p2_ab_testing.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>p2_ab_testing</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
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<style type="text/css">
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/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
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article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
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audio,
canvas,
progress,
video {
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audio:not([controls]) {
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[hidden],
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a {
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a:active,
a:hover {
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abbr[title] {
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b,
strong {
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dfn {
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h1 {
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small {
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sup {
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sup {
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sub {
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img {
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svg:not(:root) {
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figure {
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hr {
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textarea {
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button {
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button,
select {
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button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
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button[disabled],
html input[disabled] {
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button::-moz-focus-inner,
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input {
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input[type="search"]::-webkit-search-cancel-button,
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fieldset {
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optgroup {
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}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

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

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">random</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">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">42</span><span class="p">)</span> <span class="c1"># use seed = 42 to reproduce the results obtained from the analyses in this project</span>
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<h3 id="1.-Data-Wrangling">1. Data Wrangling<a class="anchor-link" href="#1.-Data-Wrangling">&#182;</a></h3><h4 id="1.1-General-Properties">1.1 General Properties<a class="anchor-link" href="#1.1-General-Properties">&#182;</a></h4><ul>
<li>The dataframe object <code>df</code> which includes the data from <code>ab_data.csv</code> contains five columns and 294478 rows.</li>
<li>The dataset contains data for a total of 290584 unique users.</li>
<li>Because the number of rows in the dataset is greater than the number of unique users, the <code>user_id</code> column in the dataset must contain duplicates.</li>
<li>Approximately 12.1% of users converted or decided to pay for the company's product.</li>
<li>3893 rows in the dataset show incorrect assignment of <code>group</code> and <code>landing_page</code>. Either the <code>treatment</code> group is assigned to an <code>old_page</code> or the <code>control</code> group is assigned to a <code>new_page</code>.</li>
<li>The dataset does not contain any null values.</li>
</ul>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># import the dataset and display top few rows</span>
<span class="n">df</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;data/ab_data.csv&#39;</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th></th>
      <th>user_id</th>
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      <th>group</th>
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      <th>converted</th>
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      <th>0</th>
      <td>851104</td>
      <td>2017-01-21 22:11:48.556739</td>
      <td>control</td>
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      <td>0</td>
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      <th>1</th>
      <td>804228</td>
      <td>2017-01-12 08:01:45.159739</td>
      <td>control</td>
      <td>old_page</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>661590</td>
