.000              1
30582082.000               1
26259576.000               1
194351775.000              1
358972768.000              1
840547864354918400.000     1
2894131180.000             1
21435658.000               1
2281181600.000             1
16487760.000               1
4717297476.000             1
28785486.000               1
1582853809.000             1
467036706.000              1
47384430.000               1
13615722.000               1
15846407.000               1
20683724.000               1
16374678.000               1
11856342.000               1
1198988510.000             1
113211856.000              1
77596200.000               1
Name: in_reply_to_user_id, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_archive</span><span class="p">[</span><span class="s1">&#39;source&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">20</span><span class="p">)</span>
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<pre>1679    &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
1782    &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
1098    &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
473     &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
638     &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
711     &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
1356    &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
1634    &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
1367    &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
1759    &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
1707    &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
218     &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
203     &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
92      &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
991     &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
1671    &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
1343    &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
1085    &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
1261    &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
1655    &lt;a href=&#34;http://twitter.com/download/iphone&#34; r...
Name: source, dtype: object</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_archive</span><span class="p">[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>12      558
11      464
10      461
13      351
9       158
8       102
7        55
14       54
5        37
6        32
3        19
4        17
1         9
2         9
420       2
0         2
15        2
75        2
80        1
20        1
24        1
26        1
44        1
50        1
60        1
165       1
84        1
88        1
144       1
182       1
143       1
666       1
960       1
1776      1
17        1
27        1
45        1
99        1
121       1
204       1
Name: rating_numerator, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_archive</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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<h2 id="Visual-Assessment-of-t_predictions">Visual Assessment of t_predictions<a class="anchor-link" href="#Visual-Assessment-of-t_predictions">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_predictions</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>jpg_url</th>
      <th>img_num</th>
      <th>p1</th>
      <th>p1_conf</th>
      <th>p1_dog</th>
      <th>p2</th>
      <th>p2_conf</th>
      <th>p2_dog</th>
      <th>p3</th>
      <th>p3_conf</th>
      <th>p3_dog</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>666020888022790149</td>
      <td>https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg</td>
      <td>1</td>
      <td>Welsh_springer_spaniel</td>
      <td>0.465</td>
      <td>True</td>
      <td>collie</td>
      <td>0.157</td>
      <td>True</td>
      <td>Shetland_sheepdog</td>
      <td>0.061</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>0.507</td>
      <td>True</td>
      <td>miniature_pinscher</td>
      <td>0.074</td>
      <td>True</td>
      <td>Rhodesian_ridgeback</td>
      <td>0.072</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>0.596</td>
      <td>True</td>
      <td>malinois</td>
      <td>0.139</td>
      <td>True</td>
      <td>bloodhound</td>
      <td>0.116</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>0.408</td>
      <td>True</td>
      <td>redbone</td>
      <td>0.361</td>
      <td>True</td>
      <td>miniature_pinscher</td>
      <td>0.223</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>0.560</td>
      <td>True</td>
      <td>Rottweiler</td>
      <td>0.244</td>
      <td>True</td>
      <td>Doberman</td>
      <td>0.155</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>0.651</td>
      <td>True</td>
      <td>English_springer</td>
      <td>0.264</td>
      <td>True</td>
      <td>Greater_Swiss_Mountain_dog</td>
      <td>0.016</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>0.933</td>
      <td>False</td>
      <td>mud_turtle</td>
      <td>0.046</td>
      <td>False</td>
      <td>terrapin</td>
      <td>0.018</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>0.693</td>
      <td>True</td>
      <td>Tibetan_mastiff</td>
      <td>0.058</td>
      <td>True</td>
      <td>fur_coat</td>
      <td>0.054</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>0.962</td>
      <td>False</td>
      <td>shopping_basket</td>
      <td>0.015</td>
      <td>False</td>
      <td>golden_retriever</td>
      <td>0.008</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>0.201</td>
      <td>True</td>
      <td>komondor</td>
      <td>0.192</td>
      <td>True</td>
      <td>soft-coated_wheaten_terrier</td>
      <td>0.082</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>0.776</td>
      <td>True</td>
      <td>Tibetan_mastiff</td>
      <td>0.094</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.072</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>0.504</td>
      <td>True</td>
      <td>Yorkshire_terrier</td>
      <td>0.174</td>
      <td>True</td>
      <td>Pekinese</td>
      <td>0.109</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>0.261</td>
      <td>True</td>
      <td>English_foxhound</td>
      <td>0.175</td>
      <td>True</td>
      <td>Ibizan_hound</td>
      <td>0.097</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>0.490</td>
      <td>True</td>
      <td>bull_mastiff</td>
      <td>0.405</td>
      <td>True</td>
      <td>French_bulldog</td>
      <td>0.049</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>0.195</td>
      <td>True</td>
      <td>German_shepherd</td>
      <td>0.078</td>
      <td>True</td>
      <td>malinois</td>
      <td>0.076</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>0.582</td>
      <td>True</td>
      <td>Shih-Tzu</td>
      <td>0.166</td>
      <td>True</td>
      <td>Dandie_Dinmont</td>
      <td>0.090</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>0.299</td>
      <td>True</td>
      <td>Newfoundland</td>
      <td>0.150</td>
      <td>True</td>
      <td>borzoi</td>
      <td>0.134</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>0.966</td>
      <td>False</td>
      <td>cock</td>
      <td>0.034</td>
      <td>False</td>
      <td>partridge</td>
      <td>0.000</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>0.087</td>
      <td>False</td>
      <td>desk</td>
      <td>0.086</td>
      <td>False</td>
      <td>bookcase</td>
      <td>0.079</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>0.176</td>
      <td>True</td>
      <td>toy_terrier</td>
      <td>0.112</td>
      <td>True</td>
      <td>basenji</td>
      <td>0.111</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>0.858</td>
      <td>True</td>
      <td>toy_poodle</td>
      <td>0.063</td>
      <td>True</td>
      <td>miniature_poodle</td>
      <td>0.026</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>0.915</td>
      <td>False</td>
      <td>otter</td>
      <td>0.015</td>
      <td>False</td>
      <td>great_grey_owl</td>
      <td>0.013</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>0.417</td>
      <td>False</td>
      <td>Newfoundland</td>
      <td>0.278</td>
      <td>True</td>
      <td>groenendael</td>
      <td>0.103</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>0.859</td>
      <td>True</td>
      <td>Chesapeake_Bay_retriever</td>
      <td>0.055</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.014</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>0.337</td>
      <td>True</td>
      <td>Siberian_husky</td>
      <td>0.148</td>
      <td>True</td>
      <td>Eskimo_dog</td>
      <td>0.093</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>0.996</td>
      <td>False</td>
      <td>skunk</td>
      <td>0.002</td>
      <td>False</td>
      <td>hamster</td>
      <td>0.000</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>0.326</td>
      <td>True</td>
      <td>Afghan_hound</td>
      <td>0.260</td>
      <td>True</td>
      <td>briard</td>
      <td>0.207</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>0.978</td>
      <td>True</td>
      <td>toy_terrier</td>
      <td>0.009</td>
      <td>True</td>
      <td>papillon</td>
      <td>0.005</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>0.529</td>
      <td>True</td>
      <td>bloodhound</td>
      <td>0.244</td>
      <td>True</td>
      <td>flat-coated_retriever</td>
      <td>0.174</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>0.405</td>
      <td>False</td>
      <td>barracouta</td>
      <td>0.271</td>
      <td>False</td>
      <td>gar</td>
      <td>0.190</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>0.999</td>
      <td>True</td>
      <td>Chihuahua</td>
      <td>0.000</td>
      <td>True</td>
      <td>Boston_bull</td>
      <td>0.000</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>0.739</td>
      <td>False</td>
      <td>sports_car</td>
      <td>0.140</td>
      <td>False</td>
      <td>car_wheel</td>
      <td>0.044</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>0.310</td>
      <td>True</td>
      <td>Great_Pyrenees</td>
      <td>0.186</td>
      <td>True</td>
      <td>Dandie_Dinmont</td>
      <td>0.086</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>0.793</td>
      <td>True</td>
      <td>toy_terrier</td>
      <td>0.144</td>
      <td>True</td>
      <td>can_opener</td>
      <td>0.032</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>0.734</td>
      <td>True</td>
      <td>Eskimo_dog</td>
      <td>0.035</td>
      <td>True</td>
      <td>Staffordshire_bullterrier</td>
      <td>0.030</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>0.331</td>
      <td>True</td>
      <td>sea_lion</td>
      <td>0.276</td>
      <td>False</td>
      <td>Weimaraner</td>
      <td>0.134</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>0.809</td>
      <td>True</td>
      <td>Rhodesian_ridgeback</td>
      <td>0.055</td>
      <td>True</td>
      <td>beagle</td>
      <td>0.039</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>0.130</td>
      <td>False</td>
      <td>tow_truck</td>
      <td>0.029</td>
      <td>False</td>
      <td>shopping_cart</td>
      <td>0.026</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>0.822</td>
      <td>True</td>
      <td>redbone</td>
      <td>0.088</td>
      <td>True</td>
      <td>Weimaraner</td>
      <td>0.026</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>0.995</td>
      <td>True</td>
      <td>pug</td>
      <td>0.001</td>
      <td>True</td>
      <td>bull_mastiff</td>
      <td>0.001</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>0.809</td>
      <td>True</td>
      <td>Rhodesian_ridgeback</td>
      <td>0.055</td>
      <td>True</td>
      <td>beagle</td>
      <td>0.039</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>0.700</td>
      <td>True</td>
      <td>Eskimo_dog</td>
      <td>0.167</td>
      <td>True</td>
      <td>malamute</td>
      <td>0.111</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>0.470</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.184</td>
      <td>True</td>
      <td>English_setter</td>
      <td>0.073</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>0.715</td>
      <td>True</td>
      <td>Tibetan_mastiff</td>
      <td>0.120</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.106</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>0.626</td>
      <td>True</td>
      <td>borzoi</td>
      <td>0.195</td>
      <td>True</td>
      <td>Saluki</td>
      <td>0.027</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>0.953</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.014</td>
      <td>True</td>
      <td>redbone</td>
      <td>0.008</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>0.992</td>
      <td>True</td>
      <td>boxer</td>
      <td>0.002</td>
      <td>True</td>
      <td>Staffordshire_bullterrier</td>
      <td>0.001</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>0.966</td>
      <td>True</td>
      <td>Cardigan</td>
      <td>0.027</td>
      <td>True</td>
      <td>basenji</td>
      <td>0.005</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>0.377</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.151</td>
      <td>True</td>
      <td>muzzle</td>
      <td>0.083</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>0.958</td>
      <td>True</td>
      <td>Pomeranian</td>
      <td>0.014</td>
      <td>True</td>
      <td>chow</td>
      <td>0.008</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>0.511</td>
      <td>True</td>
      <td>Cardigan</td>
      <td>0.451</td>
      <td>True</td>
      <td>Chihuahua</td>
      <td>0.029</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>0.488</td>
      <td>True</td>
      <td>Irish_setter</td>
      <td>0.193</td>
      <td>True</td>
      <td>Chesapeake_Bay_retriever</td>
      <td>0.118</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>0.566</td>
      <td>True</td>
      <td>Eskimo_dog</td>
      <td>0.178</td>
      <td>True</td>
      <td>Pembroke</td>
      <td>0.077</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>0.342</td>
      <td>True</td>
      <td>Border_collie</td>
      <td>0.199</td>
      <td>True</td>
      <td>ice_lolly</td>
      <td>0.194</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>0.426</td>
      <td>True</td>
      <td>Irish_terrier</td>
      <td>0.116</td>
      <td>True</td>
      <td>Indian_elephant</td>
      <td>0.077</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>0.556</td>
      <td>True</td>
      <td>English_springer</td>
      <td>0.226</td>
      <td>True</td>
      <td>German_short-haired_pointer</td>
      <td>0.175</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>0.170</td>
      <td>False</td>
      <td>Labrador_retriever</td>
      <td>0.168</td>
      <td>True</td>
      <td>spatula</td>
      <td>0.041</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>0.716</td>
      <td>True</td>
      <td>malamute</td>
      <td>0.078</td>
      <td>True</td>
      <td>kelpie</td>
      <td>0.031</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>0.324</td>
      <td>True</td>
      <td>Pekinese</td>
      <td>0.091</td>
      <td>True</td>
      <td>papillon</td>
      <td>0.069</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>0.097</td>
      <td>False</td>
      <td>bagel</td>
      <td>0.086</td>
      <td>False</td>
      <td>banana</td>
      <td>0.076</td>
      <td>False</td>
    </tr>
  </tbody>
</table>
<p>2075 rows × 12 columns</p>
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<h2 id="Programmatic-Assessment-of-t_predictions">Programmatic Assessment of t_predictions<a class="anchor-link" href="#Programmatic-Assessment-of-t_predictions">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_predictions</span><span class="o">.</span><span class="n">shape</span>
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<pre>(2075, 12)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_predictions</span><span class="p">[</span><span class="s1">&#39;p1&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>golden_retriever             150
Labrador_retriever           100
Pembroke                      89
Chihuahua                     83
pug                           57
chow                          44
Samoyed                       43
toy_poodle                    39
Pomeranian                    38
cocker_spaniel                30
malamute                      30
French_bulldog                26
miniature_pinscher            23
Chesapeake_Bay_retriever      23
seat_belt                     22
Staffordshire_bullterrier     20
German_shepherd               20
Siberian_husky                20
Cardigan                      19
web_site                      19
Eskimo_dog                    18
beagle                        18
teddy                         18
Shetland_sheepdog             18
Maltese_dog                   18
Rottweiler                    17
Shih-Tzu                      17
Lakeland_terrier              17
kuvasz                        16
Italian_greyhound             16
                            ... 
lawn_mower                     1
coho                           1
pot                            1
radio_telescope                1
American_black_bear            1
long-horned_beetle             1
toilet_seat                    1
traffic_light                  1
dhole                          1
cup                            1
suit                           1
swab                           1
mortarboard                    1
nail                           1
desktop_computer               1
groenendael                    1
mailbox                        1
clumber                        1
teapot                         1
Scotch_terrier                 1
pencil_box                     1
hammer                         1
lacewing                       1
shield                         1
conch                          1
marmot                         1
minibus                        1
carousel                       1
quilt                          1
platypus                       1
Name: p1, Length: 378, dtype: int64</pre>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 2075 entries, 0 to 2074
Data columns (total 12 columns):
tweet_id    2075 non-null int64
jpg_url     2075 non-null object
img_num     2075 non-null int64
p1          2075 non-null object
p1_conf     2075 non-null float64
p1_dog      2075 non-null bool
p2          2075 non-null object
p2_conf     2075 non-null float64
p2_dog      2075 non-null bool
p3          2075 non-null object
p3_conf     2075 non-null float64
p3_dog      2075 non-null bool
dtypes: bool(3), float64(3), int64(2), object(4)
memory usage: 152.1+ KB
</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">sum</span><span class="p">(</span><span class="n">t_predictions</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>
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<pre>0</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_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>
  <tbody>
    <tr>
      <th>count</th>
      <td>2075.000</td>
      <td>2075.000</td>
      <td>2075.000</td>
      <td>2075.000</td>
      <td>2075.000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>738451357852529152.000</td>
      <td>1.204</td>
      <td>0.595</td>
      <td>0.135</td>
      <td>0.060</td>
    </tr>
    <tr>
      <th>std</th>
      <td>67852033330235664.000</td>
      <td>0.562</td>
      <td>0.271</td>
      <td>0.101</td>
      <td>0.051</td>
    </tr>
    <tr>
      <th>min</th>
      <td>666020888022790144.000</td>
      <td>1.000</td>
      <td>0.044</td>
      <td>0.000</td>
      <td>0.000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>676483507139540992.000</td>
      <td>1.000</td>
      <td>0.364</td>
      <td>0.054</td>
      <td>0.016</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>711998809858043904.000</td>
      <td>1.000</td>
      <td>0.588</td>
      <td>0.118</td>
      <td>0.049</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>793203448525178880.000</td>
      <td>1.000</td>
      <td>0.844</td>
      <td>0.196</td>
      <td>0.092</td>
    </tr>
    <tr>
      <th>max</th>
      <td>892420643555336192.000</td>
      <td>4.000</td>
      <td>1.000</td>
      <td>0.488</td>
      <td>0.273</td>
    </tr>
  </tbody>
</table>
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<h2 id="Visual-Assessment-of-t_api">Visual Assessment of t_api<a class="anchor-link" href="#Visual-Assessment-of-t_api">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_api</span>
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<style scoped>
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        vertical-align: middle;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>id</th>
      <th>favorite_count</th>
      <th>retweet_count</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>892420643555336193</td>
      <td>38841</td>
      <td>8601</td>
    </tr>
    <tr>
      <th>1</th>
      <td>892177421306343426</td>
      <td>33266</td>
      <td>6320</td>
    </tr>
    <tr>
      <th>2</th>
      <td>891815181378084864</td>
      <td>25063</td>
      <td>4194</td>
    </tr>
    <tr>
      <th>3</th>
      <td>891689557279858688</td>
      <td>42214</td>
      <td>8714</td>
    </tr>
    <tr>
      <th>4</th>
      <td>891327558926688256</td>
      <td>40361</td>
      <td>9486</td>
    </tr>
    <tr>
      <th>5</th>
      <td>891087950875897856</td>
      <td>20244</td>
      <td>3137</td>
    </tr>
    <tr>
      <th>6</th>
      <td>890971913173991426</td>
      <td>11864</td>
      <td>2090</td>
    </tr>
    <tr>
      <th>7</th>
      <td>890729181411237888</td>
      <td>65620</td>
      <td>19066</td>
    </tr>
    <tr>
      <th>8</th>
      <td>890609185150312448</td>
      <td>27795</td>
      <td>4300</td>
    </tr>
    <tr>
      <th>9</th>
      <td>890240255349198849</td>
      <td>31983</td>
      <td>7480</td>
    </tr>
    <tr>
      <th>10</th>
      <td>890006608113172480</td>
      <td>30687</td>
      <td>7399</td>
    </tr>
    <tr>
      <th>11</th>
      <td>889880896479866881</td>
      <td>27822</td>
      <td>5011</td>
    </tr>
    <tr>
      <th>12</th>
      <td>889665388333682689</td>
      <td>48177</td>
      <td>10151</td>
    </tr>
    <tr>
      <th>13</th>
      <td>889638837579907072</td>
      <td>27205</td>
      <td>4584</td>
    </tr>
    <tr>
      <th>14</th>
      <td>889531135344209921</td>
      <td>15115</td>
      <td>2255</td>
    </tr>
    <tr>
      <th>15</th>
      <td>889278841981685760</td>
      <td>25328</td>
      <td>5480</td>
    </tr>
    <tr>
      <th>16</th>
      <td>888917238123831296</td>
      <td>29117</td>
      <td>4536</td>
    </tr>
    <tr>
      <th>17</th>
      <td>888804989199671297</td>
      <td>25619</td>
      <td>4383</td>
    </tr>
    <tr>
      <th>18</th>
      <td>888554962724278272</td>
      <td>19937</td>
      <td>3615</td>
    </tr>
    <tr>
      <th>19</th>
      <td>888078434458587136</td>
      <td>21780</td>
      <td>3527</td>
    </tr>
    <tr>
      <th>20</th>
      <td>887705289381826560</td>
      <td>30220</td>
      <td>5437</td>
    </tr>
    <tr>
      <th>21</th>
      <td>887517139158093824</td>
      <td>46293</td>
      <td>11759</td>
    </tr>
    <tr>
      <th>22</th>
      <td>887473957103951883</td>
      <td>69214</td>
      <td>18396</td>
    </tr>
    <tr>
      <th>23</th>
      <td>887343217045368832</td>
      <td>33731</td>
      <td>10495</td>
    </tr>
    <tr>
      <th>24</th>
      <td>887101392804085760</td>
      <td>30577</td>
      <td>6006</td>
    </tr>
    <tr>
      <th>25</th>
      <td>886983233522544640</td>
      <td>35199</td>
      <td>7833</td>
    </tr>
    <tr>
      <th>26</th>
      <td>886736880519319552</td>
      <td>12086</td>
      <td>3324</td>
    </tr>
    <tr>
      <th>27</th>
      <td>886680336477933568</td>
      <td>22458</td>
      <td>4508</td>
    </tr>
    <tr>
      <th>28</th>
      <td>886366144734445568</td>
      <td>21158</td>
      <td>3208</td>
    </tr>
    <tr>
      <th>29</th>
      <td>886267009285017600</td>
      <td>116</td>
      <td>4</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>2315</th>
      <td>666411507551481857</td>
      <td>450</td>
      <td>329</td>
    </tr>
    <tr>
      <th>2316</th>
      <td>666407126856765440</td>
      <td>110</td>
      <td>41</td>
    </tr>
    <tr>
      <th>2317</th>
      <td>666396247373291520</td>
      <td>168</td>
      <td>86</td>
    </tr>
    <tr>
      <th>2318</th>
      <td>666373753744588802</td>
      <td>189</td>
      <td>93</td>
    </tr>
    <tr>
      <th>2319</th>
      <td>666362758909284353</td>
      <td>783</td>
      <td>577</td>
    </tr>
    <tr>
      <th>2320</th>
      <td>666353288456101888</td>
      <td>222</td>
      <td>73</td>
    </tr>
    <tr>
      <th>2321</th>
      <td>666345417576210432</td>
      <td>300</td>
      <td>140</td>
    </tr>
    <tr>
      <th>2322</th>
      <td>666337882303524864</td>
      <td>199</td>
      <td>92</td>
    </tr>
    <tr>
      <th>2323</th>
      <td>666293911632134144</td>
      <td>511</td>
      <td>358</td>
    </tr>
    <tr>
      <th>2324</th>
      <td>666287406224695296</td>
      <td>149</td>
      <td>68</td>
    </tr>
    <tr>
      <th>2325</th>
      <td>666273097616637952</td>
      <td>177</td>
      <td>76</td>
    </tr>
    <tr>
      <th>2326</th>
      <td>666268910803644416</td>
      <td>104</td>
      <td>35</td>
    </tr>
    <tr>
      <th>2327</th>
      <td>666104133288665088</td>
      <td>14404</td>
      <td>6661</td>
    </tr>
    <tr>
      <th>2328</th>
      <td>666102155909144576</td>
      <td>79</td>
      <td>13</td>
    </tr>
    <tr>
      <th>2329</th>
      <td>666099513787052032</td>
      <td>158</td>
      <td>69</td>
    </tr>
    <tr>
      <th>2330</th>
      <td>666094000022159362</td>
      <td>166</td>
      <td>76</td>
    </tr>
    <tr>
      <th>2331</th>
      <td>666082916733198337</td>
      <td>119</td>
      <td>45</td>
    </tr>
    <tr>
      <th>2332</th>
      <td>666073100786774016</td>
      <td>323</td>
      <td>166</td>
    </tr>
    <tr>
      <th>2333</th>
      <td>666071193221509120</td>
      <td>148</td>
      <td>62</td>
    </tr>
    <tr>
      <th>2334</th>
      <td>666063827256086533</td>
      <td>479</td>
      <td>223</td>
    </tr>
    <tr>
      <th>2335</th>
      <td>666058600524156928</td>
      <td>112</td>
      <td>57</td>
    </tr>
    <tr>
      <th>2336</th>
      <td>666057090499244032</td>
      <td>298</td>
      <td>141</td>
    </tr>
    <tr>
      <th>2337</th>
      <td>666055525042405380</td>
      <td>437</td>
      <td>257</td>
    </tr>
    <tr>
      <th>2338</th>
      <td>666051853826850816</td>
      <td>1229</td>
      <td>854</td>
    </tr>
    <tr>
      <th>2339</th>
      <td>666050758794694657</td>
      <td>132</td>
      <td>58</td>
    </tr>
    <tr>
      <th>2340</th>
      <td>666049248165822465</td>
      <td>109</td>
      <td>40</td>
    </tr>
    <tr>
      <th>2341</th>
      <td>666044226329800704</td>
      <td>299</td>
      <td>141</td>
    </tr>
    <tr>
      <th>2342</th>
      <td>666033412701032449</td>
      <td>125</td>
      <td>44</td>
    </tr>
    <tr>
      <th>2343</th>
      <td>666029285002620928</td>
      <td>130</td>
      <td>47</td>
    </tr>
    <tr>
      <th>2344</th>
      <td>666020888022790149</td>
      <td>2562</td>
      <td>518</td>
    </tr>
  </tbody>
</table>
<p>2345 rows × 3 columns</p>
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<h2 id="Programmatic-Assessment-of-t_api">Programmatic Assessment of t_api<a class="anchor-link" href="#Programmatic-Assessment-of-t_api">&#182;</a></h2>
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<pre>(2345, 3)</pre>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 2345 entries, 0 to 2344
Data columns (total 3 columns):
id                2345 non-null int64
favorite_count    2345 non-null int64
retweet_count     2345 non-null int64
dtypes: int64(3)
memory usage: 55.0 KB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">sum</span><span class="p">(</span><span class="n">t_api</span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">duplicated</span><span class="p">())</span>
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<pre>0</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_api</span><span class="o">.</span><span class="n">describe</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;
    }

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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>id</th>
      <th>favorite_count</th>
      <th>retweet_count</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>2345.000</td>
      <td>2345.000</td>
      <td>2345.000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>742294011038867840.000</td>
      <td>8074.655</td>
      <td>3028.823</td>
    </tr>
    <tr>
      <th>std</th>
      <td>68336422093579552.000</td>
      <td>12149.250</td>
      <td>5037.987</td>
    </tr>
    <tr>
      <th>min</th>
      <td>666020888022790144.000</td>
      <td>0.000</td>
      <td>0.000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>678380236862578688.000</td>
      <td>1406.000</td>
      <td>607.000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>718939241951195136.000</td>
      <td>3540.000</td>
      <td>1414.000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>798697898615730176.000</td>
      <td>9977.000</td>
      <td>3529.000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>892420643555336192.000</td>
      <td>143519.000</td>
      <td>77435.000</td>
    </tr>
  </tbody>
</table>
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<p><a id='ass_summary'></a></p>
<h1 id="Assessment-Summary">Assessment Summary<a class="anchor-link" href="#Assessment-Summary">&#182;</a></h1>
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<h3 id="Quality-Issuses-:">Quality Issuses :<a class="anchor-link" href="#Quality-Issuses-:">&#182;</a></h3><h4 id="t_archive">t_archive<a class="anchor-link" href="#t_archive">&#182;</a></h4><ul>
<li>The tweet_id column can be converted to string in order to avoid accidental alterations.</li>
<li>The columns in_reply_status_id and in_reply_to_user_id consist of large amount of null values and are not important to our data analysis.</li>
<li>Timestamp can be converted to DateTime object as datatype.</li>
<li>Source has html tag a which has be removed in order to get only the source url.</li>
<li>There are 181 retweets that must be deleted in order to avoid redundancy.</li>
<li>The numerator ratings are not up to the mark,Maximum feasible value can be considered as 15 but beyond these limits the ratings are not possible and hence we would need to delete these.</li>
<li>The denominator must be 10 and hence other records having score other than out of 10 must be deleted.</li>
<li>There are some strange names like 'a','None','one' which possibly aren't names but a kind of error in the dataset.</li>
</ul>
<h4 id="t_predictions">t_predictions<a class="anchor-link" href="#t_predictions">&#182;</a></h4><ul>
<li>The tweet_id has to be converted to a string type.</li>
<li>Some predictions are missing in the t_predictions column as compared to the tweet_ids of t_archive</li>
</ul>
<h4 id="t_api">t_api<a class="anchor-link" href="#t_api">&#182;</a></h4><ul>
<li>The id column has to be renamed to tweet_id in order to maintain uniformity.</li>
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<h3 id="Tidiness-Issues-:">Tidiness Issues :<a class="anchor-link" href="#Tidiness-Issues-:">&#182;</a></h3><ul>
<li>The columns doggo,fluffer,pupper and puppo in t_archive are to be converted to a single column.</li>
<li>The two dataframes t_archive and t_predictions are to be matched in order to compare the predictions.</li>
<li>The two dataframes t_archive and t_api are to be matched in order to fill up the missing columns</li>
<li>Thus all the three dataframes must be combined into one dataframe to get a better understanding of the dataset.</li>
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<p><a id='clean'></a></p>
<h1 id="Cleaning">Cleaning<a class="anchor-link" href="#Cleaning">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_archive_clean</span> <span class="o">=</span> <span class="n">t_archive</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_predictions_clean</span> <span class="o">=</span> <span class="n">t_predictions</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">t_api_clean</span> <span class="o">=</span> <span class="n">t_api</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
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<h4 id="Tidiness-issue-1-:--The-columns-doggo,fluffer,pupper-and-puppo-in-t_archive-are-to-be-converted-to-a-single-column.">Tidiness issue 1 :  The columns doggo,fluffer,pupper and puppo in t_archive are to be converted to a single column.<a class="anchor-link" href="#Tidiness-issue-1-:--The-columns-doggo,fluffer,pupper-and-puppo-in-t_archive-are-to-be-converted-to-a-single-column.">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_archive_clean</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">melt</span><span class="p">(</span><span class="n">t_archive_clean</span><span class="p">,</span><span class="n">id_vars</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">,</span> <span class="s1">&#39;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>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_archive_clean</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;variable&#39;</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</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">t_archive_clean</span><span class="p">[</span><span class="n">t_archive_clean</span><span class="p">[</span><span class="s1">&#39;value&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="s2">&quot;None&quot;</span><span class="p">]</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>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>value</th>
    </tr>
  </thead>
  <tbody>
    <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>
    </tr>
    <tr>
      <th>43</th>
      <td>884162670584377345</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-07-09 21:29:42 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Meet Yogi. He doesn't have any important dog m...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/884162670...</td>
      <td>12</td>
      <td>10</td>
      <td>Yogi</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>99</th>
      <td>872967104147763200</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-06-09 00:02:31 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here's a very large dog. He has a date later. ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/872967104...</td>
      <td>12</td>
      <td>10</td>
      <td>None</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>108</th>
      <td>871515927908634625</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-06-04 23:56:03 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Napolean. He's a Raggedy East Nicaragu...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/871515927...</td>
      <td>12</td>
      <td>10</td>
      <td>Napolean</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>110</th>
      <td>871102520638267392</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-06-03 20:33:19 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Never doubt a doggo 14/10 https://t.co/AbBLh2FZCH</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/animalcog/status/871075758...</td>
      <td>14</td>
      <td>10</td>
      <td>None</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>121</th>
      <td>869596645499047938</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-05-30 16:49:31 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Scout. He just graduated. Officially a...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/869596645...</td>
      <td>12</td>
      <td>10</td>
      <td>Scout</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>172</th>
      <td>858843525470990336</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-05-01 00:40:27 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>I have stumbled puppon a doggo painting party....</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/858843525...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>191</th>
      <td>855851453814013952</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-04-22 18:31:02 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here's a puppo participating in the #ScienceMa...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/855851453...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>200</th>
      <td>854010172552949760</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-04-17 16:34:26 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>At first I thought this was a shy doggo, but i...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/854010172...</td>
      <td>11</td>
      <td>10</td>
      <td>None</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>211</th>
      <td>851953902622658560</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-04-12 00:23:33 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: This is Astrid. She's a guide d...</td>
      <td>829374341691346944.000</td>
      <td>4196983835.000</td>
      <td>2017-02-08 17:00:26 +0000</td>
      <td>https://twitter.com/dog_rates/status/829374341...</td>
      <td>13</td>
      <td>10</td>
      <td>Astrid</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>240</th>
      <td>846514051647705089</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-03-28 00:07:32 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Barney. He's an elder doggo. Hitches a...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/846514051...</td>
      <td>13</td>
      <td>10</td>
      <td>Barney</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>248</th>
      <td>845397057150107648</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-03-24 22:08:59 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Say hello to Mimosa. She's an emotional suppor...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://www.gofundme.com/help-save-a-pup,https...</td>
      <td>13</td>
      <td>10</td>
      <td>Mimosa</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>300</th>
      <td>836753516572119041</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-03-01 01:42:39 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Meera. She just heard about taxes and ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/836753516...</td>
      <td>12</td>
      <td>10</td>
      <td>Meera</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>318</th>
      <td>834574053763584002</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-02-23 01:22:14 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here's a doggo fully pupared for a shower. H*c...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/834574053...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>323</th>
      <td>834089966724603904</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-02-21 17:18:39 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>DOGGO ON THE LOOSE I REPEAT DOGGO ON THE LOOSE...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/stevekopack/status/8340866...</td>
      <td>10</td>
      <td>10</td>
      <td>None</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>331</th>
      <td>832998151111966721</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-02-18 17:00:10 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Rhino. He arrived at a shelter with an...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/832998151...</td>
      <td>13</td>
      <td>10</td>
      <td>Rhino</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>339</th>
      <td>832273440279240704</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-02-16 17:00:25 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Say hello to Smiley. He's a blind therapy dogg...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/832273440...</td>
      <td>14</td>
      <td>10</td>
      <td>Smiley</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>344</th>
      <td>832032802820481025</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-02-16 01:04:13 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Miguel. He was the only remaining dogg...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://www.petfinder.com/petdetail/34918210,h...</td>
      <td>12</td>
      <td>10</td>
      <td>Miguel</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>345</th>
      <td>831939777352105988</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-02-15 18:54:34 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Emanuel. He's a h*ckin rare doggo. Dwe...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/831939777...</td>
      <td>12</td>
      <td>10</td>
      <td>Emanuel</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>351</th>
      <td>831322785565769729</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-02-14 02:02:51 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Pete. He has no eyes. Needs a guide do...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/831322785...</td>
      <td>12</td>
      <td>10</td>
      <td>Pete</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>359</th>
      <td>829878982036299777</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-02-10 02:25:42 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: This is Loki. He smiles like El...</td>
      <td>826958653328592896.000</td>
      <td>4196983835.000</td>
      <td>2017-02-02 01:01:21 +0000</td>
      <td>https://twitter.com/dog_rates/status/826958653...</td>
      <td>12</td>
      <td>10</td>
      <td>Loki</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>362</th>
      <td>829449946868879360</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-02-08 22:00:52 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here's a stressed doggo. Had a long day. Many ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/829449946...</td>
      <td>11</td>
      <td>10</td>
      <td>None</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>363</th>
      <td>829374341691346946</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-02-08 17:00:26 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Astrid. She's a guide doggo in trainin...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/829374341...</td>
      <td>13</td>
      <td>10</td>
      <td>Astrid</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>372</th>
      <td>828381636999917570</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-02-05 23:15:47 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Meet Doobert. He's a deaf doggo. Didn't stop h...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/828381636...</td>
      <td>14</td>
      <td>10</td>
      <td>Doobert</td>
      <td>doggo</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" r...</td>
      <td>This is Loki. He smiles like Elvis. Ain't noth...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/826958653...</td>
      <td>12</td>
      <td>10</td>
      <td>Loki</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>385</th>
      <td>826848821049180160</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-02-01 17:44:55 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Cupid. He was found in the trash. Now ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/826848821...</td>
      <td>13</td>
      <td>10</td>
      <td>Cupid</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>389</th>
      <td>826476773533745153</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-31 17:06:32 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Pilot. He has mastered the synchronize...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/826476773...</td>
      <td>12</td>
      <td>10</td>
      <td>Pilot</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>391</th>
      <td>826204788643753985</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-30 23:05:46 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here's a little more info on Dew, your favorit...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>http://us.blastingnews.com/news/2017/01/kentuc...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>423</th>
      <td>821765923262631936</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-18 17:07:18 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Duchess. She uses dark doggo forces to...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/821765923...</td>
      <td>13</td>
      <td>10</td>
      <td>Duchess</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>425</th>
      <td>821421320206483457</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-17 18:17:58 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: This is Sampson. He just gradua...</td>
      <td>782305867769217024.000</td>
      <td>4196983835.000</td>
      <td>2016-10-01 19:47:08 +0000</td>
      <td>https://twitter.com/dog_rates/status/782305867...</td>
      <td>12</td>
      <td>10</td>
      <td>Sampson</td>
      <td>doggo</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>
    </tr>
    <tr>
      <th>7080</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>puppo</td>
    </tr>
    <tr>
      <th>7082</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>puppo</td>
    </tr>
    <tr>
      <th>7139</th>
      <td>878776093423087618</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-06-25 00:45:22 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Snoopy. He's a proud #PrideMonthPuppo....</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/878776093...</td>
      <td>13</td>
      <td>10</td>
      <td>Snoopy</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7162</th>
      <td>874012996292530176</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-06-11 21:18:31 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Sebastian. He can't see all the colors...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/874012996...</td>
      <td>13</td>
      <td>10</td>
      <td>Sebastian</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7197</th>
      <td>867421006826221569</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-05-24 16:44:18 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Shikha. She just watched you drop a sk...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/867421006...</td>
      <td>12</td>
      <td>10</td>
      <td>Shikha</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7236</th>
      <td>859607811541651456</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-05-03 03:17:27 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Sorry for the lack of posts today. I came home...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/859607811...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7259</th>
      <td>855851453814013952</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-04-22 18:31:02 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here's a puppo participating in the #ScienceMa...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/855851453...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7463</th>
      <td>825535076884762624</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-29 02:44:34 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here's a very loving and accepting puppo. Appe...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/825535076...</td>
      <td>14</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7465</th>
      <td>825120256414846976</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-27 23:16:13 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: Say hello to Pablo. He's one go...</td>
      <td>825026590719483904.000</td>
      <td>4196983835.000</td>
      <td>2017-01-27 17:04:02 +0000</td>
      <td>https://www.gofundme.com/my-puppys-double-cata...</td>
      <td>12</td>
      <td>10</td>
      <td>Pablo</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7466</th>
      <td>825026590719483904</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-27 17:04:02 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Say hello to Pablo. He's one gorgeous puppo. A...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://www.gofundme.com/my-puppys-double-cata...</td>
      <td>12</td>
      <td>10</td>
      <td>Pablo</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7481</th>
      <td>822872901745569793</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-21 18:26:02 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here's a super supportive puppo participating ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/822872901...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7506</th>
      <td>820013781606658049</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-13 21:04:55 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: This is Oliver. He has dreams o...</td>
      <td>819952236453363712.000</td>
      <td>4196983835.000</td>
      <td>2017-01-13 17:00:21 +0000</td>
      <td>https://www.gofundme.com/servicedogoliver,http...</td>
      <td>13</td>
      <td>10</td>
      <td>Oliver</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7507</th>
      <td>819952236453363712</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-13 17:00:21 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Oliver. He has dreams of being a servi...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://www.gofundme.com/servicedogoliver,http...</td>
      <td>13</td>
      <td>10</td>
      <td>Oliver</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7537</th>
      <td>816829038950027264</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-05 02:09:53 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: This is Betty. She's assisting ...</td>
      <td>790946055508652032.000</td>
      <td>4196983835.000</td>
      <td>2016-10-25 16:00:09 +0000</td>
      <td>https://twitter.com/dog_rates/status/790946055...</td>
      <td>12</td>
      <td>10</td>
      <td>Betty</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7614</th>
      <td>805823200554876929</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-12-05 17:16:37 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: This is Reginald. He's one magi...</td>
      <td>784183165795655680.000</td>
      <td>4196983835.000</td>
      <td>2016-10-07 00:06:50 +0000</td>
      <td>https://vine.co/v/5ghHLBMMdlV,https://vine.co/...</td>
      <td>12</td>
      <td>10</td>
      <td>Reginald</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7622</th>
      <td>803773340896923648</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-11-30 01:31:12 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Diogi. He fell in the pool as soon as ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/803773340...</td>
      <td>12</td>
      <td>10</td>
      <td>Diogi</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7635</th>
      <td>802239329049477120</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-11-25 19:55:35 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Loki. He'll do your taxes for you. Can...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/802239329...</td>
      <td>12</td>
      <td>10</td>
      <td>Loki</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7683</th>
      <td>796563435802726400</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-11-10 04:01:37 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: I want to finally rate this ico...</td>
      <td>780931614150983680.000</td>
      <td>4196983835.000</td>
      <td>2016-09-28 00:46:20 +0000</td>
      <td>https://twitter.com/dog_rates/status/780931614...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7711</th>
      <td>793195938047070209</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-10-31 21:00:23 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Say hello to Lily. She's pupset that her costu...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/793195938...</td>
      <td>12</td>
      <td>10</td>
      <td>Lily</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7731</th>
      <td>790946055508652032</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-10-25 16:00:09 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Betty. She's assisting with the dishes...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/790946055...</td>
      <td>12</td>
      <td>10</td>
      <td>Betty</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7757</th>
      <td>787717603741622272</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-10-16 18:11:26 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Tonks. She is a service puppo. Can hea...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/787717603...</td>
      <td>13</td>
      <td>10</td>
      <td>Tonks</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7769</th>
      <td>786051337297522688</td>
      <td>772743019447607296.000</td>
      <td>730505014150582272.000</td>
      <td>2016-10-12 03:50:17 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>13/10 for breakdancing puppo @shibbnbot</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7781</th>
      <td>784183165795655680</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-10-07 00:06:50 +0000</td>
      <td>&lt;a href="http://vine.co" rel="nofollow"&gt;Vine -...</td>
      <td>This is Reginald. He's one magical puppo. Aero...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://vine.co/v/5ghHLBMMdlV</td>
      <td>12</td>
      <td>10</td>
      <td>Reginald</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7804</th>
      <td>780931614150983680</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-09-28 00:46:20 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>I want to finally rate this iconic puppo who t...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/780931614...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7990</th>
      <td>756275833623502848</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-07-21 23:53:04 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>When ur older siblings get to play in the deep...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/756275833...</td>
      <td>10</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>8015</th>
      <td>752519690950500352</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-07-11 15:07:30 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Hopefully this puppo on a swing will help get ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/752519690...</td>
      <td>11</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>8029</th>
      <td>751132876104687617</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-07-07 19:16:47 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Cooper. He's just so damn happy. 10/10...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/751132876...</td>
      <td>10</td>
      <td>10</td>
      <td>Cooper</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>8103</th>
      <td>744995568523612160</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-06-20 20:49:19 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Abby. She got her face stuck in a glas...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/744995568...</td>
      <td>9</td>
      <td>10</td>
      <td>Abby</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>8116</th>
      <td>743253157753532416</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-06-16 01:25:36 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Kilo. He cannot reach the snackum. Nif...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/743253157...</td>
      <td>10</td>
      <td>10</td>
      <td>Kilo</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>8151</th>
      <td>738537504001953792</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-06-03 01:07:16 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Bayley. She fell asleep trying to esca...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/738537504...</td>
      <td>11</td>
      <td>10</td>
      <td>Bayley</td>
      <td>puppo</td>
    </tr>
  </tbody>
</table>
<p>394 rows × 14 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[37]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_archive_clean</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="s1">&#39;value&#39;</span><span class="p">)</span>
</pre></div>

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

<div class="output_wrapper">
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<div class="output_area">

    <div class="prompt output_prompt">Out[37]:</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>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>value</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>
    </tr>
    <tr>
      <th>6257</th>
      <td>689289219123089408</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-19 03:32:10 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Someone sent me this without any context and e...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/689289219...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6256</th>
      <td>689517482558820352</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-19 18:39:13 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Carl. He just wants to make sure you'r...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/689517482...</td>
      <td>12</td>
      <td>10</td>
      <td>Carl</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6255</th>
      <td>689557536375177216</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-19 21:18:22 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Downright majestic af 12/10 https://t.co/WFh2F...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/689557536...</td>
      <td>12</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6254</th>
      <td>689599056876867584</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-20 00:03:21 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here we see 33 dogs posing for a picture. All ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/689599056...</td>
      <td>11</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6252</th>
      <td>689659372465688576</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-20 04:03:02 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Ricky. He's being escorted out of the ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/689659372...</td>
      <td>8</td>
      <td>10</td>
      <td>Ricky</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6251</th>
      <td>689661964914655233</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-20 04:13:20 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Meet Luca. He's a Butternut Scooperfloof. Glor...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/689661964...</td>
      <td>12</td>
      <td>10</td>
      <td>Luca</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6250</th>
      <td>689835978131935233</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-20 15:44:48 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Meet Fynn &amp;amp; Taco. Fynn is an all-powerful ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/689835978...</td>
      <td>11</td>
      <td>10</td>
      <td>Fynn</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6249</th>
      <td>689877686181715968</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-20 18:30:32 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Durg. He's trying to conquer his fear ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/689877686...</td>
      <td>9</td>
      <td>10</td>
      <td>Durg</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6247</th>
      <td>689977555533848577</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-21 01:07:23 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Happy Wednesday here's a pup wearing a beret. ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/689977555...</td>
      <td>12</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6246</th>
      <td>689993469801164801</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-21 02:10:37 +0000</td>
      <td>&lt;a href="http://vine.co" rel="nofollow"&gt;Vine -...</td>
      <td>Here we are witnessing a rare High Stepping Al...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://vine.co/v/ienexVMZgi5</td>
      <td>12</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6245</th>
      <td>689999384604450816</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-21 02:34:07 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Covach. He's trying to melt the snow. ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/689999384...</td>
      <td>10</td>
      <td>10</td>
      <td>Covach</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6244</th>
      <td>690005060500217858</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-21 02:56:40 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>"I'm the only one that ever does anything in t...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/690005060...</td>
      <td>10</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6242</th>
      <td>690021994562220032</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-21 04:03:58 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Say hello to Geoff (pronounced "Kyle"). He acc...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/690021994...</td>
      <td>10</td>
      <td>10</td>
      <td>Geoff</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6241</th>
      <td>690248561355657216</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-21 19:04:15 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Maxwell. That's his moped. He rents it...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/690248561...</td>
      <td>11</td>
      <td>10</td>
      <td>Maxwell</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6240</th>
      <td>690348396616552449</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-22 01:40:58 +0000</td>
      <td>&lt;a href="http://vine.co" rel="nofollow"&gt;Vine -...</td>
      <td>This is Oddie. He's trying to communicate. 12/...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://vine.co/v/iejBWerY9X2</td>
      <td>12</td>
      <td>10</td>
      <td>Oddie</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6239</th>
      <td>690360449368465409</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-22 02:28:52 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Stop sending in lobsters. This is the final wa...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/690360449...</td>
      <td>9</td>
      <td>10</td>
      <td>the</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6238</th>
      <td>690374419777196032</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-22 03:24:22 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Phred. He's an Albanian Flepperkush. T...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/690374419...</td>
      <td>11</td>
      <td>10</td>
      <td>Phred</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6224</th>
      <td>691321916024623104</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-24 18:09:23 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Molly. She's a Peruvian Niddlewog. Lov...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/691321916...</td>
      <td>11</td>
      <td>10</td>
      <td>Molly</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6225</th>
      <td>691096613310316544</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-24 03:14:07 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here we see one dog giving a puptalk to anothe...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/691096613...</td>
      <td>11</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6226</th>
      <td>691090071332753408</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-24 02:48:07 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Happy Saturday here's a dog in a mailbox. 12/1...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/691090071...</td>
      <td>12</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6227</th>
      <td>690989312272396288</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-23 20:07:44 +0000</td>
      <td>&lt;a href="http://vine.co" rel="nofollow"&gt;Vine -...</td>
      <td>We've got a doggy down. Requesting backup. 12/...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://vine.co/v/iOZKZEU2nHq</td>
      <td>12</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6228</th>
      <td>690959652130045952</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-23 18:09:53 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This golden is happy to refute the soft mouth ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/690959652...</td>
      <td>11</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6229</th>