      <td>2017-01-11 16:55:06.154213</td>
      <td>treatment</td>
      <td>new_page</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>853541</td>
      <td>2017-01-08 18:28:03.143765</td>
      <td>treatment</td>
      <td>new_page</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>864975</td>
      <td>2017-01-21 01:52:26.210827</td>
      <td>control</td>
      <td>old_page</td>
      <td>1</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># number of rows and columns in the dataset</span>
<span class="n">df</span><span class="o">.</span><span class="n">shape</span>
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<pre>(294478, 5)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># number of unique users in the dataset</span>
<span class="n">df</span><span class="o">.</span><span class="n">user_id</span><span class="o">.</span><span class="n">nunique</span><span class="p">()</span>
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<pre>290584</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># proportion of users converted</span>
<span class="n">df</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;converted == 1&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">user_id</span><span class="o">.</span><span class="n">nunique</span><span class="p">()</span> <span class="o">/</span> <span class="n">df</span><span class="o">.</span><span class="n">user_id</span><span class="o">.</span><span class="n">nunique</span><span class="p">()</span>
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<pre>0.12104245244060237</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># number of times the new_page in the landing_page and the treatment in the group do not line up</span>
<span class="n">df</span><span class="p">[((</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;group&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;treatment&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;landing_page&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;new_page&#39;</span><span class="p">))</span> <span class="o">==</span> <span class="kc">False</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
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<pre>3893</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># number of rows with missing values</span>
<span class="n">df</span><span class="o">.</span><span class="n">isna</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>0</pre>
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<h4 id="1.2-Data-Cleaning">1.2 Data Cleaning<a class="anchor-link" href="#1.2-Data-Cleaning">&#182;</a></h4><ol>
<li>Incorrect assignment of <code>group</code> and <code>landing_page</code><ul>
<li>The 3893 rows which show incorrect assignment were removed from the dataset <code>df</code> because the incorrect assignment renders these records inappropriate for analyzing the A/B test results.</li>
<li>The updated dataset was assigned to a new object <code>df2</code>.</li>
<li>The total number of rows decreased by 3893, from 294478 to 290585.</li>
<li>The new dataframe object <code>df2</code> does not contain any rows with incorrectly assigned <code>group</code> and <code>landing_page</code>.</li>
</ul>
</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># updated dataframe with correctly assigned group and landing_page</span>
<span class="n">df2</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">df</span><span class="p">[((</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;group&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;treatment&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;landing_page&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;new_page&#39;</span><span class="p">))</span> <span class="o">==</span> <span class="kc">False</span><span class="p">]</span><span class="o">.</span><span class="n">index</span><span class="p">)</span>
<span class="n">df2</span><span class="o">.</span><span class="n">shape</span>
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<pre>(290585, 5)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># validate removal of rows with inaccurate assignment of group and landing_page</span>
<span class="n">df2</span><span class="p">[((</span><span class="n">df2</span><span class="p">[</span><span class="s1">&#39;group&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;treatment&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="p">(</span><span class="n">df2</span><span class="p">[</span><span class="s1">&#39;landing_page&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;new_page&#39;</span><span class="p">))</span> <span class="o">==</span> <span class="kc">False</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