      <td>690938899477221376</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-23 16:47:25 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>She thought the sunset was pretty, but I thoug...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/690938899...</td>
      <td>10</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6258</th>
      <td>689283819090870273</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-19 03:10:43 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Say hello to Chipson. He's aerodynamic af. No ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/689283819...</td>
      <td>9</td>
      <td>10</td>
      <td>Chipson</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6230</th>
      <td>690932576555528194</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-23 16:22:17 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Buddy. He's testing out the water. Suc...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/690932576...</td>
      <td>12</td>
      <td>10</td>
      <td>Buddy</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6232</th>
      <td>690728923253055490</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-23 02:53:03 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Vinscent. He was just questioned about...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/690728923...</td>
      <td>8</td>
      <td>10</td>
      <td>Vinscent</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6233</th>
      <td>690690673629138944</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-23 00:21:03 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Cedrick. He's a spookster. Did me a di...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/690690673...</td>
      <td>10</td>
      <td>10</td>
      <td>Cedrick</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6234</th>
      <td>690649993829576704</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-01-22 21:39:24 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Hazel. She's a gymnast. Training hard ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/690649993...</td>
      <td>11</td>
      <td>10</td>
      <td>Hazel</td>
      <td>None</td>
    </tr>
    <tr>
      <th>6235</th>
      <td>690607260360429569</td>
      <td>690341253549002752.000</td>
      <td>467036706.000</td>
      <td>2016-01-22 18:49:36 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>12/10 @LightningHoltt</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>12</td>
      <td>10</td>
      <td>None</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>
    </tr>
    <tr>
      <th>7711</th>
      <td>793195938047070209</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-10-31 21:00:23 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Say hello to Lily. She's pupset that her costu...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/793195938...</td>
      <td>12</td>
      <td>10</td>
      <td>Lily</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7082</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>puppo</td>
    </tr>
    <tr>
      <th>8029</th>
      <td>751132876104687617</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-07-07 19:16:47 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Cooper. He's just so damn happy. 10/10...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/751132876...</td>
      <td>10</td>
      <td>10</td>
      <td>Cooper</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7614</th>
      <td>805823200554876929</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-12-05 17:16:37 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: This is Reginald. He's one magi...</td>
      <td>784183165795655680.000</td>
      <td>4196983835.000</td>
      <td>2016-10-07 00:06:50 +0000</td>
      <td>https://vine.co/v/5ghHLBMMdlV,https://vine.co/...</td>
      <td>12</td>
      <td>10</td>
      <td>Reginald</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7162</th>
      <td>874012996292530176</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-06-11 21:18:31 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Sebastian. He can't see all the colors...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/874012996...</td>
      <td>13</td>
      <td>10</td>
      <td>Sebastian</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7769</th>
      <td>786051337297522688</td>
      <td>772743019447607296.000</td>
      <td>730505014150582272.000</td>
      <td>2016-10-12 03:50:17 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>13/10 for breakdancing puppo @shibbnbot</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>8151</th>
      <td>738537504001953792</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-06-03 01:07:16 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Bayley. She fell asleep trying to esca...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/738537504...</td>
      <td>11</td>
      <td>10</td>
      <td>Bayley</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7683</th>
      <td>796563435802726400</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-11-10 04:01:37 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: I want to finally rate this ico...</td>
      <td>780931614150983680.000</td>
      <td>4196983835.000</td>
      <td>2016-09-28 00:46:20 +0000</td>
      <td>https://twitter.com/dog_rates/status/780931614...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7757</th>
      <td>787717603741622272</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-10-16 18:11:26 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Tonks. She is a service puppo. Can hea...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/787717603...</td>
      <td>13</td>
      <td>10</td>
      <td>Tonks</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>8116</th>
      <td>743253157753532416</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-06-16 01:25:36 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Kilo. He cannot reach the snackum. Nif...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/743253157...</td>
      <td>10</td>
      <td>10</td>
      <td>Kilo</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7731</th>
      <td>790946055508652032</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-10-25 16:00:09 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Betty. She's assisting with the dishes...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/790946055...</td>
      <td>12</td>
      <td>10</td>
      <td>Betty</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7990</th>
      <td>756275833623502848</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-07-21 23:53:04 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>When ur older siblings get to play in the deep...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/756275833...</td>
      <td>10</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7506</th>
      <td>820013781606658049</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-13 21:04:55 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: This is Oliver. He has dreams o...</td>
      <td>819952236453363712.000</td>
      <td>4196983835.000</td>
      <td>2017-01-13 17:00:21 +0000</td>
      <td>https://www.gofundme.com/servicedogoliver,http...</td>
      <td>13</td>
      <td>10</td>
      <td>Oliver</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7635</th>
      <td>802239329049477120</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-11-25 19:55:35 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Loki. He'll do your taxes for you. Can...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/802239329...</td>
      <td>12</td>
      <td>10</td>
      <td>Loki</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7139</th>
      <td>878776093423087618</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-06-25 00:45:22 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Snoopy. He's a proud #PrideMonthPuppo....</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/878776093...</td>
      <td>13</td>
      <td>10</td>
      <td>Snoopy</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7507</th>
      <td>819952236453363712</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-13 17:00:21 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Oliver. He has dreams of being a servi...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://www.gofundme.com/servicedogoliver,http...</td>
      <td>13</td>
      <td>10</td>
      <td>Oliver</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7481</th>
      <td>822872901745569793</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-21 18:26:02 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here's a super supportive puppo participating ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/822872901...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7080</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>puppo</td>
    </tr>
    <tr>
      <th>7804</th>
      <td>780931614150983680</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-09-28 00:46:20 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>I want to finally rate this iconic puppo who t...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/780931614...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7537</th>
      <td>816829038950027264</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-05 02:09:53 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: This is Betty. She's assisting ...</td>
      <td>790946055508652032.000</td>
      <td>4196983835.000</td>
      <td>2016-10-25 16:00:09 +0000</td>
      <td>https://twitter.com/dog_rates/status/790946055...</td>
      <td>12</td>
      <td>10</td>
      <td>Betty</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7259</th>
      <td>855851453814013952</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-04-22 18:31:02 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here's a puppo participating in the #ScienceMa...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/855851453...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>8015</th>
      <td>752519690950500352</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-07-11 15:07:30 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Hopefully this puppo on a swing will help get ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/752519690...</td>
      <td>11</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7197</th>
      <td>867421006826221569</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-05-24 16:44:18 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Shikha. She just watched you drop a sk...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/867421006...</td>
      <td>12</td>
      <td>10</td>
      <td>Shikha</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>8103</th>
      <td>744995568523612160</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-06-20 20:49:19 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Abby. She got her face stuck in a glas...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/744995568...</td>
      <td>9</td>
      <td>10</td>
      <td>Abby</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7781</th>
      <td>784183165795655680</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-10-07 00:06:50 +0000</td>
      <td>&lt;a href="http://vine.co" rel="nofollow"&gt;Vine -...</td>
      <td>This is Reginald. He's one magical puppo. Aero...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://vine.co/v/5ghHLBMMdlV</td>
      <td>12</td>
      <td>10</td>
      <td>Reginald</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7463</th>
      <td>825535076884762624</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-29 02:44:34 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here's a very loving and accepting puppo. Appe...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/825535076...</td>
      <td>14</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7465</th>
      <td>825120256414846976</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-27 23:16:13 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: Say hello to Pablo. He's one go...</td>
      <td>825026590719483904.000</td>
      <td>4196983835.000</td>
      <td>2017-01-27 17:04:02 +0000</td>
      <td>https://www.gofundme.com/my-puppys-double-cata...</td>
      <td>12</td>
      <td>10</td>
      <td>Pablo</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7466</th>
      <td>825026590719483904</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-27 17:04:02 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Say hello to Pablo. He's one gorgeous puppo. A...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://www.gofundme.com/my-puppys-double-cata...</td>
      <td>12</td>
      <td>10</td>
      <td>Pablo</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7622</th>
      <td>803773340896923648</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-11-30 01:31:12 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Diogi. He fell in the pool as soon as ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/803773340...</td>
      <td>12</td>
      <td>10</td>
      <td>Diogi</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7236</th>
      <td>859607811541651456</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-05-03 03:17:27 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Sorry for the lack of posts today. I came home...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/859607811...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
  </tbody>
</table>
<p>9424 rows × 14 columns</p>
</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_archive_clean</span> <span class="o">=</span> <span class="n">t_archive_clean</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="s1">&#39;value&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">(</span><span class="n">subset</span><span class="o">=</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">,</span> <span class="n">keep</span><span class="o">=</span><span class="s1">&#39;last&#39;</span><span class="p">)</span>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[39]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_archive_clean</span><span class="p">[</span><span class="n">t_archive_clean</span><span class="p">[</span><span class="s1">&#39;value&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="s2">&quot;None&quot;</span><span class="p">]</span>
</pre></div>

    </div>
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<div class="output_wrapper">
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    <div class="prompt output_prompt">Out[39]:</div>


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    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>in_reply_to_status_id</th>
      <th>in_reply_to_user_id</th>
      <th>timestamp</th>
      <th>source</th>
      <th>text</th>
      <th>retweeted_status_id</th>
      <th>retweeted_status_user_id</th>
      <th>retweeted_status_timestamp</th>
      <th>expanded_urls</th>
      <th>rating_numerator</th>
      <th>rating_denominator</th>
      <th>name</th>
      <th>value</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>240</th>
      <td>846514051647705089</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-03-28 00:07:32 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Barney. He's an elder doggo. Hitches a...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/846514051...</td>
      <td>13</td>
      <td>10</td>
      <td>Barney</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>807</th>
      <td>771908950375665664</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-09-03 03:13:29 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Doggo will persevere. 13/10\nhttps://t.co/yOVz...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/yahoonews/status/771905568...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>780</th>
      <td>775733305207554048</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-09-13 16:30:07 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Anakin. He strives to reach his full d...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/775733305...</td>
      <td>11</td>
      <td>10</td>
      <td>Anakin</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>698</th>
      <td>786363235746385920</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-10-13 00:29:39 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Rizzo. He has many talents. A true ren...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/786363235...</td>
      <td>13</td>
      <td>10</td>
      <td>Rizzo</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>344</th>
      <td>832032802820481025</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-02-16 01:04:13 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Miguel. He was the only remaining dogg...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://www.petfinder.com/petdetail/34918210,h...</td>
      <td>12</td>
      <td>10</td>
      <td>Miguel</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>345</th>
      <td>831939777352105988</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-02-15 18:54:34 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Emanuel. He's a h*ckin rare doggo. Dwe...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/831939777...</td>
      <td>12</td>
      <td>10</td>
      <td>Emanuel</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>300</th>
      <td>836753516572119041</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-03-01 01:42:39 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Meera. She just heard about taxes and ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/836753516...</td>
      <td>12</td>
      <td>10</td>
      <td>Meera</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>731</th>
      <td>781655249211752448</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-09-30 00:41:48 +0000</td>
      <td>&lt;a href="http://vine.co" rel="nofollow"&gt;Vine -...</td>
      <td>This is Combo. The daily struggles of being a ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://vine.co/v/5rt6T3qm7hL</td>
      <td>11</td>
      <td>10</td>
      <td>Combo</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>43</th>
      <td>884162670584377345</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-07-09 21:29:42 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Meet Yogi. He doesn't have any important dog m...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/884162670...</td>
      <td>12</td>
      <td>10</td>
      <td>Yogi</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>351</th>
      <td>831322785565769729</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-02-14 02:02:51 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Pete. He has no eyes. Needs a guide do...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/831322785...</td>
      <td>12</td>
      <td>10</td>
      <td>Pete</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>211</th>
      <td>851953902622658560</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-04-12 00:23:33 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: This is Astrid. She's a guide d...</td>
      <td>829374341691346944.000</td>
      <td>4196983835.000</td>
      <td>2017-02-08 17:00:26 +0000</td>
      <td>https://twitter.com/dog_rates/status/829374341...</td>
      <td>13</td>
      <td>10</td>
      <td>Astrid</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>782</th>
      <td>775364825476165632</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-09-12 16:05:54 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Finley. He's an independent doggo stil...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/775364825...</td>
      <td>11</td>
      <td>10</td>
      <td>Finley</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>318</th>
      <td>834574053763584002</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-02-23 01:22:14 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here's a doggo fully pupared for a shower. H*c...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/834574053...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>1075</th>
      <td>739623569819336705</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-06-06 01:02:55 +0000</td>
      <td>&lt;a href="http://vine.co" rel="nofollow"&gt;Vine -...</td>
      <td>Here's a doggo that don't need no human. 12/10...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://vine.co/v/iY9Fr1I31U6</td>
      <td>12</td>
      <td>10</td>
      <td>None</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>1079</th>
      <td>739238157791694849</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-06-04 23:31:25 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here's a doggo blowing bubbles. It's downright...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/739238157...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>323</th>
      <td>834089966724603904</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-02-21 17:18:39 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>DOGGO ON THE LOOSE I REPEAT DOGGO ON THE LOOSE...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/stevekopack/status/8340866...</td>
      <td>10</td>
      <td>10</td>
      <td>None</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>746</th>
      <td>780074436359819264</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-09-25 16:00:13 +0000</td>
      <td>&lt;a href="http://vine.co" rel="nofollow"&gt;Vine -...</td>
      <td>Here's a doggo questioning his entire existenc...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://vine.co/v/5nzYBpl0TY2</td>
      <td>10</td>
      <td>10</td>
      <td>None</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>818</th>
      <td>770743923962707968</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-08-30 22:04:05 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: Here's a doggo blowing bubbles....</td>
      <td>739238157791694848.000</td>
      <td>4196983835.000</td>
      <td>2016-06-04 23:31:25 +0000</td>
      <td>https://twitter.com/dog_rates/status/739238157...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>1156</th>
      <td>724771698126512129</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-04-26 01:26:53 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Nothin better than a doggo and a sunset. 11/10...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/724771698...</td>
      <td>11</td>
      <td>10</td>
      <td>None</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>1117</th>
      <td>732375214819057664</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-05-17 01:00:32 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Kyle (pronounced 'Mitch'). He strives ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/732375214...</td>
      <td>11</td>
      <td>10</td>
      <td>Kyle</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>331</th>
      <td>832998151111966721</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-02-18 17:00:10 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Rhino. He arrived at a shelter with an...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/832998151...</td>
      <td>13</td>
      <td>10</td>
      <td>Rhino</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>1103</th>
      <td>735256018284875776</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-05-24 23:47:49 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Kellogg. He accidentally opened the fr...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/735256018...</td>
      <td>8</td>
      <td>10</td>
      <td>Kellogg</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>1141</th>
      <td>727644517743104000</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-05-03 23:42:26 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here's a doggo struggling to cope with the win...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/727644517...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>doggo</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>
    </tr>
    <tr>
      <th>764</th>
      <td>777953400541634568</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-09-19 19:31:59 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: Meet Gerald. He's a fairly exot...</td>
      <td>768193404517830656.000</td>
      <td>4196983835.000</td>
      <td>2016-08-23 21:09:14 +0000</td>
      <td>https://twitter.com/dog_rates/status/768193404...</td>
      <td>8</td>
      <td>10</td>
      <td>Gerald</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>724</th>
      <td>782747134529531904</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-10-03 01:00:34 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Deacon. He's the happiest almost dry d...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/782747134...</td>
      <td>11</td>
      <td>10</td>
      <td>Deacon</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>248</th>
      <td>845397057150107648</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-03-24 22:08:59 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Say hello to Mimosa. She's an emotional suppor...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://www.gofundme.com/help-save-a-pup,https...</td>
      <td>13</td>
      <td>10</td>
      <td>Mimosa</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>339</th>
      <td>832273440279240704</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-02-16 17:00:25 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Say hello to Smiley. He's a blind therapy dogg...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/832273440...</td>
      <td>14</td>
      <td>10</td>
      <td>Smiley</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>727</th>
      <td>782305867769217024</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-10-01 19:47:08 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Sampson. He just graduated. Ready to b...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/782305867...</td>
      <td>12</td>
      <td>10</td>
      <td>Sampson</td>
      <td>doggo</td>
    </tr>
    <tr>
      <th>108</th>
      <td>871515927908634625</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-06-04 23:56:03 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Napolean. He's a Raggedy East Nicaragu...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/871515927...</td>
      <td>12</td>
      <td>10</td>
      <td>Napolean</td>
      <td>doggo</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>
    </tr>
    <tr>
      <th>7711</th>
      <td>793195938047070209</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-10-31 21:00:23 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Say hello to Lily. She's pupset that her costu...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/793195938...</td>
      <td>12</td>
      <td>10</td>
      <td>Lily</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7082</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>puppo</td>
    </tr>
    <tr>
      <th>8029</th>
      <td>751132876104687617</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-07-07 19:16:47 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Cooper. He's just so damn happy. 10/10...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/751132876...</td>
      <td>10</td>
      <td>10</td>
      <td>Cooper</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7614</th>
      <td>805823200554876929</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-12-05 17:16:37 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: This is Reginald. He's one magi...</td>
      <td>784183165795655680.000</td>
      <td>4196983835.000</td>
      <td>2016-10-07 00:06:50 +0000</td>
      <td>https://vine.co/v/5ghHLBMMdlV,https://vine.co/...</td>
      <td>12</td>
      <td>10</td>
      <td>Reginald</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7162</th>
      <td>874012996292530176</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-06-11 21:18:31 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Sebastian. He can't see all the colors...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/874012996...</td>
      <td>13</td>
      <td>10</td>
      <td>Sebastian</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7769</th>
      <td>786051337297522688</td>
      <td>772743019447607296.000</td>
      <td>730505014150582272.000</td>
      <td>2016-10-12 03:50:17 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>13/10 for breakdancing puppo @shibbnbot</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>8151</th>
      <td>738537504001953792</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-06-03 01:07:16 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Bayley. She fell asleep trying to esca...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/738537504...</td>
      <td>11</td>
      <td>10</td>
      <td>Bayley</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7683</th>
      <td>796563435802726400</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-11-10 04:01:37 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: I want to finally rate this ico...</td>
      <td>780931614150983680.000</td>
      <td>4196983835.000</td>
      <td>2016-09-28 00:46:20 +0000</td>
      <td>https://twitter.com/dog_rates/status/780931614...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7757</th>
      <td>787717603741622272</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-10-16 18:11:26 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Tonks. She is a service puppo. Can hea...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/787717603...</td>
      <td>13</td>
      <td>10</td>
      <td>Tonks</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>8116</th>
      <td>743253157753532416</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-06-16 01:25:36 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Kilo. He cannot reach the snackum. Nif...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/743253157...</td>
      <td>10</td>
      <td>10</td>
      <td>Kilo</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7731</th>
      <td>790946055508652032</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-10-25 16:00:09 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Betty. She's assisting with the dishes...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/790946055...</td>
      <td>12</td>
      <td>10</td>
      <td>Betty</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7990</th>
      <td>756275833623502848</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-07-21 23:53:04 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>When ur older siblings get to play in the deep...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/756275833...</td>
      <td>10</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7506</th>
      <td>820013781606658049</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-13 21:04:55 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: This is Oliver. He has dreams o...</td>
      <td>819952236453363712.000</td>
      <td>4196983835.000</td>
      <td>2017-01-13 17:00:21 +0000</td>
      <td>https://www.gofundme.com/servicedogoliver,http...</td>
      <td>13</td>
      <td>10</td>
      <td>Oliver</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7635</th>
      <td>802239329049477120</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-11-25 19:55:35 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Loki. He'll do your taxes for you. Can...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/802239329...</td>
      <td>12</td>
      <td>10</td>
      <td>Loki</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7139</th>
      <td>878776093423087618</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-06-25 00:45:22 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Snoopy. He's a proud #PrideMonthPuppo....</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/878776093...</td>
      <td>13</td>
      <td>10</td>
      <td>Snoopy</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7507</th>
      <td>819952236453363712</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-13 17:00:21 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Oliver. He has dreams of being a servi...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://www.gofundme.com/servicedogoliver,http...</td>