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<pre>0</pre>
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<ol>
<li>Duplicate value in <code>user_id</code> column in the new dataframe object <code>df2</code><ul>
<li>A single user is duplicated once because there is one more total number of rows than the number of unique users.</li>
<li>Because the two rows with this duplicate <code>user_id</code> of 773192 contain identical data across columns, the second row was removed from <code>df2</code>.</li>
<li>After the dataframe <code>df2</code> was updated, the total number of rows became equal to the total number of unique users.</li>
</ul>
</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># number of unique users in the updated dataframe</span>
<span class="n">df2</span><span class="o">.</span><span class="n">user_id</span><span class="o">.</span><span class="n">nunique</span><span class="p">()</span>
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<pre>290584</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># duplicate user_id</span>
<span class="n">user</span> <span class="o">=</span> <span class="p">{}</span>
<span class="k">for</span> <span class="n">userid</span> <span class="ow">in</span> <span class="n">df2</span><span class="o">.</span><span class="n">user_id</span><span class="p">:</span>
    <span class="k">if</span> <span class="n">userid</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">user</span><span class="p">:</span>
        <span class="n">user</span><span class="p">[</span><span class="n">userid</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
    <span class="k">else</span><span class="p">:</span> <span class="c1"># more than one instance of a user_id</span>
        <span class="n">user</span><span class="p">[</span><span class="n">userid</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
        <span class="n">duplicate_user_id</span> <span class="o">=</span> <span class="n">userid</span>
        <span class="nb">print</span><span class="p">(</span><span class="n">duplicate_user_id</span><span class="p">)</span>
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<pre>773192
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># rows containing duplicate user_id</span>
<span class="n">df2</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;user_id == @duplicate_user_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>user_id</th>
      <th>timestamp</th>
      <th>group</th>
      <th>landing_page</th>
      <th>converted</th>
    </tr>
  </thead>
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    <tr>
      <th>1899</th>
      <td>773192</td>
      <td>2017-01-09 05:37:58.781806</td>
      <td>treatment</td>
      <td>new_page</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2893</th>
      <td>773192</td>
      <td>2017-01-14 02:55:59.590927</td>
      <td>treatment</td>
      <td>new_page</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># remove duplicate from df2</span>
<span class="n">ind</span> <span class="o">=</span> <span class="n">df2</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;user_id == @duplicate_user_id&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="c1"># second of the two rows containing duplicate user_id</span>
<span class="n">df2</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">labels</span> <span class="o">=</span> <span class="n">ind</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">df2</span><span class="o">.</span><span class="n">reset_index</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">drop</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># dimensions of updated dataframe</span>
<span class="n">df2</span><span class="o">.</span><span class="n">shape</span>
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<pre>(290584, 5)</pre>
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<h3 id="2.-Exploratory-Data-Analysis">2. Exploratory Data Analysis<a class="anchor-link" href="#2.-Exploratory-Data-Analysis">&#182;</a></h3><p>The probability of the users in the <code>control</code> group to convert was approximately 0.2% larger than the probability of the users in the <code>treatment</code> group to convert. Because the proportion of each group was nearly the same, the difference in the probability may appear to suggest that the <code>old_page</code> is still more effective than the <code>new_page</code> in converting the users.</p>
<p>However, in terms of implementing a new page or keeping the current one, 0.2% difference in the probability may not hold any practical significance. In fact, the statistical significance of this difference remains uncertain given the 12.0% probability of users converting regardless of the group the user is in.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># probability of a user converting regardless of the user&#39;s group</span>
<span class="p">(</span><span class="n">df2</span><span class="p">[</span><span class="s1">&#39;converted&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
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<pre>0.11959708724499628</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># probability of a user in the control group converting</span>
<span class="n">obs_p_old</span> <span class="o">=</span> <span class="p">(</span><span class="n">df2</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;group == &quot;control&quot;&#39;</span><span class="p">)[</span><span class="s1">&#39;converted&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">obs_p_old</span>
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<pre>0.1203863045004612</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># probability of a user in the treatment group converting</span>
<span class="n">obs_p_new</span> <span class="o">=</span> <span class="p">(</span><span class="n">df2</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;group == &quot;treatment&quot;&#39;</span><span class="p">)[</span><span class="s1">&#39;converted&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">obs_p_new</span>
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<pre>0.11880806551510564</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># probability of a user receiving a new page</span>
<span class="p">(</span><span class="n">df2</span><span class="p">[</span><span class="s1">&#39;landing_page&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;new_page&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
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<pre>0.5000619442226688</pre>
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<p><a id='ab_test'></a></p>
<h2 id="Part-II---A/B-Test">Part II - A/B Test<a class="anchor-link" href="#Part-II---A/B-Test">&#182;</a></h2><p>Given the time stamp recorded for each user's transaction, the hypothesis test can be performed continuously as each observation is observed. However, the following questions posed challenges to this approach.</p>
<ul>
<li>Should the test stop as soon as one page is considered significantly better than another or does it need to happen consistently for a certain amount of time?</li>
<li>How long should the test be run to render a decision that neither page is better than another?  </li>
</ul>
<p>For simplicity, time factor was excluded from the scope of the analysis.</p>
<h3 id="1.-Hypotheses">1. Hypotheses<a class="anchor-link" href="#1.-Hypotheses">&#182;</a></h3><p>A/B test was performed under the assumption that the old page yields a larger convert rate than the new page unless the new page proves to definitely yield a larger convert rate at a Type I error rate of 5%. Based on this assumption,</p>
<ul>
<li>for the Null Hypothesis, the probability of all users who convert from landing on the old page is greater than or equal to the probability of all users who convert from landing on the new page.</li>
<li>for the Alternative Hypothesis, the probability of all users who convert from landing on the new page is greater than or equal to the probability of all users who convert from landing on the old page.
$$H_0: p_{new} - p_{old} \leq 0$$
$$H_1: p_{new} - p_{old} &gt; 0$$</li>
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<h3 id="2.-Sampling-Distribution-of-Differences-in-Convert-Rates">2. Sampling Distribution of Differences in Convert Rates<a class="anchor-link" href="#2.-Sampling-Distribution-of-Differences-in-Convert-Rates">&#182;</a></h3><p>Under the null hypothesis, assume that the two probabilities $p_{new}$ and $p_{old}$ are equal to the convert rate observed in <code>ab_data.csv</code> regardless of the page. To note that these probabilities are based on the null hypothesis, <code>null_</code> was added to the names of the objects as shown below.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># convert rates for each group under the null</span>
<span class="n">null_p_new</span> <span class="o">=</span> <span class="p">(</span><span class="n">df2</span><span class="p">[</span><span class="s1">&#39;converted&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span> <span class="c1"># control</span>
<span class="n">null_p_old</span> <span class="o">=</span> <span class="n">null_p_new</span> <span class="c1"># treatment</span>
<span class="n">null_p_new</span>
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<pre>0.11959708724499628</pre>