      <td>13</td>
      <td>10</td>
      <td>Oliver</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7481</th>
      <td>822872901745569793</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-21 18:26:02 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here's a super supportive puppo participating ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/822872901...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7080</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>puppo</td>
    </tr>
    <tr>
      <th>7804</th>
      <td>780931614150983680</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-09-28 00:46:20 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>I want to finally rate this iconic puppo who t...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/780931614...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7537</th>
      <td>816829038950027264</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-05 02:09:53 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: This is Betty. She's assisting ...</td>
      <td>790946055508652032.000</td>
      <td>4196983835.000</td>
      <td>2016-10-25 16:00:09 +0000</td>
      <td>https://twitter.com/dog_rates/status/790946055...</td>
      <td>12</td>
      <td>10</td>
      <td>Betty</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7259</th>
      <td>855851453814013952</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-04-22 18:31:02 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here's a puppo participating in the #ScienceMa...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/855851453...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>8015</th>
      <td>752519690950500352</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-07-11 15:07:30 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Hopefully this puppo on a swing will help get ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/752519690...</td>
      <td>11</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7197</th>
      <td>867421006826221569</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-05-24 16:44:18 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Shikha. She just watched you drop a sk...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/867421006...</td>
      <td>12</td>
      <td>10</td>
      <td>Shikha</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>8103</th>
      <td>744995568523612160</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-06-20 20:49:19 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Abby. She got her face stuck in a glas...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/744995568...</td>
      <td>9</td>
      <td>10</td>
      <td>Abby</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7781</th>
      <td>784183165795655680</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-10-07 00:06:50 +0000</td>
      <td>&lt;a href="http://vine.co" rel="nofollow"&gt;Vine -...</td>
      <td>This is Reginald. He's one magical puppo. Aero...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://vine.co/v/5ghHLBMMdlV</td>
      <td>12</td>
      <td>10</td>
      <td>Reginald</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7463</th>
      <td>825535076884762624</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-29 02:44:34 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here's a very loving and accepting puppo. Appe...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/825535076...</td>
      <td>14</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7465</th>
      <td>825120256414846976</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-27 23:16:13 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: Say hello to Pablo. He's one go...</td>
      <td>825026590719483904.000</td>
      <td>4196983835.000</td>
      <td>2017-01-27 17:04:02 +0000</td>
      <td>https://www.gofundme.com/my-puppys-double-cata...</td>
      <td>12</td>
      <td>10</td>
      <td>Pablo</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7466</th>
      <td>825026590719483904</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-27 17:04:02 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Say hello to Pablo. He's one gorgeous puppo. A...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://www.gofundme.com/my-puppys-double-cata...</td>
      <td>12</td>
      <td>10</td>
      <td>Pablo</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7622</th>
      <td>803773340896923648</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-11-30 01:31:12 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Diogi. He fell in the pool as soon as ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/803773340...</td>
      <td>12</td>
      <td>10</td>
      <td>Diogi</td>
      <td>puppo</td>
    </tr>
    <tr>
      <th>7236</th>
      <td>859607811541651456</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-05-03 03:17:27 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Sorry for the lack of posts today. I came home...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/859607811...</td>
      <td>13</td>
      <td>10</td>
      <td>None</td>
      <td>puppo</td>
    </tr>
  </tbody>
</table>
<p>380 rows × 14 columns</p>
</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_archive_clean</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;value&#39;</span> <span class="p">:</span> <span class="s1">&#39;dog_type&#39;</span><span class="p">},</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_archive_clean</span><span class="o">.</span><span class="n">columns</span>
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<pre>Index([&#39;tweet_id&#39;, &#39;in_reply_to_status_id&#39;, &#39;in_reply_to_user_id&#39;, &#39;timestamp&#39;,
       &#39;source&#39;, &#39;text&#39;, &#39;retweeted_status_id&#39;, &#39;retweeted_status_user_id&#39;,
       &#39;retweeted_status_timestamp&#39;, &#39;expanded_urls&#39;, &#39;rating_numerator&#39;,
       &#39;rating_denominator&#39;, &#39;name&#39;, &#39;dog_type&#39;],
      dtype=&#39;object&#39;)</pre>
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<h4 id="Tidiness-issue-2-:-The-two-dataframes-t_archive-and-t_predictions-are-to-be-matched-in-order-to-compare-the-predictions.">Tidiness issue 2 : The two dataframes t_archive and t_predictions are to be matched in order to compare the predictions.<a class="anchor-link" href="#Tidiness-issue-2-:-The-two-dataframes-t_archive-and-t_predictions-are-to-be-matched-in-order-to-compare-the-predictions.">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_archive_clean</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">t_predictions</span><span class="p">,</span><span class="n">how</span><span class="o">=</span><span class="s1">&#39;left&#39;</span><span class="p">,</span><span class="n">on</span><span class="o">=</span><span class="s1">&#39;tweet_id&#39;</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>in_reply_to_status_id</th>
      <th>in_reply_to_user_id</th>
      <th>timestamp</th>
      <th>source</th>
      <th>text</th>
      <th>retweeted_status_id</th>
      <th>retweeted_status_user_id</th>
      <th>retweeted_status_timestamp</th>
      <th>expanded_urls</th>
      <th>...</th>
      <th>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>667550904950915073</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 03:51:52 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>RT @dogratingrating: Exceptional talent. Origi...</td>
      <td>667548695664070656.000</td>
      <td>4296831739.000</td>
      <td>2015-11-20 03:43:06 +0000</td>
      <td>https://twitter.com/dogratingrating/status/667...</td>
      <td>...</td>
      <td>1.000</td>
      <td>web_site</td>
      <td>0.999</td>
      <td>False</td>
      <td>vizsla</td>
      <td>0.000</td>
      <td>True</td>
      <td>collie</td>
      <td>0.000</td>
      <td>True</td>
    </tr>
    <tr>
      <th>1</th>
      <td>667550882905632768</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 03:51:47 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>RT @dogratingrating: Unoriginal idea. Blatant ...</td>
      <td>667548415174144000.000</td>
      <td>4296831739.000</td>
      <td>2015-11-20 03:41:59 +0000</td>
      <td>https://twitter.com/dogratingrating/status/667...</td>
      <td>...</td>
      <td>1.000</td>
      <td>web_site</td>
      <td>0.998</td>
      <td>False</td>
      <td>dishwasher</td>
      <td>0.000</td>
      <td>False</td>
      <td>oscilloscope</td>
      <td>0.000</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2</th>
      <td>667549055577362432</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 03:44:31 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>Never seen dog like this. Breathes heavy. Tilt...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667549055...</td>
      <td>...</td>
      <td>1.000</td>
      <td>electric_fan</td>
      <td>0.984</td>
      <td>False</td>
      <td>spotlight</td>
      <td>0.008</td>
      <td>False</td>
      <td>lampshade</td>
      <td>0.002</td>
      <td>False</td>
    </tr>
    <tr>
      <th>3</th>
      <td>667546741521195010</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 03:35:20 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>Here is George. George took a selfie of his ne...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667546741...</td>
      <td>...</td>
      <td>1.000</td>
      <td>toy_poodle</td>
      <td>0.787</td>
      <td>True</td>
      <td>miniature_poodle</td>
      <td>0.202</td>
      <td>True</td>
      <td>teddy</td>
      <td>0.004</td>
      <td>False</td>
    </tr>
    <tr>
      <th>4</th>
      <td>667544320556335104</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 03:25:43 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>This is Kial. Kial is either wearing a cape, w...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667544320...</td>
      <td>...</td>
      <td>1.000</td>
      <td>Pomeranian</td>
      <td>0.413</td>
      <td>True</td>
      <td>Pembroke</td>
      <td>0.313</td>
      <td>True</td>
      <td>Chihuahua</td>
      <td>0.072</td>
      <td>True</td>
    </tr>
    <tr>
      <th>5</th>
      <td>667538891197542400</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 03:04:08 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>This is a southwest Coriander named Klint. Hat...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667538891...</td>
      <td>...</td>
      <td>1.000</td>
      <td>Yorkshire_terrier</td>
      <td>0.619</td>
      <td>True</td>
      <td>silky_terrier</td>
      <td>0.300</td>
      <td>True</td>
      <td>Australian_terrier</td>
      <td>0.053</td>
      <td>True</td>
    </tr>
    <tr>
      <th>6</th>
      <td>667724302356258817</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 15:20:54 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>What a dog to start the day with. Very calm. L...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667724302...</td>
      <td>...</td>
      <td>1.000</td>
      <td>ibex</td>
      <td>0.619</td>
      <td>False</td>
      <td>bighorn</td>
      <td>0.125</td>
      <td>False</td>
      <td>ram</td>
      <td>0.075</td>
      <td>False</td>
    </tr>
    <tr>
      <th>7</th>
      <td>667534815156183040</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 02:47:56 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>This is Frank (pronounced "Fronq"). Too many b...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667534815...</td>
      <td>...</td>
      <td>1.000</td>
      <td>Pembroke</td>
      <td>0.435</td>
      <td>True</td>
      <td>Cardigan</td>
      <td>0.307</td>
      <td>True</td>
      <td>cocker_spaniel</td>
      <td>0.033</td>
      <td>True</td>
    </tr>
    <tr>
      <th>8</th>
      <td>667524857454854144</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 02:08:22 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>Another topnotch dog. His name is Big Jumpy Ra...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667524857...</td>
      <td>...</td>
      <td>1.000</td>
      <td>hare</td>
      <td>0.448</td>
      <td>False</td>
      <td>dhole</td>
      <td>0.092</td>
      <td>False</td>
      <td>Chesapeake_Bay_retriever</td>
      <td>0.088</td>
      <td>True</td>
    </tr>
    <tr>
      <th>9</th>
      <td>667517642048163840</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 01:39:42 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>This is Dook &amp;amp; Milo. Dook is struggling to...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667517642...</td>
      <td>...</td>
      <td>1.000</td>
      <td>Italian_greyhound</td>
      <td>0.125</td>
      <td>True</td>
      <td>standard_poodle</td>
      <td>0.085</td>
      <td>True</td>
      <td>cocker_spaniel</td>
      <td>0.081</td>
      <td>True</td>
    </tr>
    <tr>
      <th>10</th>
      <td>667509364010450944</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 01:06:48 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>This a Norwegian Pewterschmidt named Tickles. ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667509364...</td>
      <td>...</td>
      <td>1.000</td>
      <td>beagle</td>
      <td>0.636</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.119</td>
      <td>True</td>
      <td>golden_retriever</td>
      <td>0.083</td>
      <td>True</td>
    </tr>
    <tr>
      <th>11</th>
      <td>667502640335572993</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 00:40:05 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>Say hello to Hall and Oates. Oates is winking ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667502640...</td>
      <td>...</td>
      <td>1.000</td>
      <td>Labrador_retriever</td>
      <td>0.997</td>
      <td>True</td>
      <td>golden_retriever</td>
      <td>0.002</td>
      <td>True</td>
      <td>beagle</td>
      <td>0.001</td>
      <td>True</td>
    </tr>
    <tr>
      <th>12</th>
      <td>667495797102141441</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 00:12:54 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>This is Philippe from Soviet Russia. Commandin...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667495797...</td>
      <td>...</td>
      <td>1.000</td>
      <td>Chihuahua</td>
      <td>0.144</td>
      <td>True</td>
      <td>Christmas_stocking</td>
      <td>0.119</td>
      <td>False</td>
      <td>ski_mask</td>
      <td>0.092</td>
      <td>False</td>
    </tr>
    <tr>
      <th>13</th>
      <td>667491009379606528</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-19 23:53:52 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>Two dogs in this one. Both are rare Jujitsu Py...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667491009...</td>
      <td>...</td>
      <td>1.000</td>
      <td>borzoi</td>
      <td>0.852</td>
      <td>True</td>
      <td>ice_bear</td>
      <td>0.132</td>
      <td>False</td>
      <td>weasel</td>
      <td>0.006</td>
      <td>False</td>
    </tr>
    <tr>
      <th>14</th>
      <td>667530908589760512</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 02:32:25 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>Meet Naphaniel. He doesn't necessarily enjoy h...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667530908...</td>
      <td>...</td>
      <td>1.000</td>
      <td>golden_retriever</td>
      <td>0.633</td>
      <td>True</td>
      <td>kuvasz</td>
      <td>0.146</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.046</td>
      <td>True</td>
    </tr>
    <tr>
      <th>15</th>
      <td>667470559035432960</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-19 22:32:36 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>This is a northern Wahoo named Kohl. He runs t...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667470559...</td>
      <td>...</td>
      <td>1.000</td>
      <td>toy_poodle</td>
      <td>0.304</td>
      <td>True</td>
      <td>pug</td>
      <td>0.223</td>
      <td>True</td>
      <td>Lakeland_terrier</td>
      <td>0.073</td>
      <td>True</td>
    </tr>
    <tr>
      <th>16</th>
      <td>667728196545200128</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 15:36:22 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>Meet Olive. He comes to spot by tree to remini...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667728196...</td>
      <td>...</td>
      <td>1.000</td>
      <td>kuvasz</td>
      <td>0.360</td>
      <td>True</td>
      <td>golden_retriever</td>
      <td>0.294</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.271</td>
      <td>True</td>
    </tr>
    <tr>
      <th>17</th>
      <td>667773195014021121</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 18:35:10 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>This is a rare Hungarian Pinot named Jessiga. ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667773195...</td>
      <td>...</td>
      <td>1.000</td>
      <td>West_Highland_white_terrier</td>
      <td>0.360</td>
      <td>True</td>
      <td>pug</td>
      <td>0.093</td>
      <td>True</td>
      <td>ice_bear</td>
      <td>0.069</td>
      <td>False</td>
    </tr>
    <tr>
      <th>18</th>
      <td>667915453470232577</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-21 04:00:28 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Meet Otis. He is a Peruvian Quartzite. Pic spo...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667915453...</td>
      <td>...</td>
      <td>1.000</td>
      <td>leatherback_turtle</td>
      <td>0.453</td>
      <td>False</td>
      <td>boxer</td>
      <td>0.197</td>
      <td>True</td>
      <td>terrapin</td>
      <td>0.161</td>
      <td>False</td>
    </tr>
    <tr>
      <th>19</th>
      <td>667911425562669056</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-21 03:44:27 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Wow. Armored dog here. Ready for battle. Face ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667911425...</td>
      <td>...</td>
      <td>1.000</td>
      <td>frilled_lizard</td>
      <td>0.258</td>
      <td>False</td>
      <td>ox</td>
      <td>0.235</td>
      <td>False</td>
      <td>triceratops</td>
      <td>0.085</td>
      <td>False</td>
    </tr>
    <tr>
      <th>20</th>
      <td>667902449697558528</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-21 03:08:47 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Cleopatricia. She is a northern Paperb...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667902449...</td>
      <td>...</td>
      <td>1.000</td>
      <td>Norwegian_elkhound</td>
      <td>0.299</td>
      <td>True</td>
      <td>malamute</td>
      <td>0.279</td>
      <td>True</td>
      <td>Eskimo_dog</td>
      <td>0.198</td>
      <td>True</td>
    </tr>
    <tr>
      <th>21</th>
      <td>667886921285246976</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-21 02:07:05 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Erik. He's fucken massive. But also ki...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667886921...</td>
      <td>...</td>
      <td>1.000</td>
      <td>Pomeranian</td>
      <td>0.800</td>
      <td>True</td>
      <td>Pekinese</td>
      <td>0.168</td>
      <td>True</td>
      <td>Chihuahua</td>
      <td>0.009</td>
      <td>True</td>
    </tr>
    <tr>
      <th>22</th>
      <td>667885044254572545</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-21 01:59:37 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Meet Stu. Stu has stacks on stacks and an eye ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667885044...</td>
      <td>...</td>
      <td>1.000</td>
      <td>malamute</td>
      <td>0.089</td>
      <td>True</td>
      <td>golden_retriever</td>
      <td>0.087</td>
      <td>True</td>
      <td>muzzle</td>
      <td>0.075</td>
      <td>False</td>
    </tr>
    <tr>
      <th>23</th>
      <td>667878741721415682</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-21 01:34:35 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Tedrick. He lives on the edge. Needs s...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667878741...</td>
      <td>...</td>
      <td>1.000</td>
      <td>seat_belt</td>
      <td>0.200</td>
      <td>False</td>
      <td>miniature_pinscher</td>
      <td>0.106</td>
      <td>True</td>
      <td>schipperke</td>
      <td>0.105</td>
      <td>True</td>
    </tr>
    <tr>
      <th>24</th>
      <td>667766675769573376</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 18:09:16 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>This is Calvin. He is a Luxembourgian Mayo. Ha...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667766675...</td>
      <td>...</td>
      <td>1.000</td>
      <td>fire_engine</td>
      <td>0.883</td>
      <td>False</td>
      <td>tow_truck</td>
      <td>0.075</td>
      <td>False</td>
      <td>jeep</td>
      <td>0.013</td>
      <td>False</td>
    </tr>
    <tr>
      <th>25</th>
      <td>667873844930215936</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-21 01:15:07 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Neat dog. Lots of spikes. Always in push-up po...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667873844...</td>
      <td>...</td>
      <td>1.000</td>
      <td>common_iguana</td>
      <td>1.000</td>
      <td>False</td>
      <td>frilled_lizard</td>
      <td>0.000</td>
      <td>False</td>
      <td>African_chameleon</td>
      <td>0.000</td>
      <td>False</td>
    </tr>
    <tr>
      <th>26</th>
      <td>667861340749471744</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-21 00:25:26 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is a Shotokon Macadamia mix named Cheryl....</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667861340...</td>
      <td>...</td>
      <td>1.000</td>
      <td>malamute</td>
      <td>0.967</td>
      <td>True</td>
      <td>Siberian_husky</td>
      <td>0.016</td>
      <td>True</td>
      <td>Eskimo_dog</td>
      <td>0.011</td>
      <td>True</td>
    </tr>
    <tr>
      <th>27</th>
      <td>667832474953625600</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 22:30:44 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>THE EYES 12/10\n\nI'm sorry. These are suppose...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667832474...</td>
      <td>...</td>
      <td>1.000</td>
      <td>miniature_pinscher</td>
      <td>0.214</td>
      <td>True</td>
      <td>bath_towel</td>
      <td>0.147</td>
      <td>False</td>
      <td>Chihuahua</td>
      <td>0.104</td>
      <td>True</td>
    </tr>
    <tr>
      <th>28</th>
      <td>667806454573760512</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 20:47:20 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Filup. He is overcome with joy after f...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667806454...</td>
      <td>...</td>
      <td>1.000</td>
      <td>toyshop</td>
      <td>0.253</td>
      <td>False</td>
      <td>Chihuahua</td>
      <td>0.187</td>
      <td>True</td>
      <td>Brabancon_griffon</td>
      <td>0.113</td>
      <td>True</td>
    </tr>
    <tr>
      <th>29</th>
      <td>667801013445750784</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 20:25:43 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>OMIGOD 12/10 https://t.co/SVMF4Frf1w</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667801013...</td>
      <td>...</td>
      <td>1.000</td>
      <td>flat-coated_retriever</td>
      <td>0.508</td>
      <td>True</td>
      <td>Chesapeake_Bay_retriever</td>
      <td>0.262</td>
      <td>True</td>
      <td>curly-coated_retriever</td>
      <td>0.049</td>
      <td>True</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>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>2326</th>
      <td>793195938047070209</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-10-31 21:00:23 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Say hello to Lily. She's pupset that her costu...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/793195938...</td>
      <td>...</td>
      <td>2.000</td>
      <td>Labrador_retriever</td>
      <td>0.655</td>
      <td>True</td>
      <td>golden_retriever</td>
      <td>0.074</td>
      <td>True</td>
      <td>Chihuahua</td>
      <td>0.042</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2327</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>...</td>
      <td>1.000</td>
      <td>golden_retriever</td>
      <td>0.953</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.014</td>
      <td>True</td>
      <td>redbone</td>
      <td>0.008</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2328</th>
      <td>751132876104687617</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-07-07 19:16:47 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Cooper. He's just so damn happy. 10/10...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/751132876...</td>
      <td>...</td>
      <td>1.000</td>
      <td>Labrador_retriever</td>
      <td>0.929</td>
      <td>True</td>
      <td>Chesapeake_Bay_retriever</td>
      <td>0.038</td>
      <td>True</td>
      <td>golden_retriever</td>
      <td>0.008</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2329</th>
      <td>805823200554876929</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-12-05 17:16:37 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: This is Reginald. He's one magi...</td>
      <td>784183165795655680.000</td>
      <td>4196983835.000</td>
      <td>2016-10-07 00:06:50 +0000</td>
      <td>https://vine.co/v/5ghHLBMMdlV,https://vine.co/...</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2330</th>
      <td>874012996292530176</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-06-11 21:18:31 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Sebastian. He can't see all the colors...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/874012996...</td>
      <td>...</td>
      <td>2.000</td>
      <td>Cardigan</td>
      <td>0.807</td>
      <td>True</td>
      <td>Pembroke</td>
      <td>0.117</td>
      <td>True</td>
      <td>kelpie</td>
      <td>0.049</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2331</th>
      <td>786051337297522688</td>
      <td>772743019447607296.000</td>
      <td>730505014150582272.000</td>
      <td>2016-10-12 03:50:17 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>13/10 for breakdancing puppo @shibbnbot</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2332</th>
      <td>738537504001953792</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-06-03 01:07:16 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Bayley. She fell asleep trying to esca...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/738537504...</td>
      <td>...</td>
      <td>1.000</td>
      <td>chow</td>
      <td>0.809</td>
      <td>True</td>
      <td>gibbon</td>
      <td>0.029</td>
      <td>False</td>
      <td>Pembroke</td>
      <td>0.026</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2333</th>
      <td>796563435802726400</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-11-10 04:01:37 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: I want to finally rate this ico...</td>
      <td>780931614150983680.000</td>
      <td>4196983835.000</td>
      <td>2016-09-28 00:46:20 +0000</td>
      <td>https://twitter.com/dog_rates/status/780931614...</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2334</th>
      <td>787717603741622272</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-10-16 18:11:26 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Tonks. She is a service puppo. Can hea...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/787717603...</td>
      <td>...</td>
      <td>3.000</td>
      <td>German_shepherd</td>
      <td>0.992</td>
      <td>True</td>
      <td>malinois</td>
      <td>0.005</td>
      <td>True</td>
      <td>kelpie</td>
      <td>0.001</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2335</th>
      <td>743253157753532416</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-06-16 01:25:36 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Kilo. He cannot reach the snackum. Nif...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/743253157...</td>
      <td>...</td>
      <td>1.000</td>
      <td>malamute</td>
      <td>0.443</td>
      <td>True</td>
      <td>Siberian_husky</td>
      <td>0.368</td>
      <td>True</td>
      <td>Eskimo_dog</td>
      <td>0.178</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2336</th>
      <td>790946055508652032</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-10-25 16:00:09 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Betty. She's assisting with the dishes...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/790946055...</td>
      <td>...</td>
      <td>1.000</td>
      <td>dishwasher</td>
      <td>0.700</td>
      <td>False</td>
      <td>golden_retriever</td>
      <td>0.246</td>
      <td>True</td>
      <td>chow</td>
      <td>0.039</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2337</th>
      <td>756275833623502848</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-07-21 23:53:04 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>When ur older siblings get to play in the deep...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/756275833...</td>
      <td>...</td>
      <td>1.000</td>
      <td>Airedale</td>
      <td>0.603</td>
      <td>True</td>
      <td>Irish_terrier</td>
      <td>0.087</td>
      <td>True</td>
      <td>bloodhound</td>
      <td>0.086</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2338</th>
      <td>820013781606658049</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-13 21:04:55 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: This is Oliver. He has dreams o...</td>
      <td>819952236453363712.000</td>
      <td>4196983835.000</td>
      <td>2017-01-13 17:00:21 +0000</td>
      <td>https://www.gofundme.com/servicedogoliver,http...</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2339</th>
      <td>802239329049477120</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-11-25 19:55:35 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Loki. He'll do your taxes for you. Can...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/802239329...</td>
      <td>...</td>
      <td>2.000</td>
      <td>Eskimo_dog</td>
      <td>0.482</td>
      <td>True</td>
      <td>Siberian_husky</td>
      <td>0.336</td>
      <td>True</td>
      <td>malamute</td>
      <td>0.135</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2340</th>
      <td>878776093423087618</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-06-25 00:45:22 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Snoopy. He's a proud #PrideMonthPuppo....</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/878776093...</td>
      <td>...</td>
      <td>2.000</td>
      <td>Italian_greyhound</td>
      <td>0.735</td>
      <td>True</td>
      <td>whippet</td>
      <td>0.150</td>
      <td>True</td>
      <td>Ibizan_hound</td>
      <td>0.040</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2341</th>
      <td>819952236453363712</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-13 17:00:21 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Oliver. He has dreams of being a servi...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://www.gofundme.com/servicedogoliver,http...</td>
      <td>...</td>
      <td>1.000</td>
      <td>American_Staffordshire_terrier</td>
      <td>0.926</td>
      <td>True</td>
      <td>Staffordshire_bullterrier</td>
      <td>0.036</td>
      <td>True</td>
      <td>Italian_greyhound</td>
      <td>0.020</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2342</th>
      <td>822872901745569793</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-21 18:26:02 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here's a super supportive puppo participating ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/822872901...</td>
      <td>...</td>
      <td>1.000</td>
      <td>Lakeland_terrier</td>
      <td>0.196</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.160</td>
      <td>True</td>
      <td>Irish_terrier</td>
      <td>0.069</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2343</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>...</td>
      <td>1.000</td>
      <td>Pembroke</td>
      <td>0.966</td>
      <td>True</td>
      <td>Cardigan</td>
      <td>0.027</td>
      <td>True</td>
      <td>basenji</td>
      <td>0.005</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2344</th>
      <td>780931614150983680</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-09-28 00:46:20 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>I want to finally rate this iconic puppo who t...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/780931614...</td>
      <td>...</td>
      <td>1.000</td>
      <td>padlock</td>
      <td>0.732</td>
      <td>False</td>
      <td>necklace</td>
      <td>0.065</td>
      <td>False</td>
      <td>chain</td>
      <td>0.036</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2345</th>
      <td>816829038950027264</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-05 02:09:53 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: This is Betty. She's assisting ...</td>
      <td>790946055508652032.000</td>
      <td>4196983835.000</td>
      <td>2016-10-25 16:00:09 +0000</td>
      <td>https://twitter.com/dog_rates/status/790946055...</td>
      <td>...</td>
      <td>1.000</td>
      <td>dishwasher</td>
      <td>0.700</td>
      <td>False</td>
      <td>golden_retriever</td>
      <td>0.246</td>
      <td>True</td>
      <td>chow</td>
      <td>0.039</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2346</th>
      <td>855851453814013952</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-04-22 18:31:02 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here's a puppo participating in the #ScienceMa...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/855851453...</td>
      <td>...</td>
      <td>1.000</td>
      <td>flat-coated_retriever</td>
      <td>0.322</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.115</td>
      <td>True</td>
      <td>groenendael</td>
      <td>0.096</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2347</th>
      <td>752519690950500352</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-07-11 15:07:30 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Hopefully this puppo on a swing will help get ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/752519690...</td>
      <td>...</td>
      <td>3.000</td>
      <td>swing</td>
      <td>1.000</td>
      <td>False</td>
      <td>Labrador_retriever</td>
      <td>0.000</td>
      <td>True</td>
      <td>Eskimo_dog</td>
      <td>0.000</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2348</th>
      <td>867421006826221569</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-05-24 16:44:18 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Shikha. She just watched you drop a sk...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/867421006...</td>
      <td>...</td>
      <td>1.000</td>
      <td>Eskimo_dog</td>
      <td>0.616</td>
      <td>True</td>
      <td>Siberian_husky</td>
      <td>0.381</td>
      <td>True</td>
      <td>malamute</td>
      <td>0.002</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2349</th>
      <td>744995568523612160</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-06-20 20:49:19 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Abby. She got her face stuck in a glas...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/744995568...</td>
      <td>...</td>
      <td>1.000</td>
      <td>Old_English_sheepdog</td>
      <td>0.427</td>
      <td>True</td>
      <td>Shih-Tzu</td>
      <td>0.146</td>
      <td>True</td>
      <td>Tibetan_terrier</td>
      <td>0.134</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2350</th>
      <td>784183165795655680</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-10-07 00:06:50 +0000</td>
      <td>&lt;a href="http://vine.co" rel="nofollow"&gt;Vine -...</td>
      <td>This is Reginald. He's one magical puppo. Aero...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://vine.co/v/5ghHLBMMdlV</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2351</th>
      <td>825535076884762624</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-29 02:44:34 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here's a very loving and accepting puppo. Appe...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/825535076...</td>
      <td>...</td>
      <td>1.000</td>
      <td>Rottweiler</td>
      <td>0.681</td>
      <td>True</td>
      <td>Tibetan_mastiff</td>
      <td>0.148</td>
      <td>True</td>
      <td>black-and-tan_coonhound</td>
      <td>0.025</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2352</th>
      <td>825120256414846976</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-27 23:16:13 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: Say hello to Pablo. He's one go...</td>
      <td>825026590719483904.000</td>
      <td>4196983835.000</td>
      <td>2017-01-27 17:04:02 +0000</td>
      <td>https://www.gofundme.com/my-puppys-double-cata...</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2353</th>
      <td>825026590719483904</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-27 17:04:02 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Say hello to Pablo. He's one gorgeous puppo. A...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://www.gofundme.com/my-puppys-double-cata...</td>
      <td>...</td>
      <td>2.000</td>
      <td>Eskimo_dog</td>
      <td>0.524</td>
      <td>True</td>
      <td>Siberian_husky</td>
      <td>0.468</td>
      <td>True</td>
      <td>malamute</td>
      <td>0.005</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2354</th>
      <td>803773340896923648</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-11-30 01:31:12 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Diogi. He fell in the pool as soon as ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/803773340...</td>
      <td>...</td>
      <td>2.000</td>
      <td>miniature_pinscher</td>
      <td>0.817</td>
      <td>True</td>
      <td>redbone</td>
      <td>0.060</td>
      <td>True</td>
      <td>Irish_terrier</td>
      <td>0.034</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2355</th>
      <td>859607811541651456</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-05-03 03:17:27 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Sorry for the lack of posts today. I came home...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/859607811...</td>
      <td>...</td>
      <td>1.000</td>
      <td>golden_retriever</td>
      <td>0.896</td>
      <td>True</td>
      <td>Irish_setter</td>
      <td>0.024</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.019</td>
      <td>True</td>
    </tr>
  </tbody>
</table>
<p>2356 rows × 25 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_clean</span> <span class="o">=</span> <span class="n">t_archive_clean</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">t_predictions</span><span class="p">,</span><span class="n">how</span><span class="o">=</span><span class="s1">&#39;left&#39;</span><span class="p">,</span><span class="n">on</span><span class="o">=</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">)</span>
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<h4 id="Tidiness-issue-3-:-The-two-dataframes-t_archive-and-t_api-are-to-be-matched-in-order-to-fill-up-the-missing-columns">Tidiness issue 3 : The two dataframes t_archive and t_api are to be matched in order to fill up the missing columns<a class="anchor-link" href="#Tidiness-issue-3-:-The-two-dataframes-t_archive-and-t_api-are-to-be-matched-in-order-to-fill-up-the-missing-columns">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_clean</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">t_api</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;left&#39;</span><span class="p">,</span><span class="n">right_on</span><span class="o">=</span><span class="s1">&#39;id&#39;</span><span class="p">,</span><span class="n">left_on</span><span class="o">=</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">)</span>
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    <div class="prompt output_prompt">Out[44]:</div>


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>in_reply_to_status_id</th>
      <th>in_reply_to_user_id</th>
      <th>timestamp</th>
      <th>source</th>
      <th>text</th>
      <th>retweeted_status_id</th>
      <th>retweeted_status_user_id</th>
      <th>retweeted_status_timestamp</th>
      <th>expanded_urls</th>
      <th>...</th>
      <th>p1_dog</th>
      <th>p2</th>
      <th>p2_conf</th>
      <th>p2_dog</th>
      <th>p3</th>
      <th>p3_conf</th>
      <th>p3_dog</th>
      <th>id</th>
      <th>favorite_count</th>
      <th>retweet_count</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>667550904950915073</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 03:51:52 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>RT @dogratingrating: Exceptional talent. Origi...</td>
      <td>667548695664070656.000</td>
      <td>4296831739.000</td>
      <td>2015-11-20 03:43:06 +0000</td>
      <td>https://twitter.com/dogratingrating/status/667...</td>
      <td>...</td>
      <td>False</td>
      <td>vizsla</td>
      <td>0.000</td>
      <td>True</td>
      <td>collie</td>
      <td>0.000</td>
      <td>True</td>
      <td>667550904950915072.000</td>
      <td>0.000</td>
      <td>35.000</td>
    </tr>
    <tr>
      <th>1</th>
      <td>667550882905632768</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 03:51:47 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>RT @dogratingrating: Unoriginal idea. Blatant ...</td>
      <td>667548415174144000.000</td>
      <td>4296831739.000</td>
      <td>2015-11-20 03:41:59 +0000</td>
      <td>https://twitter.com/dogratingrating/status/667...</td>
      <td>...</td>
      <td>False</td>
      <td>dishwasher</td>
      <td>0.000</td>
      <td>False</td>
      <td>oscilloscope</td>
      <td>0.000</td>
      <td>False</td>
      <td>667550882905632768.000</td>
      <td>0.000</td>
      <td>33.000</td>
    </tr>
    <tr>
      <th>2</th>
      <td>667549055577362432</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 03:44:31 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>Never seen dog like this. Breathes heavy. Tilt...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667549055...</td>
      <td>...</td>
      <td>False</td>
      <td>spotlight</td>
      <td>0.008</td>
      <td>False</td>
      <td>lampshade</td>
      <td>0.002</td>
      <td>False</td>
      <td>667549055577362432.000</td>
      <td>5984.000</td>
      <td>2396.000</td>
    </tr>
    <tr>
      <th>3</th>
      <td>667546741521195010</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 03:35:20 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>Here is George. George took a selfie of his ne...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667546741...</td>
      <td>...</td>
      <td>True</td>
      <td>miniature_poodle</td>
      <td>0.202</td>
      <td>True</td>
      <td>teddy</td>
      <td>0.004</td>
      <td>False</td>
      <td>667546741521195008.000</td>
      <td>342.000</td>
      <td>132.000</td>
    </tr>
    <tr>
      <th>4</th>
      <td>667544320556335104</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 03:25:43 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>This is Kial. Kial is either wearing a cape, w...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667544320...</td>
      <td>...</td>
      <td>True</td>
      <td>Pembroke</td>
      <td>0.313</td>
      <td>True</td>
      <td>Chihuahua</td>
      <td>0.072</td>
      <td>True</td>
      <td>667544320556335104.000</td>
      <td>895.000</td>
      <td>549.000</td>
    </tr>
    <tr>
      <th>5</th>
      <td>667538891197542400</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 03:04:08 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>This is a southwest Coriander named Klint. Hat...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667538891...</td>
      <td>...</td>
      <td>True</td>
      <td>silky_terrier</td>
      <td>0.300</td>
      <td>True</td>
      <td>Australian_terrier</td>
      <td>0.053</td>
      <td>True</td>
      <td>667538891197542400.000</td>
      <td>209.000</td>
      <td>70.000</td>
    </tr>
    <tr>
      <th>6</th>
      <td>667724302356258817</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 15:20:54 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>What a dog to start the day with. Very calm. L...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667724302...</td>
      <td>...</td>
      <td>False</td>
      <td>bighorn</td>
      <td>0.125</td>
      <td>False</td>
      <td>ram</td>
      <td>0.075</td>
      <td>False</td>
      <td>667724302356258816.000</td>
      <td>504.000</td>
      <td>332.000</td>
    </tr>
    <tr>
      <th>7</th>
      <td>667534815156183040</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 02:47:56 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>This is Frank (pronounced "Fronq"). Too many b...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667534815...</td>
      <td>...</td>
      <td>True</td>
      <td>Cardigan</td>
      <td>0.307</td>
      <td>True</td>
      <td>cocker_spaniel</td>
      <td>0.033</td>
      <td>True</td>
      <td>667534815156183040.000</td>
      <td>844.000</td>
      <td>561.000</td>
    </tr>
    <tr>
      <th>8</th>
      <td>667524857454854144</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 02:08:22 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>Another topnotch dog. His name is Big Jumpy Ra...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667524857...</td>
      <td>...</td>
      <td>False</td>
      <td>dhole</td>
      <td>0.092</td>
      <td>False</td>
      <td>Chesapeake_Bay_retriever</td>
      <td>0.088</td>
      <td>True</td>
      <td>667524857454854144.000</td>
      <td>1752.000</td>
      <td>1167.000</td>
    </tr>
    <tr>
      <th>9</th>
      <td>667517642048163840</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 01:39:42 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>This is Dook &amp;amp; Milo. Dook is struggling to...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667517642...</td>
      <td>...</td>
      <td>True</td>
      <td>standard_poodle</td>
      <td>0.085</td>
      <td>True</td>
      <td>cocker_spaniel</td>
      <td>0.081</td>
      <td>True</td>
      <td>667517642048163840.000</td>
      <td>379.000</td>
      <td>198.000</td>
    </tr>
    <tr>
      <th>10</th>
      <td>667509364010450944</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 01:06:48 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>This a Norwegian Pewterschmidt named Tickles. ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667509364...</td>
      <td>...</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.119</td>
      <td>True</td>
      <td>golden_retriever</td>
      <td>0.083</td>
      <td>True</td>
      <td>667509364010450944.000</td>
      <td>6993.000</td>
      <td>2216.000</td>
    </tr>
    <tr>
      <th>11</th>
      <td>667502640335572993</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 00:40:05 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>Say hello to Hall and Oates. Oates is winking ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667502640...</td>
      <td>...</td>
      <td>True</td>
      <td>golden_retriever</td>
      <td>0.002</td>
      <td>True</td>
      <td>beagle</td>
      <td>0.001</td>
      <td>True</td>
      <td>667502640335572992.000</td>
      <td>548.000</td>
      <td>227.000</td>
    </tr>
    <tr>
      <th>12</th>
      <td>667495797102141441</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 00:12:54 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>This is Philippe from Soviet Russia. Commandin...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667495797...</td>
      <td>...</td>
      <td>True</td>
      <td>Christmas_stocking</td>
      <td>0.119</td>
      <td>False</td>
      <td>ski_mask</td>
      <td>0.092</td>
      <td>False</td>
      <td>667495797102141440.000</td>
      <td>545.000</td>
      <td>287.000</td>
    </tr>
    <tr>
      <th>13</th>
      <td>667491009379606528</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-19 23:53:52 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>Two dogs in this one. Both are rare Jujitsu Py...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667491009...</td>
      <td>...</td>
      <td>True</td>
      <td>ice_bear</td>
      <td>0.132</td>
      <td>False</td>
      <td>weasel</td>
      <td>0.006</td>
      <td>False</td>
      <td>667491009379606528.000</td>
      <td>549.000</td>
      <td>237.000</td>
    </tr>
    <tr>
      <th>14</th>
      <td>667530908589760512</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 02:32:25 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>Meet Naphaniel. He doesn't necessarily enjoy h...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667530908...</td>
      <td>...</td>
      <td>True</td>
      <td>kuvasz</td>
      <td>0.146</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.046</td>
      <td>True</td>
      <td>667530908589760512.000</td>
      <td>488.000</td>
      <td>254.000</td>
    </tr>
    <tr>
      <th>15</th>
      <td>667470559035432960</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-19 22:32:36 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>This is a northern Wahoo named Kohl. He runs t...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667470559...</td>
      <td>...</td>
      <td>True</td>
      <td>pug</td>
      <td>0.223</td>
      <td>True</td>
      <td>Lakeland_terrier</td>
      <td>0.073</td>
      <td>True</td>
      <td>667470559035432960.000</td>
      <td>264.000</td>
      <td>101.000</td>
    </tr>
    <tr>
      <th>16</th>
      <td>667728196545200128</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 15:36:22 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>Meet Olive. He comes to spot by tree to remini...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667728196...</td>
      <td>...</td>
      <td>True</td>
      <td>golden_retriever</td>
      <td>0.294</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.271</td>
      <td>True</td>
      <td>667728196545200128.000</td>
      <td>385.000</td>
      <td>158.000</td>
    </tr>
    <tr>
      <th>17</th>
      <td>667773195014021121</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 18:35:10 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>This is a rare Hungarian Pinot named Jessiga. ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667773195...</td>
      <td>...</td>
      <td>True</td>
      <td>pug</td>
      <td>0.093</td>
      <td>True</td>
      <td>ice_bear</td>
      <td>0.069</td>
      <td>False</td>
      <td>667773195014021120.000</td>
      <td>240.000</td>
      <td>59.000</td>
    </tr>
    <tr>
      <th>18</th>
      <td>667915453470232577</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-21 04:00:28 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Meet Otis. He is a Peruvian Quartzite. Pic spo...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667915453...</td>
      <td>...</td>
      <td>False</td>
      <td>boxer</td>
      <td>0.197</td>
      <td>True</td>
      <td>terrapin</td>
      <td>0.161</td>
      <td>False</td>
      <td>667915453470232576.000</td>
      <td>217.000</td>
      <td>58.000</td>
    </tr>
    <tr>
      <th>19</th>
      <td>667911425562669056</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-21 03:44:27 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Wow. Armored dog here. Ready for battle. Face ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667911425...</td>
      <td>...</td>
      <td>False</td>
      <td>ox</td>
      <td>0.235</td>
      <td>False</td>
      <td>triceratops</td>
      <td>0.085</td>
      <td>False</td>
      <td>667911425562669056.000</td>
      <td>511.000</td>
      <td>318.000</td>
    </tr>
    <tr>
      <th>20</th>
      <td>667902449697558528</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-21 03:08:47 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Cleopatricia. She is a northern Paperb...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667902449...</td>
      <td>...</td>
      <td>True</td>
      <td>malamute</td>
      <td>0.279</td>
      <td>True</td>
      <td>Eskimo_dog</td>
      <td>0.198</td>
      <td>True</td>
      <td>667902449697558528.000</td>
      <td>876.000</td>
      <td>390.000</td>
    </tr>
    <tr>
      <th>21</th>
      <td>667886921285246976</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-21 02:07:05 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Erik. He's fucken massive. But also ki...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667886921...</td>
      <td>...</td>
      <td>True</td>
      <td>Pekinese</td>
      <td>0.168</td>
      <td>True</td>
      <td>Chihuahua</td>
      <td>0.009</td>
      <td>True</td>
      <td>667886921285246976.000</td>
      <td>1966.000</td>
      <td>1150.000</td>
    </tr>
    <tr>
      <th>22</th>
      <td>667885044254572545</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-21 01:59:37 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Meet Stu. Stu has stacks on stacks and an eye ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667885044...</td>
      <td>...</td>
      <td>True</td>
      <td>golden_retriever</td>
      <td>0.087</td>
      <td>True</td>
      <td>muzzle</td>
      <td>0.075</td>
      <td>False</td>
      <td>667885044254572544.000</td>
      <td>846.000</td>
      <td>508.000</td>
    </tr>
    <tr>
      <th>23</th>
      <td>667878741721415682</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-21 01:34:35 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Tedrick. He lives on the edge. Needs s...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667878741...</td>
      <td>...</td>
      <td>False</td>
      <td>miniature_pinscher</td>
      <td>0.106</td>
      <td>True</td>
      <td>schipperke</td>
      <td>0.105</td>
      <td>True</td>
      <td>667878741721415680.000</td>
      <td>403.000</td>
      <td>124.000</td>
    </tr>
    <tr>
      <th>24</th>
      <td>667766675769573376</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 18:09:16 +0000</td>
      <td>&lt;a href="http://twitter.com" rel="nofollow"&gt;Tw...</td>
      <td>This is Calvin. He is a Luxembourgian Mayo. Ha...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667766675...</td>
      <td>...</td>
      <td>False</td>
      <td>tow_truck</td>
      <td>0.075</td>
      <td>False</td>
      <td>jeep</td>
      <td>0.013</td>
      <td>False</td>
      <td>667766675769573376.000</td>
      <td>461.000</td>
      <td>229.000</td>
    </tr>
    <tr>
      <th>25</th>
      <td>667873844930215936</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-21 01:15:07 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Neat dog. Lots of spikes. Always in push-up po...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667873844...</td>
      <td>...</td>
      <td>False</td>
      <td>frilled_lizard</td>
      <td>0.000</td>
      <td>False</td>
      <td>African_chameleon</td>
      <td>0.000</td>
      <td>False</td>
      <td>667873844930215936.000</td>
      <td>651.000</td>
      <td>427.000</td>
    </tr>
    <tr>
      <th>26</th>
      <td>667861340749471744</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-21 00:25:26 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is a Shotokon Macadamia mix named Cheryl....</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667861340...</td>
      <td>...</td>
      <td>True</td>
      <td>Siberian_husky</td>
      <td>0.016</td>
      <td>True</td>
      <td>Eskimo_dog</td>
      <td>0.011</td>
      <td>True</td>
      <td>667861340749471744.000</td>
      <td>250.000</td>
      <td>81.000</td>
    </tr>
    <tr>
      <th>27</th>
      <td>667832474953625600</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 22:30:44 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>THE EYES 12/10\n\nI'm sorry. These are suppose...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667832474...</td>
      <td>...</td>
      <td>True</td>
      <td>bath_towel</td>
      <td>0.147</td>
      <td>False</td>
      <td>Chihuahua</td>
      <td>0.104</td>
      <td>True</td>
      <td>667832474953625600.000</td>
      <td>294.000</td>
      <td>65.000</td>
    </tr>
    <tr>
      <th>28</th>
      <td>667806454573760512</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 20:47:20 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Filup. He is overcome with joy after f...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667806454...</td>
      <td>...</td>
      <td>False</td>
      <td>Chihuahua</td>
      <td>0.187</td>
      <td>True</td>
      <td>Brabancon_griffon</td>
      <td>0.113</td>
      <td>True</td>
      <td>667806454573760512.000</td>
      <td>1089.000</td>
      <td>524.000</td>
    </tr>
    <tr>
      <th>29</th>
      <td>667801013445750784</td>
      <td>nan</td>
      <td>nan</td>
      <td>2015-11-20 20:25:43 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>OMIGOD 12/10 https://t.co/SVMF4Frf1w</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/667801013...</td>
      <td>...</td>
      <td>True</td>
      <td>Chesapeake_Bay_retriever</td>
      <td>0.262</td>
      <td>True</td>
      <td>curly-coated_retriever</td>
      <td>0.049</td>
      <td>True</td>
      <td>667801013445750784.000</td>
      <td>338.000</td>
      <td>98.000</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>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>2326</th>
      <td>793195938047070209</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-10-31 21:00:23 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Say hello to Lily. She's pupset that her costu...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/793195938...</td>
      <td>...</td>
      <td>True</td>
      <td>golden_retriever</td>
      <td>0.074</td>
      <td>True</td>
      <td>Chihuahua</td>
      <td>0.042</td>
      <td>True</td>
      <td>793195938047070208.000</td>
      <td>16730.000</td>
      <td>6345.000</td>
    </tr>
    <tr>
      <th>2327</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>...</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.014</td>
      <td>True</td>
      <td>redbone</td>
      <td>0.008</td>
      <td>True</td>
      <td>889531135344209920.000</td>
      <td>15115.000</td>
      <td>2255.000</td>
    </tr>
    <tr>
      <th>2328</th>
      <td>751132876104687617</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-07-07 19:16:47 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Cooper. He's just so damn happy. 10/10...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/751132876...</td>
      <td>...</td>
      <td>True</td>
      <td>Chesapeake_Bay_retriever</td>
      <td>0.038</td>
      <td>True</td>
      <td>golden_retriever</td>
      <td>0.008</td>
      <td>True</td>
      <td>751132876104687616.000</td>
      <td>5498.000</td>
      <td>1441.000</td>
    </tr>
    <tr>
      <th>2329</th>
      <td>805823200554876929</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-12-05 17:16:37 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: This is Reginald. He's one magi...</td>
      <td>784183165795655680.000</td>
      <td>4196983835.000</td>
      <td>2016-10-07 00:06:50 +0000</td>
      <td>https://vine.co/v/5ghHLBMMdlV,https://vine.co/...</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>805823200554876928.000</td>
      <td>0.000</td>
      <td>9101.000</td>
    </tr>
    <tr>
      <th>2330</th>
      <td>874012996292530176</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-06-11 21:18:31 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Sebastian. He can't see all the colors...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/874012996...</td>
      <td>...</td>
      <td>True</td>
      <td>Pembroke</td>
      <td>0.117</td>
      <td>True</td>
      <td>kelpie</td>
      <td>0.049</td>
      <td>True</td>
      <td>874012996292530176.000</td>
      <td>34834.000</td>
      <td>10644.000</td>
    </tr>
    <tr>
      <th>2331</th>
      <td>786051337297522688</td>
      <td>772743019447607296.000</td>
      <td>730505014150582272.000</td>
      <td>2016-10-12 03:50:17 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>13/10 for breakdancing puppo @shibbnbot</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>786051337297522688.000</td>
      <td>1575.000</td>
      <td>174.000</td>
    </tr>
    <tr>
      <th>2332</th>
      <td>738537504001953792</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-06-03 01:07:16 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Bayley. She fell asleep trying to esca...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/738537504...</td>
      <td>...</td>
      <td>True</td>
      <td>gibbon</td>
      <td>0.029</td>
      <td>False</td>
      <td>Pembroke</td>
      <td>0.026</td>
      <td>True</td>
      <td>738537504001953792.000</td>
      <td>5462.000</td>
      <td>1715.000</td>
    </tr>
    <tr>
      <th>2333</th>
      <td>796563435802726400</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-11-10 04:01:37 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: I want to finally rate this ico...</td>
      <td>780931614150983680.000</td>
      <td>4196983835.000</td>
      <td>2016-09-28 00:46:20 +0000</td>
      <td>https://twitter.com/dog_rates/status/780931614...</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>796563435802726400.000</td>
      <td>0.000</td>
      <td>8280.000</td>
    </tr>
    <tr>
      <th>2334</th>
      <td>787717603741622272</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-10-16 18:11:26 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Tonks. She is a service puppo. Can hea...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/787717603...</td>
      <td>...</td>
      <td>True</td>
      <td>malinois</td>
      <td>0.005</td>
      <td>True</td>
      <td>kelpie</td>
      <td>0.001</td>
      <td>True</td>
      <td>787717603741622272.000</td>
      <td>11174.000</td>
      <td>3135.000</td>
    </tr>
    <tr>
      <th>2335</th>
      <td>743253157753532416</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-06-16 01:25:36 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Kilo. He cannot reach the snackum. Nif...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/743253157...</td>
      <td>...</td>
      <td>True</td>
      <td>Siberian_husky</td>
      <td>0.368</td>
      <td>True</td>
      <td>Eskimo_dog</td>
      <td>0.178</td>
      <td>True</td>
      <td>743253157753532416.000</td>
      <td>4536.000</td>
      <td>1331.000</td>
    </tr>
    <tr>
      <th>2336</th>
      <td>790946055508652032</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-10-25 16:00:09 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Betty. She's assisting with the dishes...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/790946055...</td>
      <td>...</td>
      <td>False</td>
      <td>golden_retriever</td>
      <td>0.246</td>
      <td>True</td>
      <td>chow</td>
      <td>0.039</td>
      <td>True</td>
      <td>790946055508652032.000</td>
      <td>18195.000</td>
      <td>5313.000</td>
    </tr>
    <tr>
      <th>2337</th>
      <td>756275833623502848</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-07-21 23:53:04 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>When ur older siblings get to play in the deep...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/756275833...</td>
      <td>...</td>
      <td>True</td>
      <td>Irish_terrier</td>
      <td>0.087</td>
      <td>True</td>
      <td>bloodhound</td>
      <td>0.086</td>
      <td>True</td>
      <td>756275833623502848.000</td>
      <td>6966.000</td>
      <td>1699.000</td>
    </tr>
    <tr>
      <th>2338</th>
      <td>820013781606658049</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-13 21:04:55 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: This is Oliver. He has dreams o...</td>
      <td>819952236453363712.000</td>
      <td>4196983835.000</td>
      <td>2017-01-13 17:00:21 +0000</td>
      <td>https://www.gofundme.com/servicedogoliver,http...</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>820013781606658048.000</td>
      <td>0.000</td>
      <td>1327.000</td>
    </tr>
    <tr>
      <th>2339</th>
      <td>802239329049477120</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-11-25 19:55:35 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Loki. He'll do your taxes for you. Can...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/802239329...</td>