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<p>To simulate outcomes (<code>convert</code> value of 0 or 1) from the null hypothesis for each page, the sample size for each page equal to the sizes of each page in <code>ab_data.csv</code> was used.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># sample size of the new page</span>
<span class="n">n_new</span> <span class="o">=</span> <span class="n">df2</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;landing_page == &quot;new_page&quot;&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">n_new</span>
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<pre>145310</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># sample size of the old page</span>
<span class="n">n_old</span> <span class="o">=</span> <span class="n">df2</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;landing_page == &quot;old_page&quot;&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">n_old</span>
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<pre>145274</pre>
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<p>For each of the two groups, one with <code>new_page</code> and another with <code>old_page</code>, outcomes of conversion indicated by 1's for converted and 0's for not converted were simulated and stored in the objects <code>new_page_converted</code> and <code>old_page_converted</code>.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># simulation of n_new outcomes with a convert rate of null_p_new</span>
<span class="n">new_page_converted</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">binomial</span><span class="p">(</span><span class="n">n</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">p</span> <span class="o">=</span> <span class="n">null_p_new</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="n">n_new</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># simulation of n_old outcomes with a convert rate of null_p_old</span>
<span class="n">old_page_converted</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">binomial</span><span class="p">(</span><span class="n">n</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">p</span> <span class="o">=</span> <span class="n">null_p_old</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="n">n_old</span><span class="p">)</span>
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<p>From this simulation, the difference in the convert rates between the two groups was approximately 0.02%.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># simulation of difference in covert rates between groups</span>
<span class="n">p_diff</span> <span class="o">=</span> <span class="n">new_page_converted</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span> <span class="o">-</span> <span class="n">old_page_converted</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">p_diff</span>
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<pre>0.0001838954631202122</pre>
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<p>This simulation of calculating an estimate from the null was conducted 10000 times to perform the sampling distribution for the difference in the convert rates between the two pages. The sampling distribution of the 10000 differences was stored in <code>p_diffs</code>.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># sampling distribution of 10000 differences in convert rates between groups</span>
<span class="n">p_diffs</span> <span class="o">=</span> <span class="p">[]</span>

<span class="n">new_converted_sim</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">binomial</span><span class="p">(</span><span class="n">n</span> <span class="o">=</span> <span class="n">n_new</span><span class="p">,</span> <span class="n">p</span> <span class="o">=</span> <span class="n">null_p_new</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">10000</span><span class="p">)</span><span class="o">/</span><span class="n">n_new</span> <span class="c1"># 10000 convert rates of control group</span>
<span class="n">old_converted_sim</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">binomial</span><span class="p">(</span><span class="n">n</span> <span class="o">=</span> <span class="n">n_old</span><span class="p">,</span> <span class="n">p</span> <span class="o">=</span> <span class="n">null_p_old</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">10000</span><span class="p">)</span><span class="o">/</span><span class="n">n_old</span> <span class="c1"># 10000 convert rates of treatment group</span>
<span class="n">p_diffs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">new_converted_sim</span> <span class="o">-</span> <span class="n">old_converted_sim</span><span class="p">)</span> <span class="c1"># 10000 differences in convert rates between groups</span>