      <td>...</td>
      <td>True</td>
      <td>Siberian_husky</td>
      <td>0.336</td>
      <td>True</td>
      <td>malamute</td>
      <td>0.135</td>
      <td>True</td>
      <td>802239329049477120.000</td>
      <td>9918.000</td>
      <td>2941.000</td>
    </tr>
    <tr>
      <th>2340</th>
      <td>878776093423087618</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-06-25 00:45:22 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Snoopy. He's a proud #PrideMonthPuppo....</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/878776093...</td>
      <td>...</td>
      <td>True</td>
      <td>whippet</td>
      <td>0.150</td>
      <td>True</td>
      <td>Ibizan_hound</td>
      <td>0.040</td>
      <td>True</td>
      <td>878776093423087616.000</td>
      <td>19409.000</td>
      <td>4173.000</td>
    </tr>
    <tr>
      <th>2341</th>
      <td>819952236453363712</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-13 17:00:21 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Oliver. He has dreams of being a servi...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://www.gofundme.com/servicedogoliver,http...</td>
      <td>...</td>
      <td>True</td>
      <td>Staffordshire_bullterrier</td>
      <td>0.036</td>
      <td>True</td>
      <td>Italian_greyhound</td>
      <td>0.020</td>
      <td>True</td>
      <td>819952236453363712.000</td>
      <td>5788.000</td>
      <td>1327.000</td>
    </tr>
    <tr>
      <th>2342</th>
      <td>822872901745569793</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-21 18:26:02 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here's a super supportive puppo participating ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/822872901...</td>
      <td>...</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.160</td>
      <td>True</td>
      <td>Irish_terrier</td>
      <td>0.069</td>
      <td>True</td>
      <td>822872901745569792.000</td>
      <td>143519.000</td>
      <td>49193.000</td>
    </tr>
    <tr>
      <th>2343</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>...</td>
      <td>True</td>
      <td>Cardigan</td>
      <td>0.027</td>
      <td>True</td>
      <td>basenji</td>
      <td>0.005</td>
      <td>True</td>
      <td>889665388333682688.000</td>
      <td>48177.000</td>
      <td>10151.000</td>
    </tr>
    <tr>
      <th>2344</th>
      <td>780931614150983680</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-09-28 00:46:20 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>I want to finally rate this iconic puppo who t...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/780931614...</td>
      <td>...</td>
      <td>False</td>
      <td>necklace</td>
      <td>0.065</td>
      <td>False</td>
      <td>chain</td>
      <td>0.036</td>
      <td>False</td>
      <td>780931614150983680.000</td>
      <td>23617.000</td>
      <td>8280.000</td>
    </tr>
    <tr>
      <th>2345</th>
      <td>816829038950027264</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-05 02:09:53 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: This is Betty. She's assisting ...</td>
      <td>790946055508652032.000</td>
      <td>4196983835.000</td>
      <td>2016-10-25 16:00:09 +0000</td>
      <td>https://twitter.com/dog_rates/status/790946055...</td>
      <td>...</td>
      <td>False</td>
      <td>golden_retriever</td>
      <td>0.246</td>
      <td>True</td>
      <td>chow</td>
      <td>0.039</td>
      <td>True</td>
      <td>816829038950027264.000</td>
      <td>0.000</td>
      <td>5313.000</td>
    </tr>
    <tr>
      <th>2346</th>
      <td>855851453814013952</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-04-22 18:31:02 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here's a puppo participating in the #ScienceMa...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/855851453...</td>
      <td>...</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.115</td>
      <td>True</td>
      <td>groenendael</td>
      <td>0.096</td>
      <td>True</td>
      <td>855851453814013952.000</td>
      <td>47004.000</td>
      <td>18717.000</td>
    </tr>
    <tr>
      <th>2347</th>
      <td>752519690950500352</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-07-11 15:07:30 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Hopefully this puppo on a swing will help get ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/752519690...</td>
      <td>...</td>
      <td>False</td>
      <td>Labrador_retriever</td>
      <td>0.000</td>
      <td>True</td>
      <td>Eskimo_dog</td>
      <td>0.000</td>
      <td>True</td>
      <td>752519690950500352.000</td>
      <td>7966.000</td>
      <td>3810.000</td>
    </tr>
    <tr>
      <th>2348</th>
      <td>867421006826221569</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-05-24 16:44:18 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Shikha. She just watched you drop a sk...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/867421006...</td>
      <td>...</td>
      <td>True</td>
      <td>Siberian_husky</td>
      <td>0.381</td>
      <td>True</td>
      <td>malamute</td>
      <td>0.002</td>
      <td>True</td>
      <td>867421006826221568.000</td>
      <td>16409.000</td>
      <td>2599.000</td>
    </tr>
    <tr>
      <th>2349</th>
      <td>744995568523612160</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-06-20 20:49:19 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Abby. She got her face stuck in a glas...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/744995568...</td>
      <td>...</td>
      <td>True</td>
      <td>Shih-Tzu</td>
      <td>0.146</td>
      <td>True</td>
      <td>Tibetan_terrier</td>
      <td>0.134</td>
      <td>True</td>
      <td>744995568523612160.000</td>
      <td>3209.000</td>
      <td>692.000</td>
    </tr>
    <tr>
      <th>2350</th>
      <td>784183165795655680</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-10-07 00:06:50 +0000</td>
      <td>&lt;a href="http://vine.co" rel="nofollow"&gt;Vine -...</td>
      <td>This is Reginald. He's one magical puppo. Aero...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://vine.co/v/5ghHLBMMdlV</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>784183165795655680.000</td>
      <td>22008.000</td>
      <td>9101.000</td>
    </tr>
    <tr>
      <th>2351</th>
      <td>825535076884762624</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-29 02:44:34 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Here's a very loving and accepting puppo. Appe...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/825535076...</td>
      <td>...</td>
      <td>True</td>
      <td>Tibetan_mastiff</td>
      <td>0.148</td>
      <td>True</td>
      <td>black-and-tan_coonhound</td>
      <td>0.025</td>
      <td>True</td>
      <td>825535076884762624.000</td>
      <td>56242.000</td>
      <td>19208.000</td>
    </tr>
    <tr>
      <th>2352</th>
      <td>825120256414846976</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-27 23:16:13 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>RT @dog_rates: Say hello to Pablo. He's one go...</td>
      <td>825026590719483904.000</td>
      <td>4196983835.000</td>
      <td>2017-01-27 17:04:02 +0000</td>
      <td>https://www.gofundme.com/my-puppys-double-cata...</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>825120256414846976.000</td>
      <td>0.000</td>
      <td>1440.000</td>
    </tr>
    <tr>
      <th>2353</th>
      <td>825026590719483904</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-01-27 17:04:02 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Say hello to Pablo. He's one gorgeous puppo. A...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://www.gofundme.com/my-puppys-double-cata...</td>
      <td>...</td>
      <td>True</td>
      <td>Siberian_husky</td>
      <td>0.468</td>
      <td>True</td>
      <td>malamute</td>
      <td>0.005</td>
      <td>True</td>
      <td>825026590719483904.000</td>
      <td>6881.000</td>
      <td>1440.000</td>
    </tr>
    <tr>
      <th>2354</th>
      <td>803773340896923648</td>
      <td>nan</td>
      <td>nan</td>
      <td>2016-11-30 01:31:12 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>This is Diogi. He fell in the pool as soon as ...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/803773340...</td>
      <td>...</td>
      <td>True</td>
      <td>redbone</td>
      <td>0.060</td>
      <td>True</td>
      <td>Irish_terrier</td>
      <td>0.034</td>
      <td>True</td>
      <td>803773340896923648.000</td>
      <td>10987.000</td>
      <td>3126.000</td>
    </tr>
    <tr>
      <th>2355</th>
      <td>859607811541651456</td>
      <td>nan</td>
      <td>nan</td>
      <td>2017-05-03 03:17:27 +0000</td>
      <td>&lt;a href="http://twitter.com/download/iphone" r...</td>
      <td>Sorry for the lack of posts today. I came home...</td>
      <td>nan</td>
      <td>nan</td>
      <td>NaN</td>
      <td>https://twitter.com/dog_rates/status/859607811...</td>
      <td>...</td>
      <td>True</td>
      <td>Irish_setter</td>
      <td>0.024</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.019</td>
      <td>True</td>
      <td>859607811541651456.000</td>
      <td>19110.000</td>
      <td>1653.000</td>
    </tr>
  </tbody>
</table>
<p>2356 rows × 28 columns</p>
</div>
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<h4 id="Quality-issue-1-:--The-tweet_id-column-can-be-converted-to-string-in-order-to-avoid-accidental-alterations.">Quality issue 1 :  The tweet_id column can be converted to string in order to avoid accidental alterations.<a class="anchor-link" href="#Quality-issue-1-:--The-tweet_id-column-can-be-converted-to-string-in-order-to-avoid-accidental-alterations.">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_clean</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">t_clean</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">str</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[46]:</div>
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<pre>tweet_id                       object
in_reply_to_status_id         float64
in_reply_to_user_id           float64
timestamp                      object
source                         object
text                           object
retweeted_status_id           float64
retweeted_status_user_id      float64
retweeted_status_timestamp     object
expanded_urls                  object
rating_numerator                int64
rating_denominator              int64
name                           object
dog_type                       object
jpg_url                        object
img_num                       float64
p1                             object
p1_conf                       float64
p1_dog                         object
p2                             object
p2_conf                       float64
p2_dog                         object
p3                             object
p3_conf                       float64
p3_dog                         object
dtype: object</pre>
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<h4 id="Quality-issue-2-:-The-columns-in_reply_status_id-and-in_reply_to_user_id-consist-of-large-amount-of-null-values-and-are-not-important-to-our-data-analysis.">Quality issue 2 : The columns in_reply_status_id and in_reply_to_user_id consist of large amount of null values and are not important to our data analysis.<a class="anchor-link" href="#Quality-issue-2-:-The-columns-in_reply_status_id-and-in_reply_to_user_id-consist-of-large-amount-of-null-values-and-are-not-important-to-our-data-analysis.">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_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="n">inplace</span><span class="o">=</span><span class="kc">True</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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<pre>Index([&#39;tweet_id&#39;, &#39;timestamp&#39;, &#39;source&#39;, &#39;text&#39;, &#39;retweeted_status_id&#39;,
       &#39;retweeted_status_user_id&#39;, &#39;retweeted_status_timestamp&#39;,
       &#39;expanded_urls&#39;, &#39;rating_numerator&#39;, &#39;rating_denominator&#39;, &#39;name&#39;,
       &#39;dog_type&#39;, &#39;jpg_url&#39;, &#39;img_num&#39;, &#39;p1&#39;, &#39;p1_conf&#39;, &#39;p1_dog&#39;, &#39;p2&#39;,
       &#39;p2_conf&#39;, &#39;p2_dog&#39;, &#39;p3&#39;, &#39;p3_conf&#39;, &#39;p3_dog&#39;],
      dtype=&#39;object&#39;)</pre>
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<h4 id="Quality-issue-3-:---Timestamp-can-be-converted-to-DateTime-object-as-datatype.">Quality issue 3 : - Timestamp can be converted to DateTime object as datatype.<a class="anchor-link" href="#Quality-issue-3-:---Timestamp-can-be-converted-to-DateTime-object-as-datatype.">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_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">t_clean</span><span class="p">[</span><span class="s1">&#39;timestamp&#39;</span><span class="p">])</span>
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<pre>tweet_id                              object
timestamp                     datetime64[ns]
source                                object
text                                  object
retweeted_status_id                  float64
retweeted_status_user_id             float64
retweeted_status_timestamp            object
expanded_urls                         object
rating_numerator                       int64
rating_denominator                     int64
name                                  object
dog_type                              object
jpg_url                               object
img_num                              float64
p1                                    object
p1_conf                              float64
p1_dog                                object
p2                                    object
p2_conf                              float64
p2_dog                                object
p3                                    object
p3_conf                              float64
p3_dog                                object
dtype: object</pre>
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<h4 id="Quality-issue-4-:-Source-has-html-tag-a-which-has-be-removed-in-order-to-get-only-the-source-url.">Quality issue 4 : Source has html tag a which has be removed in order to get only the source url.<a class="anchor-link" href="#Quality-issue-4-:-Source-has-html-tag-a-which-has-be-removed-in-order-to-get-only-the-source-url.">&#182;</a></h4>
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<pre>0    http://twitter.com
1    http://twitter.com
2    http://twitter.com
3    http://twitter.com
4    http://twitter.com
Name: source, dtype: object</pre>
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<h4 id="Quality-issue-5-:---There-are-181-retweets-that-must-be-deleted-in-order-to-avoid-redundancy.">Quality issue 5 : - There are 181 retweets that must be deleted in order to avoid redundancy.<a class="anchor-link" href="#Quality-issue-5-:---There-are-181-retweets-that-must-be-deleted-in-order-to-avoid-redundancy.">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_clean</span><span class="p">[</span><span class="n">t_clean</span><span class="o">.</span><span class="n">retweeted_status_timestamp</span><span class="o">.</span><span class="n">notnull</span><span class="p">()]</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>tweet_id</th>
      <th>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>...</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>667550904950915073</td>
      <td>2015-11-20 03:51:52</td>
      <td>http://twitter.com</td>
      <td>RT @dogratingrating: Exceptional talent. Origi...</td>
      <td>667548695664070656.000</td>
      <td>4296831739.000</td>
      <td>2015-11-20 03:43:06 +0000</td>
      <td>https://twitter.com/dogratingrating/status/667...</td>
      <td>12</td>
      <td>10</td>
      <td>...</td>
      <td>1.000</td>
      <td>web_site</td>
      <td>0.999</td>
      <td>False</td>
      <td>vizsla</td>
      <td>0.000</td>
      <td>True</td>
      <td>collie</td>
      <td>0.000</td>
      <td>True</td>
    </tr>
    <tr>
      <th>1</th>
      <td>667550882905632768</td>
      <td>2015-11-20 03:51:47</td>
      <td>http://twitter.com</td>
      <td>RT @dogratingrating: Unoriginal idea. Blatant ...</td>
      <td>667548415174144000.000</td>
      <td>4296831739.000</td>
      <td>2015-11-20 03:41:59 +0000</td>
      <td>https://twitter.com/dogratingrating/status/667...</td>
      <td>5</td>
      <td>10</td>
      <td>...</td>
      <td>1.000</td>
      <td>web_site</td>
      <td>0.998</td>
      <td>False</td>
      <td>dishwasher</td>
      <td>0.000</td>
      <td>False</td>
      <td>oscilloscope</td>
      <td>0.000</td>
      <td>False</td>
    </tr>
    <tr>
      <th>148</th>
      <td>872668790621863937</td>
      <td>2017-06-08 04:17:07</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @loganamnosis: Penelope here is doing me qu...</td>
      <td>872657584259551232.000</td>
      <td>154767397.000</td>
      <td>2017-06-08 03:32:35 +0000</td>
      <td>https://twitter.com/loganamnosis/status/872657...</td>
      <td>14</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>150</th>
      <td>873697596434513921</td>
      <td>2017-06-11 00:25:14</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is Walter. He won't start ...</td>
      <td>868880397819494400.000</td>
      <td>4196983835.000</td>
      <td>2017-05-28 17:23:24 +0000</td>
      <td>https://twitter.com/dog_rates/status/868880397...</td>
      <td>14</td>
      <td>10</td>
      <td>...</td>
      <td>1.000</td>
      <td>laptop</td>
      <td>0.154</td>
      <td>False</td>
      <td>French_bulldog</td>
      <td>0.100</td>
      <td>True</td>
      <td>printer</td>
      <td>0.077</td>
      <td>False</td>
    </tr>
    <tr>
      <th>165</th>
      <td>874434818259525634</td>
      <td>2017-06-13 01:14:41</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is Coco. At first I though...</td>
      <td>866334964761202688.000</td>
      <td>4196983835.000</td>
      <td>2017-05-21 16:48:45 +0000</td>
      <td>https://twitter.com/dog_rates/status/866334964...</td>
      <td>12</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>168</th>
      <td>878404777348136964</td>
      <td>2017-06-24 00:09:53</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: Meet Shadow. In an attempt to r...</td>
      <td>878281511006478336.000</td>
      <td>4196983835.000</td>
      <td>2017-06-23 16:00:04 +0000</td>
      <td>https://www.gofundme.com/3yd6y1c,https://twitt...</td>
      <td>13</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>179</th>
      <td>886054160059072513</td>
      <td>2017-07-15 02:45:48</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @Athletics: 12/10 #BATP https://t.co/WxwJmv...</td>
      <td>886053734421102592.000</td>
      <td>19607400.000</td>
      <td>2017-07-15 02:44:07 +0000</td>
      <td>https://twitter.com/dog_rates/status/886053434...</td>
      <td>12</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>183</th>
      <td>888202515573088257</td>
      <td>2017-07-21 01:02:36</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is Canela. She attempted s...</td>
      <td>887473957103951872.000</td>
      <td>4196983835.000</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>...</td>
      <td>2.000</td>
      <td>Pembroke</td>
      <td>0.809</td>
      <td>True</td>
      <td>Rhodesian_ridgeback</td>
      <td>0.055</td>
      <td>True</td>
      <td>beagle</td>
      <td>0.039</td>
      <td>True</td>
    </tr>
    <tr>
      <th>200</th>
      <td>878316110768087041</td>
      <td>2017-06-23 18:17:33</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: Meet Terrance. He's being yelle...</td>
      <td>669000397445533696.000</td>
      <td>4196983835.000</td>
      <td>2015-11-24 03:51:38 +0000</td>
      <td>https://twitter.com/dog_rates/status/669000397...</td>
      <td>11</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>201</th>
      <td>885311592912609280</td>
      <td>2017-07-13 01:35:06</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is Lilly. She just paralle...</td>
      <td>830583320585068544.000</td>
      <td>4196983835.000</td>
      <td>2017-02-12 01:04:29 +0000</td>
      <td>https://twitter.com/dog_rates/status/830583320...</td>
      <td>13</td>
      <td>10</td>
      <td>...</td>
      <td>1.000</td>
      <td>Labrador_retriever</td>
      <td>0.909</td>
      <td>True</td>
      <td>seat_belt</td>
      <td>0.057</td>
      <td>False</td>
      <td>pug</td>
      <td>0.012</td>
      <td>True</td>
    </tr>
    <tr>
      <th>212</th>
      <td>879130579576475649</td>
      <td>2017-06-26 00:13:58</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is Emmy. She was adopted t...</td>
      <td>878057613040115712.000</td>
      <td>4196983835.000</td>
      <td>2017-06-23 01:10:23 +0000</td>
      <td>https://twitter.com/dog_rates/status/878057613...</td>
      <td>14</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>685</th>
      <td>711998809858043904</td>
      <td>2016-03-21 19:31:59</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @twitter: @dog_rates Awesome Tweet! 12/10. ...</td>
      <td>711998279773347840.000</td>
      <td>783214.000</td>
      <td>2016-03-21 19:29:52 +0000</td>
      <td>https://twitter.com/twitter/status/71199827977...</td>
      <td>12</td>
      <td>10</td>
      <td>...</td>
      <td>1.000</td>
      <td>comic_book</td>
      <td>0.105</td>
      <td>False</td>
      <td>kuvasz</td>
      <td>0.060</td>
      <td>True</td>
      <td>book_jacket</td>
      <td>0.047</td>
      <td>False</td>
    </tr>
    <tr>
      <th>1207</th>
      <td>813944609378369540</td>
      <td>2016-12-28 03:08:11</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is Bruce. He never backs d...</td>
      <td>790277117346975744.000</td>
      <td>4196983835.000</td>
      <td>2016-10-23 19:42:02 +0000</td>
      <td>https://twitter.com/dog_rates/status/790277117...</td>
      <td>11</td>
      <td>10</td>
      <td>...</td>
      <td>1.000</td>
      <td>Labrador_retriever</td>
      <td>0.428</td>
      <td>True</td>
      <td>Great_Dane</td>
      <td>0.191</td>
      <td>True</td>
      <td>curly-coated_retriever</td>
      <td>0.146</td>
      <td>True</td>
    </tr>
    <tr>
      <th>1210</th>
      <td>814578408554463233</td>
      <td>2016-12-29 21:06:41</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: Meet Beau &amp;amp; Wilbur. Wilbur ...</td>
      <td>698195409219559424.000</td>
      <td>4196983835.000</td>
      <td>2016-02-12 17:22:12 +0000</td>
      <td>https://twitter.com/dog_rates/status/698195409...</td>
      <td>9</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1215</th>
      <td>815745968457060357</td>
      <td>2017-01-02 02:26:09</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: Say hello to Levi. He's a Madag...</td>
      <td>791406955684368384.000</td>
      <td>4196983835.000</td>
      <td>2016-10-26 22:31:36 +0000</td>
      <td>https://twitter.com/dog_rates/status/791406955...</td>
      <td>12</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1217</th>
      <td>816014286006976512</td>
      <td>2017-01-02 20:12:21</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is Larry. He has no self c...</td>
      <td>732005617171337216.000</td>
      <td>4196983835.000</td>
      <td>2016-05-16 00:31:53 +0000</td>
      <td>https://twitter.com/dog_rates/status/732005617...</td>
      <td>11</td>
      <td>10</td>
      <td>...</td>
      <td>1.000</td>
      <td>English_setter</td>
      <td>0.677</td>
      <td>True</td>
      <td>Border_collie</td>
      <td>0.053</td>
      <td>True</td>
      <td>cocker_spaniel</td>
      <td>0.049</td>
      <td>True</td>
    </tr>
    <tr>
      <th>1228</th>
      <td>816062466425819140</td>
      <td>2017-01-02 23:23:48</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: Meet Jack. He's one of the rare...</td>
      <td>815990720817401856.000</td>
      <td>4196983835.000</td>
      <td>2017-01-02 18:38:42 +0000</td>
      <td>https://www.gofundme.com/surgeryforjacktheminp...</td>
      <td>11</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1236</th>
      <td>809808892968534016</td>
      <td>2016-12-16 17:14:20</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is Maximus. His face is st...</td>
      <td>793962221541933056.000</td>
      <td>4196983835.000</td>
      <td>2016-11-02 23:45:19 +0000</td>
      <td>https://twitter.com/dog_rates/status/793962221...</td>
      <td>12</td>
      <td>10</td>
      <td>...</td>
      <td>1.000</td>
      <td>Labrador_retriever</td>
      <td>0.862</td>
      <td>True</td>
      <td>golden_retriever</td>
      <td>0.044</td>
      <td>True</td>
      <td>Staffordshire_bullterrier</td>
      <td>0.016</td>
      <td>True</td>
    </tr>
    <tr>
      <th>1254</th>
      <td>812747805718642688</td>
      <td>2016-12-24 19:52:31</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: Meet Sammy. At first I was like...</td>
      <td>680055455951884288.000</td>
      <td>4196983835.000</td>
      <td>2015-12-24 16:00:30 +0000</td>
      <td>https://twitter.com/dog_rates/status/680055455...</td>
      <td>10</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1263</th>
      <td>822163064745328640</td>
      <td>2017-01-19 19:25:24</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is Mattie. She's extremely...</td>
      <td>786233965241827328.000</td>
      <td>4196983835.000</td>
      <td>2016-10-12 15:55:59 +0000</td>
      <td>https://twitter.com/dog_rates/status/786233965...</td>
      <td>11</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1267</th>
      <td>822647212903690241</td>
      <td>2017-01-21 03:29:14</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is Paisley. She really wan...</td>
      <td>822489057087389696.000</td>
      <td>4196983835.000</td>
      <td>2017-01-20 17:00:46 +0000</td>
      <td>https://twitter.com/dog_rates/status/822489057...</td>
      <td>13</td>
      <td>10</td>
      <td>...</td>
      <td>1.000</td>
      <td>Samoyed</td>
      <td>0.417</td>
      <td>True</td>
      <td>malamute</td>
      <td>0.253</td>
      <td>True</td>
      <td>kuvasz</td>
      <td>0.157</td>
      <td>True</td>
    </tr>
    <tr>
      <th>1270</th>
      <td>823269594223824897</td>
      <td>2017-01-22 20:42:21</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: We only rate dogs. Please don't...</td>
      <td>822244816520155136.000</td>
      <td>4196983835.000</td>
      <td>2017-01-20 00:50:15 +0000</td>
      <td>https://twitter.com/dog_rates/status/822244816...</td>
      <td>11</td>
      <td>10</td>
      <td>...</td>
      <td>1.000</td>
      <td>Samoyed</td>
      <td>0.585</td>
      <td>True</td>
      <td>Pomeranian</td>
      <td>0.194</td>
      <td>True</td>
      <td>Arctic_fox</td>
      <td>0.072</td>
      <td>False</td>
    </tr>
    <tr>
      <th>1275</th>
      <td>823719002937630720</td>
      <td>2017-01-24 02:28:08</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is Balto. He's very conten...</td>
      <td>784057939640352768.000</td>
      <td>4196983835.000</td>
      <td>2016-10-06 15:49:14 +0000</td>
      <td>https://vine.co/v/5gKxeUpuKEr,https://vine.co/...</td>
      <td>12</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1281</th>
      <td>821813639212650496</td>
      <td>2017-01-18 20:16:54</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: Meet Hercules. He can have what...</td>
      <td>780601303617732608.000</td>
      <td>4196983835.000</td>
      <td>2016-09-27 02:53:48 +0000</td>
      <td>https://twitter.com/dog_rates/status/780601303...</td>
      <td>12</td>
      <td>10</td>
      <td>...</td>
      <td>1.000</td>
      <td>Saint_Bernard</td>
      <td>0.995</td>
      <td>True</td>
      <td>Cardigan</td>
      <td>0.003</td>
      <td>True</td>
      <td>English_springer</td>
      <td>0.001</td>
      <td>True</td>
    </tr>
    <tr>
      <th>1282</th>
      <td>824796380199809024</td>
      <td>2017-01-27 01:49:15</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is Bailey. She loves going...</td>
      <td>795076730285391872.000</td>
      <td>4196983835.000</td>
      <td>2016-11-06 01:33:58 +0000</td>
      <td>https://twitter.com/dog_rates/status/795076730...</td>
      <td>11</td>
      <td>10</td>
      <td>...</td>
      <td>2.000</td>
      <td>gas_pump</td>
      <td>0.676</td>
      <td>False</td>
      <td>harvester</td>
      <td>0.050</td>
      <td>False</td>
      <td>swing</td>
      <td>0.045</td>
      <td>False</td>
    </tr>
    <tr>
      <th>1290</th>
      <td>818646164899774465</td>
      <td>2017-01-10 02:30:30</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is Seamus. He's very bad a...</td>
      <td>808344865868283904.000</td>
      <td>4196983835.000</td>
      <td>2016-12-12 16:16:49 +0000</td>
      <td>https://vine.co/v/5QWd3LZqXxd,https://vine.co/...</td>
      <td>11</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1293</th>
      <td>818307523543449600</td>
      <td>2017-01-09 04:04:51</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: Meet Moose. He doesn't want his...</td>
      <td>816450570814898176.000</td>
      <td>4196983835.000</td>
      <td>2017-01-04 01:05:59 +0000</td>
      <td>https://twitter.com/dog_rates/status/816450570...</td>
      <td>13</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1302</th>
      <td>820837357901512704</td>
      <td>2017-01-16 03:37:31</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is Finn. He's wondering if...</td>
      <td>819227688460238848.000</td>
      <td>4196983835.000</td>
      <td>2017-01-11 17:01:16 +0000</td>
      <td>https://twitter.com/dog_rates/status/819227688...</td>
      <td>12</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1305</th>
      <td>820494788566847489</td>
      <td>2017-01-15 04:56:16</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: We are proud to support @LoveYo...</td>
      <td>820314633777061888.000</td>
      <td>4196983835.000</td>
      <td>2017-01-14 17:00:24 +0000</td>
      <td>https://www.loveyourmelon.com/pages/ourstory,h...</td>
      <td>14</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1306</th>
      <td>820446719150292993</td>
      <td>2017-01-15 01:45:15</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is Peaches. She's the ulti...</td>
      <td>800141422401830912.000</td>
      <td>4196983835.000</td>
      <td>2016-11-20 00:59:15 +0000</td>
      <td>https://twitter.com/dog_rates/status/800141422...</td>
      <td>13</td>
      <td>10</td>
      <td>...</td>
      <td>3.000</td>
      <td>golden_retriever</td>
      <td>0.938</td>
      <td>True</td>
      <td>kuvasz</td>
      <td>0.025</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.023</td>
      <td>True</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>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>2042</th>
      <td>829878982036299777</td>
      <td>2017-02-10 02:25:42</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is Loki. He smiles like El...</td>
      <td>826958653328592896.000</td>
      <td>4196983835.000</td>
      <td>2017-02-02 01:01:21 +0000</td>
      <td>https://twitter.com/dog_rates/status/826958653...</td>
      <td>12</td>
      <td>10</td>
      <td>...</td>
      <td>1.000</td>
      <td>golden_retriever</td>
      <td>0.617</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.337</td>
      <td>True</td>
      <td>tennis_ball</td>
      <td>0.009</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2056</th>
      <td>821421320206483457</td>
      <td>2017-01-17 18:17:58</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is Sampson. He just gradua...</td>
      <td>782305867769217024.000</td>
      <td>4196983835.000</td>
      <td>2016-10-01 19:47:08 +0000</td>
      <td>https://twitter.com/dog_rates/status/782305867...</td>
      <td>12</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2090</th>
      <td>877611172832227328</td>
      <td>2017-06-21 19:36:23</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @rachel2195: @dog_rates the boyfriend and h...</td>
      <td>876850772322988032.000</td>
      <td>512804507.000</td>
      <td>2017-06-19 17:14:49 +0000</td>
      <td>https://twitter.com/rachel2195/status/87685077...</td>
      <td>14</td>
      <td>10</td>
      <td>...</td>
      <td>1.000</td>
      <td>Irish_setter</td>
      <td>0.365</td>