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<p>Given the sufficiently large size of the sample and the fact that the difference in the convert rates is a random variable, the distribution of the differences should be approximately normal according to the Central Limit Theorem. The histogram of the differences estimated from the null hypothesis confirms this expectation. The normal distribution is centered at 0 with a standard deviation of 0.0012.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># mean and standard deviation of the sampling distribution</span>
<span class="n">p_diffs_mean</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">p_diffs</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">p_diffs_std</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">p_diffs</span><span class="p">)</span><span class="o">.</span><span class="n">std</span><span class="p">()</span>
<span class="n">p_diffs_mean</span><span class="p">,</span> <span class="n">p_diffs_std</span>
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<pre>(-5.904008555009425e-06, 0.0011993370375277307)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># histogram of 10000 differences in convert rates between groups</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="n">p_diffs</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;Sampling Distribution of 10000 Differences</span><span class="se">\n</span><span class="s1">in Convert Rates between Control and Treatment Groups&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">16</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</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;Difference in Convert Rates&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">);</span>
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<h3 id="3.-p-Value">3. p-Value<a class="anchor-link" href="#3.-p-Value">&#182;</a></h3><p>The value of <code>obs_p_diff</code> or the difference in the two convert rates observed in <code>ab_test.csv</code> is 0.158%, showing higher convert rate for the old page. According to the visualization below, the proportion of values in <code>p_diffs</code> which are larger than the observed statistic and thus are considered extreme was 90.7%, which exceeds the tolerance level of 5%.</p>
<p>This significantly large p-value also illustrated by the relatively large portion of the histogram to the right of the red vertical line suggested a large probability in rejecting the null hypothesis when the null hypothesis is in fact true. Therefore, based on this p-value, the null hypothesis could not be rejected. The convert rate of all users in the old page was found to be equal to or larger than that of all users in the new page.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># observed difference in convert rates between groups</span>
<span class="n">obs_p_diff</span> <span class="o">=</span> <span class="n">obs_p_new</span> <span class="o">-</span> <span class="n">obs_p_old</span>
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<pre>-0.0015782389853555567</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># p-value: proportion of sampled differences larger than the observed difference</span>
<span class="n">p_val</span> <span class="o">=</span> <span class="p">(</span><span class="n">p_diffs</span> <span class="o">&gt;</span> <span class="n">obs_p_diff</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">p_val</span>
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<pre>0.9074</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># histogram of 10000 differences in convert rates between groups</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="n">p_diffs</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="n">obs_p_diff</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;Obs. Diff. : </span><span class="si">{}</span><span class="s1">%&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">round</span><span class="p">(</span><span class="n">obs_p_diff</span><span class="o">*</span><span class="mi">100</span><span class="p">,</span> <span class="mi">3</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;Sampling Distribution of 10000 Differences</span><span class="se">\n</span><span class="s1">in Convert Rates between Control and Treatment Groups&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">16</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</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;Difference in Convert Rates&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">();</span>