      <td>True</td>
      <td>golden_retriever</td>
      <td>0.203</td>
      <td>True</td>
      <td>Irish_terrier</td>
      <td>0.107</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2095</th>
      <td>757597904299253760</td>
      <td>2016-07-25 15:26:30</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @jon_hill987: @dog_rates There is a cunning...</td>
      <td>757597141099548672.000</td>
      <td>280479778.000</td>
      <td>2016-07-25 15:23:28 +0000</td>
      <td>https://twitter.com/jon_hill987/status/7575971...</td>
      <td>11</td>
      <td>10</td>
      <td>...</td>
      <td>1.000</td>
      <td>doormat</td>
      <td>0.836</td>
      <td>False</td>
      <td>wallet</td>
      <td>0.057</td>
      <td>False</td>
      <td>purse</td>
      <td>0.051</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2119</th>
      <td>747242308580548608</td>
      <td>2016-06-27 01:37:04</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This pupper killed this great w...</td>
      <td>704761120771465216.000</td>
      <td>4196983835.000</td>
      <td>2016-03-01 20:11:59 +0000</td>
      <td>https://twitter.com/dog_rates/status/704761120...</td>
      <td>13</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2137</th>
      <td>791821351946420224</td>
      <td>2016-10-28 01:58:16</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This little fella really hates ...</td>
      <td>684830982659280896.000</td>
      <td>4196983835.000</td>
      <td>2016-01-06 20:16:44 +0000</td>
      <td>https://vine.co/v/eEZXZI1rqxX,https://vine.co/...</td>
      <td>13</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2144</th>
      <td>818588835076603904</td>
      <td>2017-01-09 22:42:41</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is Chelsea. She forgot how...</td>
      <td>773547596996571136.000</td>
      <td>4196983835.000</td>
      <td>2016-09-07 15:44:53 +0000</td>
      <td>https://twitter.com/dog_rates/status/773547596...</td>
      <td>11</td>
      <td>10</td>
      <td>...</td>
      <td>1.000</td>
      <td>Norwegian_elkhound</td>
      <td>0.372</td>
      <td>True</td>
      <td>Chesapeake_Bay_retriever</td>
      <td>0.137</td>
      <td>True</td>
      <td>malamute</td>
      <td>0.071</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2148</th>
      <td>788552643979468800</td>
      <td>2016-10-19 01:29:35</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: Say hello to mad pupper. You kn...</td>
      <td>736392552031657984.000</td>
      <td>4196983835.000</td>
      <td>2016-05-28 03:04:00 +0000</td>
      <td>https://vine.co/v/iEggaEOiLO3,https://vine.co/...</td>
      <td>13</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2179</th>
      <td>798682547630837760</td>
      <td>2016-11-16 00:22:12</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: Here we see a rare pouched pupp...</td>
      <td>676936541936185344.000</td>
      <td>4196983835.000</td>
      <td>2015-12-16 01:27:03 +0000</td>
      <td>https://twitter.com/dog_rates/status/676936541...</td>
      <td>8</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2185</th>
      <td>798705661114773508</td>
      <td>2016-11-16 01:54:03</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: Meet Baloo. He's expecting a fa...</td>
      <td>740676976021798912.000</td>
      <td>4196983835.000</td>
      <td>2016-06-08 22:48:46 +0000</td>
      <td>https://twitter.com/dog_rates/status/740676976...</td>
      <td>11</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2192</th>
      <td>800188575492947969</td>
      <td>2016-11-20 04:06:37</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is Bo. He's a Benedoop Cum...</td>
      <td>681694085539872768.000</td>
      <td>4196983835.000</td>
      <td>2015-12-29 04:31:49 +0000</td>
      <td>https://twitter.com/dog_rates/status/681694085...</td>
      <td>11</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2194</th>
      <td>800443802682937345</td>
      <td>2016-11-20 21:00:48</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is Sampson. He's about to ...</td>
      <td>776113305656188928.000</td>
      <td>4196983835.000</td>
      <td>2016-09-14 17:40:06 +0000</td>
      <td>https://twitter.com/dog_rates/status/776113305...</td>
      <td>11</td>
      <td>10</td>
      <td>...</td>
      <td>1.000</td>
      <td>mousetrap</td>
      <td>0.777</td>
      <td>False</td>
      <td>black_widow</td>
      <td>0.094</td>
      <td>False</td>
      <td>paddlewheel</td>
      <td>0.017</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2204</th>
      <td>817502432452313088</td>
      <td>2017-01-06 22:45:43</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: Meet Herschel. He's slightly bi...</td>
      <td>692417313023332352.000</td>
      <td>4196983835.000</td>
      <td>2016-01-27 18:42:06 +0000</td>
      <td>https://twitter.com/dog_rates/status/692417313...</td>
      <td>7</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2205</th>
      <td>817181837579653120</td>
      <td>2017-01-06 01:31:47</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: Here's a pupper with squeaky hi...</td>
      <td>815966073409433600.000</td>
      <td>4196983835.000</td>
      <td>2017-01-02 17:00:46 +0000</td>
      <td>https://twitter.com/dog_rates/status/815966073...</td>
      <td>13</td>
      <td>10</td>
      <td>...</td>
      <td>1.000</td>
      <td>Tibetan_mastiff</td>
      <td>0.506</td>
      <td>True</td>
      <td>Tibetan_terrier</td>
      <td>0.296</td>
      <td>True</td>
      <td>otterhound</td>
      <td>0.036</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2241</th>
      <td>768909767477751808</td>
      <td>2016-08-25 20:35:48</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: When it's Janet from accounting...</td>
      <td>700143752053182464.000</td>
      <td>4196983835.000</td>
      <td>2016-02-18 02:24:13 +0000</td>
      <td>https://twitter.com/dog_rates/status/700143752...</td>
      <td>10</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2245</th>
      <td>770093767776997377</td>
      <td>2016-08-29 03:00:36</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is just downright precious...</td>
      <td>741067306818797568.000</td>
      <td>4196983835.000</td>
      <td>2016-06-10 00:39:48 +0000</td>
      <td>https://twitter.com/dog_rates/status/741067306...</td>
      <td>12</td>
      <td>10</td>
      <td>...</td>
      <td>1.000</td>
      <td>golden_retriever</td>
      <td>0.844</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.053</td>
      <td>True</td>
      <td>kelpie</td>
      <td>0.036</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2250</th>
      <td>771004394259247104</td>
      <td>2016-08-31 15:19:06</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @katieornah: @dog_rates learning a lot at c...</td>
      <td>771002130450743296.000</td>
      <td>1732729088.000</td>
      <td>2016-08-31 15:10:07 +0000</td>
      <td>https://twitter.com/katieornah/status/77100213...</td>
      <td>12</td>
      <td>10</td>
      <td>...</td>
      <td>1.000</td>
      <td>home_theater</td>
      <td>0.414</td>
      <td>False</td>
      <td>iPod</td>
      <td>0.053</td>
      <td>False</td>
      <td>pop_bottle</td>
      <td>0.049</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2266</th>
      <td>873337748698140672</td>
      <td>2017-06-10 00:35:19</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is Sierra. She's one preci...</td>
      <td>873213775632977920.000</td>
      <td>4196983835.000</td>
      <td>2017-06-09 16:22:42 +0000</td>
      <td>https://www.gofundme.com/help-my-baby-sierra-g...</td>
      <td>12</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2270</th>
      <td>763167063695355904</td>
      <td>2016-08-10 00:16:21</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: Meet Eve. She's a raging alcoho...</td>
      <td>673295268553605120.000</td>
      <td>4196983835.000</td>
      <td>2015-12-06 00:17:55 +0000</td>
      <td>https://twitter.com/dog_rates/status/673295268...</td>
      <td>8</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2277</th>
      <td>866816280283807744</td>
      <td>2017-05-23 00:41:20</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is Jamesy. He gives a kiss...</td>
      <td>866450705531457536.000</td>
      <td>4196983835.000</td>
      <td>2017-05-22 00:28:40 +0000</td>
      <td>https://twitter.com/dog_rates/status/866450705...</td>
      <td>13</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2281</th>
      <td>866094527597207552</td>
      <td>2017-05-21 00:53:21</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: Here's a pupper before and afte...</td>
      <td>837820167694528512.000</td>
      <td>4196983835.000</td>
      <td>2017-03-04 00:21:08 +0000</td>
      <td>https://twitter.com/dog_rates/status/837820167...</td>
      <td>12</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2284</th>
      <td>849668094696017920</td>
      <td>2017-04-05 17:00:34</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is Gidget. She's a spy pup...</td>
      <td>833124694597443584.000</td>
      <td>4196983835.000</td>
      <td>2017-02-19 01:23:00 +0000</td>
      <td>https://twitter.com/dog_rates/status/833124694...</td>
      <td>12</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2287</th>
      <td>776819012571455488</td>
      <td>2016-09-16 16:24:19</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: Everybody look at this beautifu...</td>
      <td>679828447187857408.000</td>
      <td>4196983835.000</td>
      <td>2015-12-24 00:58:27 +0000</td>
      <td>https://twitter.com/dog_rates/status/679828447...</td>
      <td>13</td>
      <td>10</td>
      <td>...</td>
      <td>3.000</td>
      <td>Chihuahua</td>
      <td>0.347</td>
      <td>True</td>
      <td>dalmatian</td>
      <td>0.166</td>
      <td>True</td>
      <td>toy_terrier</td>
      <td>0.118</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2297</th>
      <td>839290600511926273</td>
      <td>2017-03-08 01:44:07</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @alexmartindawg: THE DRINK IS DR. PUPPER 10...</td>
      <td>839289919298224128.000</td>
      <td>41198418.000</td>
      <td>2017-03-08 01:41:24 +0000</td>
      <td>https://twitter.com/alexmartindawg/status/8392...</td>
      <td>10</td>
      <td>10</td>
      <td>...</td>
      <td>1.000</td>
      <td>web_site</td>
      <td>0.671</td>
      <td>False</td>
      <td>monitor</td>
      <td>0.102</td>
      <td>False</td>
      <td>screen</td>
      <td>0.075</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2323</th>
      <td>775898661951791106</td>
      <td>2016-09-14 03:27:11</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: Like father (doggo), like son (...</td>
      <td>733109485275860992.000</td>
      <td>4196983835.000</td>
      <td>2016-05-19 01:38:16 +0000</td>
      <td>https://twitter.com/dog_rates/status/733109485...</td>
      <td>12</td>
      <td>10</td>
      <td>...</td>
      <td>1.000</td>
      <td>golden_retriever</td>
      <td>0.946</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.042</td>
      <td>True</td>
      <td>doormat</td>
      <td>0.004</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2329</th>
      <td>805823200554876929</td>
      <td>2016-12-05 17:16:37</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is Reginald. He's one magi...</td>
      <td>784183165795655680.000</td>
      <td>4196983835.000</td>
      <td>2016-10-07 00:06:50 +0000</td>
      <td>https://vine.co/v/5ghHLBMMdlV,https://vine.co/...</td>
      <td>12</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2333</th>
      <td>796563435802726400</td>
      <td>2016-11-10 04:01:37</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: I want to finally rate this ico...</td>
      <td>780931614150983680.000</td>
      <td>4196983835.000</td>
      <td>2016-09-28 00:46:20 +0000</td>
      <td>https://twitter.com/dog_rates/status/780931614...</td>
      <td>13</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2338</th>
      <td>820013781606658049</td>
      <td>2017-01-13 21:04:55</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is Oliver. He has dreams o...</td>
      <td>819952236453363712.000</td>
      <td>4196983835.000</td>
      <td>2017-01-13 17:00:21 +0000</td>
      <td>https://www.gofundme.com/servicedogoliver,http...</td>
      <td>13</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2345</th>
      <td>816829038950027264</td>
      <td>2017-01-05 02:09:53</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: This is Betty. She's assisting ...</td>
      <td>790946055508652032.000</td>
      <td>4196983835.000</td>
      <td>2016-10-25 16:00:09 +0000</td>
      <td>https://twitter.com/dog_rates/status/790946055...</td>
      <td>12</td>
      <td>10</td>
      <td>...</td>
      <td>1.000</td>
      <td>dishwasher</td>
      <td>0.700</td>
      <td>False</td>
      <td>golden_retriever</td>
      <td>0.246</td>
      <td>True</td>
      <td>chow</td>
      <td>0.039</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2352</th>
      <td>825120256414846976</td>
      <td>2017-01-27 23:16:13</td>
      <td>http://twitter.com/download/iphone</td>
      <td>RT @dog_rates: Say hello to Pablo. He's one go...</td>
      <td>825026590719483904.000</td>
      <td>4196983835.000</td>
      <td>2017-01-27 17:04:02 +0000</td>
      <td>https://www.gofundme.com/my-puppys-double-cata...</td>
      <td>12</td>
      <td>10</td>
      <td>...</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
  </tbody>
</table>
<p>181 rows × 23 columns</p>
</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_clean</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">t_clean</span><span class="p">[</span><span class="n">t_clean</span><span class="o">.</span><span class="n">retweeted_status_timestamp</span><span class="o">.</span><span class="n">notnull</span><span class="p">()]</span><span class="o">.</span><span class="n">index</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[55]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_clean</span><span class="p">[</span><span class="n">t_clean</span><span class="o">.</span><span class="n">retweeted_status_timestamp</span><span class="o">.</span><span class="n">notnull</span><span class="p">()]</span>
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<style scoped>
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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>retweeted_status_id</th>
      <th>retweeted_status_user_id</th>
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      <th>...</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>
  </tbody>
</table>
<p>0 rows × 23 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_clean</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;retweeted_status_id&#39;</span><span class="p">,</span><span class="s1">&#39;retweeted_status_user_id&#39;</span><span class="p">,</span><span class="s1">&#39;retweeted_status_timestamp&#39;</span><span class="p">],</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</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">t_clean</span><span class="o">.</span><span class="n">columns</span>
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<pre>Index([&#39;tweet_id&#39;, &#39;timestamp&#39;, &#39;source&#39;, &#39;text&#39;, &#39;expanded_urls&#39;,
       &#39;rating_numerator&#39;, &#39;rating_denominator&#39;, &#39;name&#39;, &#39;dog_type&#39;, &#39;jpg_url&#39;,
       &#39;img_num&#39;, &#39;p1&#39;, &#39;p1_conf&#39;, &#39;p1_dog&#39;, &#39;p2&#39;, &#39;p2_conf&#39;, &#39;p2_dog&#39;, &#39;p3&#39;,
       &#39;p3_conf&#39;, &#39;p3_dog&#39;],
      dtype=&#39;object&#39;)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_clean</span><span class="o">.</span><span class="n">shape</span>
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<pre>(2175, 20)</pre>
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<h4 id="Quality-issue-6-:-The-numerator-ratings-are-not-up-to-the-mark,Maximum-feasible-value-can-be-considered-as-15-but-beyond-these-limits-the-ratings-are-not-possible-and-hence-we-would-need-to-delete-these.">Quality issue 6 : The numerator ratings are not up to the mark,Maximum feasible value can be considered as 15 but beyond these limits the ratings are not possible and hence we would need to delete these.<a class="anchor-link" href="#Quality-issue-6-:-The-numerator-ratings-are-not-up-to-the-mark,Maximum-feasible-value-can-be-considered-as-15-but-beyond-these-limits-the-ratings-are-not-possible-and-hence-we-would-need-to-delete-these.">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_clean</span><span class="p">[</span><span class="n">t_clean</span><span class="o">.</span><span class="n">rating_numerator</span> <span class="o">&gt;</span> <span class="mi">15</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>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_type</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>218</th>
      <td>881633300179243008</td>
      <td>2017-07-02 21:58:53</td>
      <td>http://twitter.com/download/iphone</td>
      <td>@roushfenway These are good dogs but 17/10 is ...</td>
      <td>NaN</td>
      <td>17</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>255</th>
      <td>697463031882764288</td>
      <td>2016-02-10 16:51:59</td>
      <td>http://twitter.com/download/iphone</td>
      <td>Happy Wednesday here's a bucket of pups. 44/40...</td>
      <td>https://twitter.com/dog_rates/status/697463031...</td>
      <td>44</td>
      <td>40</td>
      <td>None</td>
      <td>None</td>
      <td>https://pbs.twimg.com/media/Ca3i7CzXIAMLhg8.jpg</td>
      <td>1.000</td>
      <td>Labrador_retriever</td>
      <td>1.000</td>
      <td>True</td>
      <td>golden_retriever</td>
      <td>0.000</td>
      <td>True</td>
      <td>pug</td>
      <td>0.000</td>
      <td>True</td>
    </tr>
    <tr>
      <th>348</th>
      <td>704054845121142784</td>
      <td>2016-02-28 21:25:30</td>
      <td>http://twitter.com/download/iphone</td>
      <td>Here is a whole flock of puppers.  60/50 I'll ...</td>
      <td>https://twitter.com/dog_rates/status/704054845...</td>
      <td>60</td>
      <td>50</td>
      <td>a</td>
      <td>None</td>
      <td>https://pbs.twimg.com/media/CcVOJEcXEAM0FHL.jpg</td>
      <td>1.000</td>
      <td>Great_Pyrenees</td>
      <td>0.668</td>
      <td>True</td>
      <td>kuvasz</td>
      <td>0.229</td>
      <td>True</td>
      <td>golden_retriever</td>
      <td>0.044</td>
      <td>True</td>
    </tr>
    <tr>
      <th>384</th>
      <td>684225744407494656</td>
      <td>2016-01-05 04:11:44</td>
      <td>http://twitter.com/download/iphone</td>
      <td>Two sneaky puppers were not initially seen, mo...</td>
      <td>https://twitter.com/dog_rates/status/684225744...</td>
      <td>143</td>
      <td>130</td>
      <td>None</td>
      <td>None</td>
      <td>https://pbs.twimg.com/media/CX7br3HWsAAQ9L1.jpg</td>
      <td>2.000</td>
      <td>golden_retriever</td>
      <td>0.203</td>
      <td>True</td>
      <td>Samoyed</td>
      <td>0.068</td>
      <td>True</td>
      <td>Great_Pyrenees</td>
      <td>0.065</td>
      <td>True</td>
    </tr>
    <tr>
      <th>385</th>
      <td>684222868335505415</td>
      <td>2016-01-05 04:00:18</td>
      <td>http://twitter.com/download/iphone</td>
      <td>Someone help the girl is being mugged. Several...</td>
      <td>https://twitter.com/dog_rates/status/684222868...</td>
      <td>121</td>
      <td>110</td>
      <td>None</td>
      <td>None</td>
      <td>https://pbs.twimg.com/media/CX7Y_ByWwAEJdUy.jpg</td>
      <td>1.000</td>
      <td>soft-coated_wheaten_terrier</td>
      <td>0.791</td>
      <td>True</td>
      <td>cocker_spaniel</td>
      <td>0.072</td>
      <td>True</td>
      <td>teddy</td>
      <td>0.071</td>
      <td>False</td>
    </tr>
    <tr>
      <th>497</th>
      <td>716439118184652801</td>
      <td>2016-04-03 01:36:11</td>
      <td>http://twitter.com/download/iphone</td>
      <td>This is Bluebert. He just saw that both #Final...</td>
      <td>https://twitter.com/dog_rates/status/716439118...</td>
      <td>50</td>
      <td>50</td>
      <td>Bluebert</td>
      <td>None</td>
      <td>https://pbs.twimg.com/media/CfFNk7cWAAA-hND.jpg</td>
      <td>1.000</td>
      <td>Siberian_husky</td>
      <td>0.396</td>
      <td>True</td>
      <td>malamute</td>
      <td>0.317</td>
      <td>True</td>
      <td>Eskimo_dog</td>
      <td>0.273</td>
      <td>True</td>
    </tr>
    <tr>
      <th>545</th>
      <td>731156023742988288</td>
      <td>2016-05-13 16:15:54</td>
      <td>http://twitter.com/download/iphone</td>
      <td>Say hello to this unbelievably well behaved sq...</td>
      <td>https://twitter.com/dog_rates/status/731156023...</td>
      <td>204</td>
      <td>170</td>
      <td>this</td>
      <td>None</td>
      <td>https://pbs.twimg.com/media/CiWWhVNUYAAab_r.jpg</td>
      <td>1.000</td>
      <td>lakeside</td>
      <td>0.502</td>
      <td>False</td>
      <td>breakwater</td>
      <td>0.051</td>
      <td>False</td>
      <td>king_penguin</td>
      <td>0.049</td>
      <td>False</td>
    </tr>
    <tr>
      <th>639</th>
      <td>713900603437621249</td>
      <td>2016-03-27 01:29:02</td>
      <td>http://twitter.com/download/iphone</td>
      <td>Happy Saturday here's 9 puppers on a bench. 99...</td>
      <td>https://twitter.com/dog_rates/status/713900603...</td>
      <td>99</td>
      <td>90</td>
      <td>None</td>
      <td>None</td>
      <td>https://pbs.twimg.com/media/CehIzzZWQAEyHH5.jpg</td>
      <td>1.000</td>
      <td>golden_retriever</td>
      <td>0.372</td>
      <td>True</td>
      <td>cocker_spaniel</td>
      <td>0.177</td>
      <td>True</td>
      <td>Irish_setter</td>
      <td>0.093</td>
      <td>True</td>
    </tr>
    <tr>
      <th>682</th>
      <td>709198395643068416</td>
      <td>2016-03-14 02:04:08</td>
      <td>http://twitter.com/download/iphone</td>
      <td>From left to right:\nCletus, Jerome, Alejandro...</td>
      <td>https://twitter.com/dog_rates/status/709198395...</td>
      <td>45</td>
      <td>50</td>
      <td>None</td>
      <td>None</td>
      <td>https://pbs.twimg.com/media/CdeUKpcWoAAJAWJ.jpg</td>
      <td>1.000</td>
      <td>borzoi</td>
      <td>0.491</td>
      <td>True</td>
      <td>wire-haired_fox_terrier</td>
      <td>0.084</td>
      <td>True</td>
      <td>English_setter</td>
      <td>0.083</td>
      <td>True</td>
    </tr>
    <tr>
      <th>697</th>
      <td>710658690886586372</td>
      <td>2016-03-18 02:46:49</td>
      <td>http://twitter.com/download/iphone</td>
      <td>Here's a brigade of puppers. All look very pre...</td>
      <td>https://twitter.com/dog_rates/status/710658690...</td>
      <td>80</td>
      <td>80</td>
      <td>None</td>
      <td>None</td>
      <td>https://pbs.twimg.com/media/CdzETn4W4AAVU5N.jpg</td>
      <td>1.000</td>
      <td>soft-coated_wheaten_terrier</td>
      <td>0.949</td>
      <td>True</td>
      <td>Dandie_Dinmont</td>
      <td>0.019</td>
      <td>True</td>
      <td>cairn</td>
      <td>0.016</td>
      <td>True</td>
    </tr>
    <tr>
      <th>920</th>
      <td>670842764863651840</td>
      <td>2015-11-29 05:52:33</td>
      <td>http://twitter.com/download/iphone</td>
      <td>After so many requests... here you go.\n\nGood...</td>
      <td>https://twitter.com/dog_rates/status/670842764...</td>
      <td>420</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>https://pbs.twimg.com/media/CU9P717W4AAOlKx.jpg</td>
      <td>1.000</td>
      <td>microphone</td>
      <td>0.096</td>
      <td>False</td>
      <td>accordion</td>
      <td>0.094</td>
      <td>False</td>
      <td>drumstick</td>
      <td>0.061</td>
      <td>False</td>
    </tr>
    <tr>
      <th>983</th>
      <td>680494726643068929</td>
      <td>2015-12-25 21:06:00</td>
      <td>http://twitter.com/download/iphone</td>
      <td>Here we have uncovered an entire battalion of ...</td>
      <td>https://twitter.com/dog_rates/status/680494726...</td>
      <td>26</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>https://pbs.twimg.com/media/CXGaVxOWAAADjhF.jpg</td>
      <td>1.000</td>
      <td>kuvasz</td>
      <td>0.439</td>
      <td>True</td>
      <td>Samoyed</td>
      <td>0.112</td>
      <td>True</td>
      <td>Great_Pyrenees</td>
      <td>0.064</td>
      <td>True</td>
    </tr>
    <tr>
      <th>1030</th>
      <td>682808988178739200</td>
      <td>2016-01-01 06:22:03</td>
      <td>http://twitter.com/download/iphone</td>
      <td>I'm aware that I could've said 20/16, but here...</td>
      <td>NaN</td>
      <td>20</td>
      <td>16</td>
      <td>None</td>
      <td>None</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1050</th>
      <td>677716515794329600</td>
      <td>2015-12-18 05:06:23</td>
      <td>http://twitter.com/download/iphone</td>
      <td>IT'S PUPPERGEDDON. Total of 144/120 ...I think...</td>
      <td>https://twitter.com/dog_rates/status/677716515...</td>
      <td>144</td>
      <td>120</td>
      <td>None</td>
      <td>None</td>
      <td>https://pbs.twimg.com/media/CWe7kw9W4AE8UJh.jpg</td>
      <td>1.000</td>
      <td>teddy</td>
      <td>0.663</td>
      <td>False</td>
      <td>crib</td>
      <td>0.032</td>
      <td>False</td>
      <td>chow</td>
      <td>0.025</td>
      <td>True</td>
    </tr>
    <tr>
      <th>1181</th>
      <td>675853064436391936</td>
      <td>2015-12-13 01:41:41</td>
      <td>http://twitter.com/download/iphone</td>
      <td>Here we have an entire platoon of puppers. Tot...</td>
      <td>https://twitter.com/dog_rates/status/675853064...</td>
      <td>88</td>
      <td>80</td>
      <td>None</td>
      <td>None</td>
      <td>https://pbs.twimg.com/media/CWEcxqWVEAAHyGH.jpg</td>
      <td>1.000</td>
      <td>Labrador_retriever</td>
      <td>0.868</td>
      <td>True</td>
      <td>golden_retriever</td>
      <td>0.043</td>
      <td>True</td>
      <td>vizsla</td>
      <td>0.028</td>
      <td>True</td>
    </tr>
    <tr>
      <th>1242</th>
      <td>810984652412424192</td>
      <td>2016-12-19 23:06:23</td>
      <td>http://twitter.com/download/iphone</td>
      <td>Meet Sam. She smiles 24/7 &amp;amp; secretly aspir...</td>
      <td>https://www.gofundme.com/sams-smile,https://tw...</td>
      <td>24</td>
      <td>7</td>
      <td>Sam</td>
      <td>None</td>
      <td>https://pbs.twimg.com/media/C0EyPZbXAAAceSc.jpg</td>
      <td>1.000</td>
      <td>golden_retriever</td>
      <td>0.871</td>
      <td>True</td>
      <td>Tibetan_mastiff</td>
      <td>0.037</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.026</td>
      <td>True</td>
    </tr>
    <tr>
      <th>1309</th>
      <td>820690176645140481</td>
      <td>2017-01-15 17:52:40</td>
      <td>http://twitter.com/download/iphone</td>
      <td>The floofs have been released I repeat the flo...</td>
      <td>https://twitter.com/dog_rates/status/820690176...</td>
      <td>84</td>
      <td>70</td>
      <td>None</td>
      <td>None</td>
      <td>https://pbs.twimg.com/media/C2OtWr0VQAEnS9r.jpg</td>
      <td>2.000</td>
      <td>West_Highland_white_terrier</td>
      <td>0.872</td>
      <td>True</td>
      <td>kuvasz</td>
      <td>0.060</td>
      <td>True</td>
      <td>Samoyed</td>
      <td>0.037</td>
      <td>True</td>
    </tr>
    <tr>
      <th>1455</th>
      <td>855862651834028034</td>
      <td>2017-04-22 19:15:32</td>
      <td>http://twitter.com/download/iphone</td>
      <td>@dhmontgomery We also gave snoop dogg a 420/10...</td>
      <td>NaN</td>
      <td>420</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1456</th>
      <td>855860136149123072</td>
      <td>2017-04-22 19:05:32</td>
      <td>http://twitter.com/download/iphone</td>
      <td>@s8n You tried very hard to portray this good ...</td>
      <td>NaN</td>
      <td>666</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1651</th>
      <td>835246439529840640</td>
      <td>2017-02-24 21:54:03</td>
      <td>http://twitter.com/download/iphone</td>
      <td>@jonnysun @Lin_Manuel ok jomny I know you're e...</td>
      <td>NaN</td>
      <td>960</td>
      <td>0</td>
      <td>None</td>
      <td>None</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1664</th>
      <td>838150277551247360</td>
      <td>2017-03-04 22:12:52</td>
      <td>http://twitter.com/download/iphone</td>
      <td>@markhoppus 182/10</td>
      <td>NaN</td>
      <td>182</td>
      <td>10</td>
      <td>None</td>
      <td>None</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1745</th>
      <td>749981277374128128</td>
      <td>2016-07-04 15:00:45</td>
      <td>https://about.twitter.com/products/tweetdeck</td>
      <td>This is Atticus. He's quite simply America af....</td>
      <td>https://twitter.com/dog_rates/status/749981277...</td>
      <td>1776</td>
      <td>10</td>
      <td>Atticus</td>
      <td>None</td>
      <td>https://pbs.twimg.com/media/CmgBZ7kWcAAlzFD.jpg</td>
      <td>1.000</td>
      <td>bow_tie</td>
      <td>0.534</td>
      <td>False</td>
      <td>sunglasses</td>
      <td>0.081</td>
      <td>False</td>
      <td>sunglass</td>
      <td>0.051</td>
      <td>False</td>
    </tr>
    <tr>
      <th>1777</th>
      <td>758467244762497024</td>
      <td>2016-07-28 01:00:57</td>
      <td>http://twitter.com/download/iphone</td>
      <td>Why does this never happen at my front door......</td>
      <td>https://twitter.com/dog_rates/status/758467244...</td>
      <td>165</td>
      <td>150</td>
      <td>None</td>
      <td>None</td>
      <td>https://pbs.twimg.com/ext_tw_video_thumb/75846...</td>
      <td>1.000</td>
      <td>Labrador_retriever</td>
      <td>0.436</td>
      <td>True</td>
      <td>Chihuahua</td>
      <td>0.114</td>
      <td>True</td>
      <td>American_Staffordshire_terrier</td>
      <td>0.100</td>
      <td>True</td>
    </tr>
    <tr>
      <th>1903</th>
      <td>786709082849828864</td>
      <td>2016-10-13 23:23:56</td>
      <td>http://twitter.com/download/iphone</td>
      <td>This is Logan, the Chow who lived. He solemnly...</td>
      <td>https://twitter.com/dog_rates/status/786709082...</td>
      <td>75</td>
      <td>10</td>
      <td>Logan</td>
      <td>None</td>
      <td>https://pbs.twimg.com/media/CurzvFTXgAA2_AP.jpg</td>
      <td>1.000</td>
      <td>Pomeranian</td>
      <td>0.467</td>
      <td>True</td>
      <td>Persian_cat</td>
      <td>0.123</td>
      <td>False</td>
      <td>chow</td>
      <td>0.103</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2291</th>
      <td>778027034220126208</td>
      <td>2016-09-20 00:24:34</td>
      <td>http://twitter.com/download/iphone</td>
      <td>This is Sophie. She's a Jubilant Bush Pupper. ...</td>
      <td>https://twitter.com/dog_rates/status/778027034...</td>
      <td>27</td>
      <td>10</td>
      <td>Sophie</td>
      <td>pupper</td>
      <td>https://pbs.twimg.com/media/Cswbc2yWcAAVsCJ.jpg</td>
      <td>1.000</td>
      <td>clumber</td>
      <td>0.947</td>
      <td>True</td>
      <td>cocker_spaniel</td>
      <td>0.016</td>
      <td>True</td>
      <td>Lhasa</td>
      <td>0.007</td>
      <td>True</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_clean</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">t_clean</span><span class="p">[</span><span class="n">t_clean</span><span class="o">.</span><span class="n">rating_numerator</span> <span class="o">&gt;</span> <span class="mi">15</span><span class="p">]</span><span class="o">.</span><span class="n">index</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">sum</span><span class="p">(</span><span class="n">t_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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<pre>0</pre>
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<h4 id="Quality-issue-7-:-The-denominator-must-be-10-and-hence-other-records-having-score-other-than-out-of-10-must-be-deleted.">Quality issue 7 : The denominator must be 10 and hence other records having score other than out of 10 must be deleted.<a class="anchor-link" href="#Quality-issue-7-:-The-denominator-must-be-10-and-hence-other-records-having-score-other-than-out-of-10-must-be-deleted.">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_clean</span><span class="p">[</span><span class="n">t_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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  <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_type</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>
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    <tr>
      <th>106</th>
      <td>666287406224695296</td>
      <td>2015-11-16 16:11:11</td>
      <td>http://twitter.com/download/iphone</td>
      <td>This is an Albanian 3 1/2 legged  Episcopalian...</td>
      <td>https://twitter.com/dog_rates/status/666287406...</td>
      <td>1</td>
      <td>2</td>
      <td>an</td>
      <td>None</td>
      <td>https://pbs.twimg.com/media/CT8g3BpUEAAuFjg.jpg</td>
      <td>1.000</td>
      <td>Maltese_dog</td>
      <td>0.858</td>
      <td>True</td>
      <td>toy_poodle</td>
      <td>0.063</td>
      <td>True</td>
      <td>miniature_poodle</td>
      <td>0.026</td>
      <td>True</td>
    </tr>
    <tr>
      <th>350</th>
      <td>686035780142297088</td>
      <td>2016-01-10 04:04:10</td>
      <td>http://twitter.com/download/iphone</td>
      <td>Yes I do realize a rating of 4/20 would've bee...</td>
      <td>NaN</td>
      <td>4</td>
      <td>20</td>
      <td>None</td>
      <td>None</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>464</th>
      <td>722974582966214656</td>
      <td>2016-04-21 02:25:47</td>
      <td>http://twitter.com/download/iphone</td>
      <td>Happy 4/20 from the squad! 13/10 for all https...</td>
      <td>https://twitter.com/dog_rates/status/722974582...</td>
      <td>4</td>
      <td>20</td>
      <td>None</td>
      <td>None</td>
      <td>https://pbs.twimg.com/media/CgiFjIpWgAA4wVp.jpg</td>
      <td>1.000</td>
      <td>Great_Dane</td>
      <td>0.247</td>
      <td>True</td>
      <td>Greater_Swiss_Mountain_dog</td>
      <td>0.126</td>
      <td>True</td>
      <td>Weimaraner</td>
      <td>0.085</td>
      <td>True</td>
    </tr>
    <tr>
      <th>534</th>
      <td>740373189193256964</td>
      <td>2016-06-08 02:41:38</td>
      <td>http://twitter.com/download/iphone</td>
      <td>After so many requests, this is Bretagne. She ...</td>
      <td>https://twitter.com/dog_rates/status/740373189...</td>
      <td>9</td>
      <td>11</td>
      <td>None</td>
      <td>None</td>
      <td>https://pbs.twimg.com/media/CkZVdJ6WYAAXZ5A.jpg</td>
      <td>3.000</td>
      <td>golden_retriever</td>
      <td>0.808</td>
      <td>True</td>
      <td>kuvasz</td>
      <td>0.101</td>
      <td>True</td>
      <td>Labrador_retriever</td>
      <td>0.024</td>
      <td>True</td>
    </tr>
    <tr>
      <th>1029</th>
      <td>682962037429899265</td>
      <td>2016-01-01 16:30:13</td>
      <td>http://twitter.com/download/iphone</td>
      <td>This is Darrel. He just robbed a 7/11 and is i...</td>
      <td>https://twitter.com/dog_rates/status/682962037...</td>
      <td>7</td>
      <td>11</td>
      <td>Darrel</td>
      <td>None</td>
      <td>https://pbs.twimg.com/media/CXpeVzQW8AApKYb.jpg</td>
      <td>1.000</td>
      <td>dingo</td>
      <td>0.279</td>
      <td>False</td>
      <td>Chihuahua</td>
      <td>0.155</td>
      <td>True</td>
      <td>loupe</td>
      <td>0.154</td>
      <td>False</td>
    </tr>
    <tr>
      <th>1559</th>
      <td>832088576586297345</td>
      <td>2017-02-16 04:45:50</td>
      <td>http://twitter.com/download/iphone</td>
      <td>@docmisterio account started on 11/15/15</td>
      <td>NaN</td>
      <td>11</td>
      <td>15</td>
      <td>None</td>
      <td>None</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>nan</td>
      <td>NaN</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_clean</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">t_clean</span><span class="p">[</span><span class="n">t_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><span class="o">.</span><span class="n">index</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_clean</span><span class="p">[</span><span class="n">t_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>text</th>
      <th>expanded_urls</th>
      <th>rating_numerator</th>
      <th>rating_denominator</th>
      <th>name</th>
      <th>dog_type</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>
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<h4 id="Quality-issue-8-:---There-are-some-strange-names-like-'a','None','one'-which-possibly-aren't-names-but-a-kind-of-error-in-the-dataset.">Quality issue 8 : - There are some strange names like 'a','None','one' which possibly aren't names but a kind of error in the dataset.<a class="anchor-link" href="#Quality-issue-8-:---There-are-some-strange-names-like-'a','None','one'-which-possibly-aren't-names-but-a-kind-of-error-in-the-dataset.">&#182;</a></h4>
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<h4 id="The-names-do-not-play-an-important-role-in-the-analysis-and-hence,-we-need-not-fix-this-issue.">The names do not play an important role in the analysis and hence, we need not fix this issue.<a class="anchor-link" href="#The-names-do-not-play-an-important-role-in-the-analysis-and-hence,-we-need-not-fix-this-issue.">&#182;</a></h4><h4 id="Names-do-not-matter-in-this-dataset-and-hence-we-can-bear-with-this-data.But-if-our-analysis-would-have-been-closely-related-to-these.We-could-have-taken-2-possible-measures-:">Names do not matter in this dataset and hence we can bear with this data.But if our analysis would have been closely related to these.We could have taken 2 possible measures :<a class="anchor-link" href="#Names-do-not-matter-in-this-dataset-and-hence-we-can-bear-with-this-data.But-if-our-analysis-would-have-been-closely-related-to-these.We-could-have-taken-2-possible-measures-:">&#182;</a></h4><ul>
<li>Try and find the names if possible by certain means.</li>
<li>Observing the trends and predicting the names if the number of missing names were nominal.</li>
<li>At last,If the names cannot be found and predictions are baseless we would have to drop those records.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_clean</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">t_clean</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">str</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_clean</span><span class="o">.</span><span class="n">dtypes</span>
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<pre>tweet_id                      object
timestamp             datetime64[ns]
source                        object
text                          object
expanded_urls                 object
rating_numerator               int64
rating_denominator             int64
name                          object
dog_type                      object
jpg_url                       object
img_num                      float64
p1                            object
p1_conf                      float64
p1_dog                        object
p2                            object
p2_conf                      float64
p2_dog                        object
p3                            object
p3_conf                      float64
p3_dog                        object
dtype: object</pre>
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<h4 id="Some-predictions-are-missing-as-compared-to-the-t_archive-tweet_ids.We-can-resolve-this-issue-by-merging-the-two-dataframes-on-the-tweet_id-being-the-feature-on-which-we-merge.The-missing-values-would-automatically-be-dropped-and-we-would-get-a-corresponding-combined-dataframe.">Some predictions are missing as compared to the t_archive tweet_ids.We can resolve this issue by merging the two dataframes on the tweet_id being the feature on which we merge.The missing values would automatically be dropped and we would get a corresponding combined dataframe.<a class="anchor-link" href="#Some-predictions-are-missing-as-compared-to-the-t_archive-tweet_ids.We-can-resolve-this-issue-by-merging-the-two-dataframes-on-the-tweet_id-being-the-feature-on-which-we-merge.The-missing-values-would-automatically-be-dropped-and-we-would-get-a-corresponding-combined-dataframe.">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_clean</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">t_api_clean</span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">str</span><span class="p">)</span>
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<pre>Index([&#39;tweet_id&#39;, &#39;timestamp&#39;, &#39;source&#39;, &#39;text&#39;, &#39;expanded_urls&#39;,
       &#39;rating_numerator&#39;, &#39;rating_denominator&#39;, &#39;name&#39;, &#39;dog_type&#39;, &#39;jpg_url&#39;,
       &#39;img_num&#39;, &#39;p1&#39;, &#39;p1_conf&#39;, &#39;p1_dog&#39;, &#39;p2&#39;, &#39;p2_conf&#39;, &#39;p2_dog&#39;, &#39;p3&#39;,
       &#39;p3_conf&#39;, &#39;p3_dog&#39;],
      dtype=&#39;object&#39;)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_clean</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">t_clean</span><span class="p">[</span><span class="n">t_clean</span><span class="p">[</span><span class="s1">&#39;tweet_id&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isnull</span><span class="p">()]</span><span class="o">.</span><span class="n">index</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_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: 2135 entries, 2 to 2344
Data columns (total 20 columns):
tweet_id              2135 non-null object
timestamp             2135 non-null datetime64[ns]
source                2135 non-null object
text                  2135 non-null object
expanded_urls         2085 non-null object
rating_numerator      2135 non-null int64
rating_denominator    2135 non-null int64
name                  2135 non-null object
dog_type              2135 non-null object
jpg_url               1963 non-null object
img_num               1963 non-null float64
p1                    1963 non-null object
p1_conf               1963 non-null float64
p1_dog                1963 non-null object
p2                    1963 non-null object
p2_conf               1963 non-null float64
p2_dog                1963 non-null object
p3                    1963 non-null object
p3_conf               1963 non-null float64
p3_dog                1963 non-null object
dtypes: datetime64[ns](1), float64(4), int64(2), object(13)
memory usage: 350.3+ KB
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<h4 id="If-the-data-is-only-being-used-for-predictional-analysis-and-not-for-any-other-analysis-we-can-drop-the-other-records-which-dont-have-predictions-for-the-specific-tweets.This-is-demonstrated-below.">If the data is only being used for predictional analysis and not for any other analysis we can drop the other records which dont have predictions for the specific tweets.This is demonstrated below.<a class="anchor-link" href="#If-the-data-is-only-being-used-for-predictional-analysis-and-not-for-any-other-analysis-we-can-drop-the-other-records-which-dont-have-predictions-for-the-specific-tweets.This-is-demonstrated-below.">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_clean_predictions</span> <span class="o">=</span> <span class="n">t_clean</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">t_clean</span><span class="p">[</span><span class="n">t_clean</span><span class="p">[</span><span class="s1">&#39;p1&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isnull</span><span class="p">()]</span><span class="o">.</span><span class="n">index</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_clean_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;
Int64Index: 1963 entries, 2 to 2344
Data columns (total 20 columns):
tweet_id              1963 non-null object
timestamp             1963 non-null datetime64[ns]
source                1963 non-null object
text                  1963 non-null object
expanded_urls         1963 non-null object
rating_numerator      1963 non-null int64
rating_denominator    1963 non-null int64
name                  1963 non-null object
dog_type              1963 non-null object
jpg_url               1963 non-null object
img_num               1963 non-null float64
p1                    1963 non-null object
p1_conf               1963 non-null float64
p1_dog                1963 non-null object
p2                    1963 non-null object
p2_conf               1963 non-null float64
p2_dog                1963 non-null object
p3                    1963 non-null object
p3_conf               1963 non-null float64
p3_dog                1963 non-null object
dtypes: datetime64[ns](1), float64(4), int64(2), object(13)
memory usage: 322.1+ KB
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<h4 id="As-you-can-see-the-data-is-much-more-clean-and-the-columns-are-uniform-and-are-of-correct-datatypes.Besides-this-there-is-no-missing-data-and-every-column-has-same-number-of-values.">As you can see the data is much more clean and the columns are uniform and are of correct datatypes.Besides this there is no missing data and every column has same number of values.<a class="anchor-link" href="#As-you-can-see-the-data-is-much-more-clean-and-the-columns-are-uniform-and-are-of-correct-datatypes.Besides-this-there-is-no-missing-data-and-every-column-has-same-number-of-values.">&#182;</a></h4>
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<p><a id='sav'></a></p>
<h1 id="Storing,Analyzing-and-Visualizing-data">Storing,Analyzing and Visualizing data<a class="anchor-link" href="#Storing,Analyzing-and-Visualizing-data">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_clean_predictions</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;twitter_archive_master.csv&#39;</span><span class="p">,</span> 
                 <span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">encoding</span> <span class="o">=</span> <span class="s1">&#39;utf-8&#39;</span><span class="p">)</span>
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<h4 id="1]-Which-are-the-most-commonly-predicted-dog-breeds?">1] Which are the most commonly predicted dog breeds?<a class="anchor-link" href="#1]-Which-are-the-most-commonly-predicted-dog-breeds?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">common_breed</span> <span class="o">=</span> <span class="n">t_clean_predictions</span><span class="p">[</span><span class="n">t_clean_predictions</span><span class="p">[</span><span class="s1">&#39;p1_dog&#39;</span><span class="p">]][</span><span class="s1">&#39;p1&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
<span class="n">common_breed</span> <span class="o">=</span> <span class="n">common_breed</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="n">common_breed</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>index</th>
      <th>p1</th>
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    <tr>
      <th>0</th>
      <td>golden_retriever</td>
      <td>134</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Labrador_retriever</td>
      <td>92</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Pembroke</td>
      <td>88</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Chihuahua</td>
      <td>79</td>
    </tr>
    <tr>
      <th>4</th>
      <td>pug</td>
      <td>54</td>
    </tr>
    <tr>
      <th>5</th>
      <td>chow</td>
      <td>41</td>
    </tr>
    <tr>
      <th>6</th>
      <td>Samoyed</td>
      <td>40</td>
    </tr>
    <tr>
      <th>7</th>
      <td>toy_poodle</td>
      <td>38</td>
    </tr>
    <tr>
      <th>8</th>
      <td>Pomeranian</td>
      <td>37</td>
    </tr>
    <tr>
      <th>9</th>
      <td>malamute</td>
      <td>29</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">common_breed</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="s1">&#39;index&#39;</span><span class="p">,</span><span class="s1">&#39;p1&#39;</span><span class="p">,</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">,</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Dog Breed&#39;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">18</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Number of Predictions&#39;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">18</span><span class="p">)</span>
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<pre>Text(0,0.5,&#39;Number of Predictions&#39;)</pre>
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<h2 id="Insight-1-:-The-golden-retriever-is-the-most-commonly-predicted-dog-breed-followed-by-Labrador-retriever-and-Pembroke.">Insight 1 : The golden retriever is the most commonly predicted dog breed followed by Labrador retriever and Pembroke.<a class="anchor-link" href="#Insight-1-:-The-golden-retriever-is-the-most-commonly-predicted-dog-breed-followed-by-Labrador-retriever-and-Pembroke.">&#182;</a></h2>
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<h4 id="2]-How-does-the-highest-average-rating-for-predicted-dogs-vary?">2] How does the highest average rating for predicted dogs vary?<a class="anchor-link" href="#2]-How-does-the-highest-average-rating-for-predicted-dogs-vary?">&#182;</a></h4>
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<div class="prompt input_prompt">In&nbsp;[76]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">rating_breed</span> <span class="o">=</span> <span class="n">t_clean_predictions</span><span class="p">[</span><span class="n">t_clean_predictions</span><span class="p">[</span><span class="s1">&#39;p1_dog&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;p1&#39;</span><span class="p">)[</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
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    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>p1</th>
      <th>rating_numerator</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Afghan_hound</td>
      <td>9.667</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Airedale</td>
      <td>9.833</td>
    </tr>
    <tr>
      <th>2</th>
      <td>American_Staffordshire_terrier</td>
      <td>11.000</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Appenzeller</td>
      <td>11.000</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Australian_terrier</td>
      <td>11.500</td>
    </tr>
    <tr>
      <th>5</th>
      <td>Bedlington_terrier</td>
      <td>10.000</td>
    </tr>
    <tr>
      <th>6</th>
      <td>Bernese_mountain_dog</td>
      <td>11.200</td>
    </tr>
    <tr>
      <th>7</th>
      <td>Blenheim_spaniel</td>
      <td>11.100</td>
    </tr>
    <tr>
      <th>8</th>
      <td>Border_collie</td>
      <td>10.583</td>
    </tr>
    <tr>
      <th>9</th>
      <td>Border_terrier</td>
      <td>12.143</td>
    </tr>
    <tr>
      <th>10</th>
      <td>Boston_bull</td>
      <td>9.444</td>
    </tr>
    <tr>
      <th>11</th>
      <td>Brabancon_griffon</td>
      <td>10.000</td>
    </tr>
    <tr>
      <th>12</th>
      <td>Brittany_spaniel</td>
      <td>10.429</td>
    </tr>
    <tr>
      <th>13</th>
      <td>Cardigan</td>
      <td>11.529</td>
    </tr>
    <tr>
      <th>14</th>
      <td>Chesapeake_Bay_retriever</td>
      <td>10.783</td>
    </tr>
    <tr>
      <th>15</th>
      <td>Chihuahua</td>
      <td>10.709</td>
    </tr>
    <tr>
      <th>16</th>
      <td>Dandie_Dinmont</td>
      <td>10.667</td>
    </tr>
    <tr>
      <th>17</th>
      <td>Doberman</td>
      <td>11.250</td>
    </tr>
    <tr>
      <th>18</th>
      <td>English_setter</td>
      <td>9.857</td>
    </tr>
    <tr>
      <th>19</th>
      <td>English_springer</td>
      <td>11.111</td>
    </tr>
    <tr>
      <th>20</th>
      <td>EntleBucher</td>
      <td>11.000</td>
    </tr>
    <tr>
      <th>21</th>
      <td>Eskimo_dog</td>
      <td>11.750</td>
    </tr>
    <tr>
      <th>22</th>
      <td>French_bulldog</td>
      <td>11.269</td>
    </tr>
    <tr>
      <th>23</th>
      <td>German_shepherd</td>
      <td>11.000</td>
    </tr>
    <tr>
      <th>24</th>
      <td>German_short-haired_pointer</td>
      <td>10.429</td>
    </tr>
    <tr>
      <th>25</th>
      <td>Gordon_setter</td>
      <td>11.750</td>
    </tr>
    <tr>
      <th>26</th>
      <td>Great_Dane</td>
      <td>10.875</td>
    </tr>
    <tr>
      <th>27</th>
      <td>Great_Pyrenees</td>
      <td>11.462</td>
    </tr>
    <tr>
      <th>28</th>
      <td>Greater_Swiss_Mountain_dog</td>
      <td>11.333</td>
    </tr>
    <tr>
      <th>29</th>
      <td>Ibizan_hound</td>
      <td>9.000</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>80</th>
      <td>cocker_spaniel</td>
      <td>11.296</td>
    </tr>
    <tr>
      <th>81</th>
      <td>collie</td>
      <td>11.100</td>
    </tr>
    <tr>
      <th>82</th>
      <td>curly-coated_retriever</td>
      <td>10.333</td>
    </tr>
    <tr>
      <th>83</th>
      <td>dalmatian</td>
      <td>9.333</td>
    </tr>
    <tr>
      <th>84</th>
      <td>flat-coated_retriever</td>
      <td>10.571</td>
    </tr>
    <tr>
      <th>85</th>
      <td>giant_schnauzer</td>
      <td>12.000</td>
    </tr>
    <tr>
      <th>86</th>
      <td>golden_retriever</td>
      <td>11.552</td>
    </tr>
    <tr>
      <th>87</th>
      <td>groenendael</td>
      <td>10.000</td>
    </tr>
    <tr>
      <th>88</th>
      <td>keeshond</td>
      <td>10.250</td>
    </tr>
    <tr>
      <th>89</th>
      <td>kelpie</td>
      <td>11.455</td>
    </tr>
    <tr>
      <th>90</th>
      <td>komondor</td>
      <td>11.000</td>
    </tr>
    <tr>
      <th>91</th>
      <td>kuvasz</td>
      <td>11.133</td>
    </tr>
    <tr>
      <th>92</th>
      <td>malamute</td>
      <td>10.897</td>
    </tr>
    <tr>
      <th>93</th>
      <td>malinois</td>
      <td>10.667</td>
    </tr>
    <tr>
      <th>94</th>
      <td>miniature_pinscher</td>
      <td>10.524</td>
    </tr>
    <tr>
      <th>95</th>
      <td>miniature_poodle</td>
      <td>9.875</td>
    </tr>
    <tr>
      <th>96</th>
      <td>miniature_schnauzer</td>
      <td>9.250</td>
    </tr>
    <tr>
      <th>97</th>
      <td>papillon</td>
      <td>10.000</td>
    </tr>
    <tr>
      <th>98</th>
      <td>pug</td>
      <td>10.241</td>
    </tr>
    <tr>
      <th>99</th>
      <td>redbone</td>
      <td>9.667</td>
    </tr>
    <tr>
      <th>100</th>
      <td>schipperke</td>
      <td>10.778</td>
    </tr>
    <tr>
      <th>101</th>
      <td>silky_terrier</td>
      <td>12.000</td>
    </tr>
    <tr>
      <th>102</th>
      <td>soft-coated_wheaten_terrier</td>
      <td>8.778</td>
    </tr>
    <tr>
      <th>103</th>
      <td>standard_poodle</td>
      <td>10.286</td>
    </tr>
    <tr>
      <th>104</th>
      <td>standard_schnauzer</td>
      <td>12.000</td>
    </tr>
    <tr>
      <th>105</th>
      <td>toy_poodle</td>
      <td>11.105</td>
    </tr>
    <tr>
      <th>106</th>
      <td>toy_terrier</td>
      <td>11.000</td>
    </tr>
    <tr>
      <th>107</th>
      <td>vizsla</td>
      <td>10.846</td>
    </tr>
    <tr>
      <th>108</th>
      <td>whippet</td>
      <td>10.444</td>
    </tr>
    <tr>
      <th>109</th>
      <td>wire-haired_fox_terrier</td>
      <td>11.500</td>
    </tr>
  </tbody>
</table>
<p>110 rows × 2 columns</p>
</div>
</div>

</div>

</div>
</div>

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<div class="prompt input_prompt">In&nbsp;[77]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">rating_breed</span> <span class="o">=</span> <span class="n">rating_breed</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="s1">&#39;rating_numerator&#39;</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">rating_breed</span>
</pre></div>

    </div>
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    <div class="prompt output_prompt">Out[77]:</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>p1</th>
      <th>rating_numerator</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>52</th>
      <td>Saluki</td>
      <td>12.500</td>
    </tr>
    <tr>
      <th>76</th>
      <td>briard</td>
      <td>12.333</td>
    </tr>
    <tr>
      <th>61</th>
      <td>Tibetan_mastiff</td>
      <td>12.250</td>
    </tr>
    <tr>
      <th>9</th>
      <td>Border_terrier</td>
      <td>12.143</td>
    </tr>
    <tr>
      <th>85</th>
      <td>giant_schnauzer</td>
      <td>12.000</td>
    </tr>
    <tr>
      <th>101</th>
      <td>silky_terrier</td>
      <td>12.000</td>
    </tr>
    <tr>
      <th>104</th>
      <td>standard_schnauzer</td>
      <td>12.000</td>
    </tr>
    <tr>
      <th>21</th>
      <td>Eskimo_dog</td>
      <td>11.750</td>
    </tr>
    <tr>
      <th>30</th>
      <td>Irish_setter</td>
      <td>11.750</td>
    </tr>
    <tr>
      <th>25</th>
      <td>Gordon_setter</td>
      <td>11.750</td>
    </tr>
    <tr>
      <th>53</th>
      <td>Samoyed</td>
      <td>11.700</td>
    </tr>
    <tr>
      <th>79</th>
      <td>chow</td>
      <td>11.610</td>
    </tr>
    <tr>
      <th>86</th>
      <td>golden_retriever</td>
      <td>11.552</td>
    </tr>
    <tr>
      <th>13</th>
      <td>Cardigan</td>
      <td>11.529</td>
    </tr>
    <tr>
      <th>109</th>
      <td>wire-haired_fox_terrier</td>
      <td>11.500</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Australian_terrier</td>
      <td>11.500</td>
    </tr>
    <tr>
      <th>27</th>
      <td>Great_Pyrenees</td>
      <td>11.462</td>
    </tr>
    <tr>
      <th>89</th>
      <td>kelpie</td>
      <td>11.455</td>
    </tr>
    <tr>
      <th>47</th>
      <td>Pembroke</td>
      <td>11.443</td>
    </tr>
    <tr>
      <th>42</th>
      <td>Norfolk_terrier</td>
      <td>11.429</td>
    </tr>
    <tr>
      <th>45</th>
      <td>Old_English_sheepdog</td>
      <td>11.364</td>
    </tr>
    <tr>
      <th>37</th>
      <td>Leonberg</td>
      <td>11.333</td>
    </tr>
    <tr>
      <th>28</th>
      <td>Greater_Swiss_Mountain_dog</td>
      <td>11.333</td>
    </tr>
    <tr>
      <th>32</th>
      <td>Irish_water_spaniel</td>
      <td>11.333</td>
    </tr>
    <tr>
      <th>58</th>
      <td>Siberian_husky</td>
      <td>11.316</td>
    </tr>
    <tr>
      <th>80</th>
      <td>cocker_spaniel</td>
      <td>11.296</td>
    </tr>
    <tr>
      <th>22</th>
      <td>French_bulldog</td>
      <td>11.269</td>
    </tr>
    <tr>
      <th>17</th>
      <td>Doberman</td>
      <td>11.250</td>
    </tr>
    <tr>
      <th>6</th>
      <td>Bernese_mountain_dog</td>
      <td>11.200</td>
    </tr>
    <tr>
      <th>48</th>
      <td>Pomeranian</td>
      <td>11.189</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>55</th>
      <td>Scottish_deerhound</td>
      <td>10.333</td>
    </tr>
    <tr>
      <th>68</th>
      <td>basenji</td>
      <td>10.286</td>
    </tr>
    <tr>
      <th>103</th>
      <td>standard_poodle</td>
      <td>10.286</td>
    </tr>
    <tr>
      <th>88</th>
      <td>keeshond</td>
      <td>10.250</td>
    </tr>
    <tr>
      <th>98</th>
      <td>pug</td>
      <td>10.241</td>
    </tr>
    <tr>
      <th>41</th>
      <td>Newfoundland</td>
      <td>10.200</td>
    </tr>
    <tr>
      <th>5</th>
      <td>Bedlington_terrier</td>
      <td>10.000</td>
    </tr>
    <tr>
      <th>11</th>
      <td>Brabancon_griffon</td>
      <td>10.000</td>
    </tr>
    <tr>
      <th>87</th>
      <td>groenendael</td>
      <td>10.000</td>
    </tr>
    <tr>
      <th>97</th>
      <td>papillon</td>
      <td>10.000</td>
    </tr>
    <tr>
      <th>33</th>
      <td>Italian_greyhound</td>
      <td>9.938</td>
    </tr>
    <tr>
      <th>95</th>
      <td>miniature_poodle</td>
      <td>9.875</td>
    </tr>
    <tr>
      <th>18</th>
      <td>English_setter</td>
      <td>9.857</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Airedale</td>
      <td>9.833</td>
    </tr>
    <tr>
      <th>51</th>
      <td>Saint_Bernard</td>
      <td>9.833</td>
    </tr>
    <tr>
      <th>39</th>
      <td>Maltese_dog</td>
      <td>9.765</td>
    </tr>
    <tr>
      <th>49</th>
      <td>Rhodesian_ridgeback</td>
      <td>9.750</td>
    </tr>
    <tr>
      <th>99</th>
      <td>redbone</td>
      <td>9.667</td>
    </tr>
    <tr>
      <th>0</th>
      <td>Afghan_hound</td>
      <td>9.667</td>
    </tr>
    <tr>
      <th>10</th>
      <td>Boston_bull</td>
      <td>9.444</td>
    </tr>
    <tr>
      <th>83</th>
      <td>dalmatian</td>
      <td>9.333</td>
    </tr>
    <tr>
      <th>96</th>
      <td>miniature_schnauzer</td>
      <td>9.250</td>
    </tr>
    <tr>
      <th>62</th>
      <td>Tibetan_terrier</td>
      <td>9.250</td>
    </tr>
    <tr>
      <th>54</th>
      <td>Scotch_terrier</td>
      <td>9.000</td>
    </tr>
    <tr>
      <th>29</th>
      <td>Ibizan_hound</td>
      <td>9.000</td>
    </tr>
    <tr>
      <th>65</th>
      <td>Welsh_springer_spaniel</td>
      <td>9.000</td>
    </tr>
    <tr>
      <th>63</th>
      <td>Walker_hound</td>
      <td>9.000</td>
    </tr>
    <tr>
      <th>44</th>
      <td>Norwich_terrier</td>
      <td>9.000</td>
    </tr>
    <tr>
      <th>102</th>
      <td>soft-coated_wheaten_terrier</td>
      <td>8.778</td>
    </tr>
    <tr>
      <th>34</th>
      <td>Japanese_spaniel</td>
      <td>5.000</td>
    </tr>
  </tbody>
</table>
<p>110 rows × 2 columns</p>
</div>
</div>

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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[78]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">rating_breed</span> <span class="o">=</span> <span class="n">rating_breed</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
</pre></div>

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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[83]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">rating_breed</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="s1">&#39;p1&#39;</span><span class="p">,</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">,</span><span class="n">marker</span><span class="o">=</span><span class="s1">&#39;o&#39;</span><span class="p">,</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">label</span><span class="o">=</span><span class="n">rating_breed</span><span class="p">[</span><span class="s1">&#39;p1&#39;</span><span class="p">],</span><span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Dog Breed&#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;Rating&#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;Dog Breed Vs Rating&#39;</span><span class="p">)</span>
</pre></div>

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<pre>Text(0.5,1,&#39;Dog Breed Vs Rating&#39;)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">rating_breed</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="s1">&#39;p1&#39;</span><span class="p">,</span><span class="s1">&#39;rating_numerator&#39;</span><span class="p">,</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">,</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7fdf3d9f5e80&gt;</pre>
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<h2 id="The-highest-average-rating-is-quite-steep-and-hence-not-many-dogs-get-a-high-rating-of-12.5.The-highest-rated-dog-is-Saluki-which-is-12.5-and-It-is-followed-by-the-briard-and-Tibetan-mastiff.">The highest average rating is quite steep and hence not many dogs get a high rating of 12.5.The highest rated dog is Saluki which is 12.5 and It is followed by the briard and Tibetan mastiff.<a class="anchor-link" href="#The-highest-average-rating-is-quite-steep-and-hence-not-many-dogs-get-a-high-rating-of-12.5.The-highest-rated-dog-is-Saluki-which-is-12.5-and-It-is-followed-by-the-briard-and-Tibetan-mastiff.">&#182;</a></h2>
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<h4 id="How-does-the-confidence-interval-for-the-first,second-and-third-prediction-vary?">How does the confidence interval for the first,second and third prediction vary?<a class="anchor-link" href="#How-does-the-confidence-interval-for-the-first,second-and-third-prediction-vary?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">conf</span> <span class="o">=</span> <span class="n">t_clean_predictions</span><span class="p">[[</span><span class="s1">&#39;p1_conf&#39;</span><span class="p">,</span><span class="s1">&#39;p2_conf&#39;</span><span class="p">,</span><span class="s1">&#39;p3_conf&#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">reset_index</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">conf</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="s1">&#39;index&#39;</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">,</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7fdf3d8f1588&gt;</pre>
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<h4 id="As-we-move-to-the-second-and-the-third-prediction-the-confidence-intervals-decrease-in-an-irregular-fashion.The-first-prediction-has-the-highest-confident-interval.">As we move to the second and the third prediction the confidence intervals decrease in an irregular fashion.The first prediction has the highest confident interval.<a class="anchor-link" href="#As-we-move-to-the-second-and-the-third-prediction-the-confidence-intervals-decrease-in-an-irregular-fashion.The-first-prediction-has-the-highest-confident-interval.">&#182;</a></h4>
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