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nKsQBxw7nP3nzZnWURElmS6dSwAmNlfiOc1k4nKS8cRNUEva85yiYgs6RRopaQDUWNwDeKW4/PELe1Xm7VUIiJLON06FhERKVCrf71HRESkSAq0IiIiBaoz0JrZYDNr8vvLZra7mf3LzKaa2Vdm9qGZDTezpviSSLMys/5puVV1ImNmE83MM79PzWyEmW1X99Blx7dKmv5mDRm+oUrbSvbLII0cX72W45LGzNqZ2S/N7D9pnc81s3fMbGiR687Mjjez/Qsat6f3v5tdXccuMzsst99V+g1ejMXGzA40s2MX5zQboiHlNLPVzexCM3vNzGaa2Rwzm2Bmwxp6vFsSVHMAu4YmbozczC4mPh81m2jjc+f091PgNjPbtCmn1wz6E40g1CdAPEQs522JGr89gftTU3L1tUqa/mINtAXoT/2X4xLB4rN5jxKfs3ueaNRhN+KdzHVTv6IcT7x32tqVPtRR+h2d0o/NpVdsPrQgB6YytHT1KmdqjvVVojW0G4lPRe5OvHv9beBJM1u5gHI2uzqvPNy9htobnK4XMzuEaB3lRHe/ONf7djO7jPJteLZ4qUWcrxs4+EfuXmoi72kzm0C08jOIaPhBli6XAVsRDR9km9Z8HLi2pdzZMbP2vuhHCpYK7j6NaIAGAFvwXelxmX2xIotvv5q7N3SfbzXSsr2HaMxie3fPfuxgJNEC2KFEgze1jWfJ3B6rbTkll+bEmfexRFNrXxAHiA2rGN9YYEy1LWoQTXg9Q1z9fkasrG/n8jxGBKVdiOa/ZhENZGe/zfiDVO5NykzjAWB0pnsZ4iPbbxAtt0wmrjw6ZPL0SOP7JdE6ymSiWbLLKNOKTh3zOJFFW41aLg37f7n0QcC/iQPEDKLVqEPLlCv/OyyTZ3+iBZdZxF2E28l8/zbl+WEa94y03McQTQXWua0AGxM7zyyihaIhQJtc3tWIlrbeT8v4DeDIMuNaZDmmdXtNJu/KxA5ak5vGf4hmNKterylfR+JVp3eIV53eIb5Z2yaTp38q095EizwfpXVyI7BKHcupK3FCdnmV+4ARrTu9mcozJU1zpVy+OvdLFm7Fq/QbllvmGxF3WGYA9zagDIPrmJ8uRLN8b6VtZBLRElO3CttTL+LqcwbRmtRZZbanvkQ7wnPSNnUmcA517Hu5cZTW6S5l+nVI/c5K4343bXO9U/81gL+l5TKXOM4dXma9/41o4WoW0YLV9cCamTy3lFk/b2SOhU40e3gtcUEynTj+tCE+efdMGvcYcq3JpXHsQhwvZ6TffaV5yOR5lmjycneitbjS+PasppwVlu1hKc/u9VgfpXJkW/06KvVbhTh+fJC2xzeAY3LD/yJNc81c+gVE85Ll1u3gtP3MJo5hG+aG3SuV63Ni/xoHnFLnvFQxs4PzG2sq1ERiZ9ybuIXwDtGSUNkPKKfh1krDnl/lgh6YNuYRaTo/TNOYRmanTBvOFKJt10PScCOIg9l6mYX5KfCH3DTWIBofPyG3Ec1MC34X4Fdp2DszeXqkeXmfCP57EW21rk3canLiNvDWwNZ1zOdEFg20vdM4Tsiln0YE991S2Yak8v8i9W9PfE/XiWYDt06/LrmNbyixwx6UNpZ3gBVTnu2Ik4Y/pWnsRhy8T65mWyGajjw9DXcxizZTuRJxwH6PaA95F+CitK5/lfJ0r7QcibZn386Mbx/iYOAs+Hj78sQOeFQ91+sypE98EbdYd07zMge4OJOvf5reO8Bf0rz+ithBr6tjOZU+Vr5blfvB+Sn/5cAAIuDNSOXMBv8690siIE0h2u4ubRs9y6y/04i2hfs3oAyD65ifbxMnpAcQzWEOIprsnMjCJ7Ol8rxGNO+3CwtOZA/P5FuNCDrjiO15X+IkaxJNH2jfJ0509yMC0apEwy5vp99PieZM/0TsQ0dkxrExcZt0/zTfpZPZt0jNFALrEceuSZn1s2nmeFja5i5M07kwpf0pzf+hKd+zxAnyKpnp70/sY3ek7WM/4rHFNKBrJt+zaT7HpDLuThxj55KaVK2tnBWW7Q3EPlR1c4ypHB8Q2+OhwI7ESWDp+7tfEI/ZBhCfMHXgrMzw9Q20k4gT033SfP+XaO99pZTvO8QxZVia5s5pGufVOS9VzOzg/MaaCjWehduiPTClf7eWcW2V8tR6ZZTJPypNZ5lM2rpEYLkkk/ZYSuuVSVs9bVSnZdL+RtwGzx4YjicCctfUvX0q449zZTk4pfdJ3T1S90tk2pHNHSAqnnTk8k8kGvNehvg02wZphb8FdKpluDZpmL8Br2TSS2X7WS7/CsTONzSX3iNtQMen7hOJ75pWtUOUme9Tcul/I3aKVVL3mcRO16tMvo9YEBTKLkcWnEiUdvo/EW3Fji9tWyw4KH2nnuv1R6l7h1y+09MyWj1190/5rsvluzzNm9WynE5Ow367Up5M3s5pfMNy6Yekcexd3/2SMid2ueV9XCPLMLie201b4gTVgf3KlCd/ZTiG+CJQqfu8tG7WyaQtn7Ylr0c5Suu0tkD7Lpk20DPTn0mmDeyUfgNx16RNhektQ1ytO5krPeKEcEKZ/KVtOn+X6/WU3i+TtmVKOyh1tyECyf1l1u2nwAWZtGfJBNWU1j2N7zd1lbPCvI4E3qmw7pfJ/CxXjvl3Dcps04Ny6TcSJ9yltpfrG2insPCJ3vpp+qdntvdvgPb12b7dvVGVTEZ4fH+wZEz6u04jxjlfqiyyGXCrZ56BeHwG6j/A/+QGGe/u4zP5phKNdmfLcwPx3cWdMmk/Ah5x99I3LwcSO+2dZrZM6Ud86QXiTDTrHk9roZF+SJwszCV2nI2A77n7Qs+rzayXmd2cvmhS+gDzzyj/rdO8bYiryZty81ZD3HopzdsLxEeobzSzvcxslXrOy2257luIIF/6XNZA4oz0nVw5HiKuEDagdo8TG3xpPe5EXGX8O5c2xd3fyEyzmvU6kDiYPl0mXzvizD3rvlz3GOKuQqO/5ZtsncZ3Yy79FuIEMb8fNMV+eXcjy1AnMzvKzF4xsxlpHKWvZJXbjvPL+DUWnp9tgGd9wZe28Pgk3T/rW64q3OcLfzkIYpt5Cqgpsz13Ja7+sHCsmY1J8/0VcTIN1e2/JflP/71JnBhnP7NX2u5Ln9vckAiWN+bK+Dmxv+ePa6+7e+lzkXjU1fmUhh/frUL6oyz8Mfn85w7fdPf8JyR3IPbl23PpNxKP3LZsYBn/6e6lb1Hj8TWvl1hQGfgl4rhzu5ntb/X4oH1jAu30XHfpAXWHfMaM0seT/18V4+9ErJwpZfp9QJyJ1VaeUpmy5XmSOJv/EYCZ9SaC+Q2ZPKsTV5WlHaH0m5r65z/+Xa58DfEAsAXxnOV4YoO5K1NBo9TQ/wjie5anEFdpWxC3gdtXMY3Sx90fYeF5+4q4rbUqgMenz75P7KR3A9PM7BEz26TKefmwQne3TDl2KFOG0o5T6wfWPSpSvALsmDb2jYgz5pHEVQnEbaaRmcGqXa+rE9tnvmzP5/KVFL0flLbzhbazdPL5MXXvB9WUJy+/Tde3DLUys18Rt/pKz9+2ZMEJTLlylpunbL6uLLrNUSGtscrt76sTjw7y20zpuFLaZk4k7r7cR9yV2ZIFJyn1WT/5yqJfVkjLjre0799Uppy7UPd2DYsu9/qYBHRNFUazfk4cwyp9crTc8u4MTPVFPy35QaZ/Q1TahroBuPtY4jZ6B6JOwYfp1bw6v9u9WNs6dvfJZjYO+B7xDKg2n5Au+8v0W5PYwes7fTezG4HjzewoIuDOYOEz+I+J22TbVxhN/lujTXE1CwufkT5jZp8Bfyee+12U0rchDs7bu/tTpQHr8d5qaZkdRlw1531R+sfd7yC+P7kCEbwuBB40s+7uXtc3atcgnldluyGe+5TKMZV4vlLOm3WMHyKIHkQE1I+J1wamAKunDb8vC38Hs9r1+jHxDCz/cfiSiVWUrS6PEbekvseCK+pKSge8Ncmss7TOV6UB+0EV8tt0U5dhEPCou5+QGde6DShnyRTK30FoqrsKWeX294+J5+AnVRimdHU5iLh1O/+bs+lkf3EoraMTiO/h5s0pk9aU/k3cet2FzBW5u78JkK7wyym3vKcDXcysTe5YVIoVpXktzdOyueErnchX2oZKxy3cfQQwIl0AbUc8NrjfzNZx988qjLdZ3k88H9jIzH5TrqeZ9U2Fnkl85/P7qRp9qf//I676Hm/g9G8gbmPuT9ymuNPdZ2X6P0icsazs7qPK/Kr52HjpKmK5BpYR4oPTLwEnmVnHlFb6O//WoJl1IvPB7Dqm/zQRTNerMG+LBDh3n+Hu/yKCVlfquNpM8kFqEHFC81rqfpCoWPBehXKUAn5ty3Ekcab5c+K7qJ4eF7xO1DZtS+zcJdWu1weJK/kZFfI16OPpWWlaw4AjzazsO+pmtm/6t/S8bFAuy0HEiXJD9oO51G/bbOoydCSzDSeH13McWc8AW5tZ6TZp6dHT9xoxzvp4kKi8+HaFbaYURKqd7/qun2qMIU4me1co42t1jaCM+pTzZuLxwB/NrKFXnCWPs6DSZ9bBRGXEF1J36dZ36ZEVZtaeqMRUzvdydxDXJ+54PpPP6O5z3P0RorLnStRxS32xf73H3W+0aPXm4nSQuY245F8d2JO4yuxHrJQzidss/zKz/yMC5DlEhZ78O7jVTv8tM3uOeCDejYVvG+Puj5nZzcTV3CXELcNviApDexA1b9+idmPT3xPM7AFgXu75STXldDM7i/jA/FHE/D5NPFO5wszOJip8nEFU+si+6P0hcVY3yMxeJSpqvOPuH5vZSWn4LsSZ5WdpOfwPEbD+YWZDiDO5kcTO2Z2odTza493Duhxh0ZrTC0TtvJ8RFWQ+Tf0vJQ7ST5rZpcQV7PJE8N3e3UsnDrUtxyeIq8KdWdDQAKnMxxBBfP5VdT3W603Ewe/R1LDKK8QZcU+ipua+uROzhjqeqGzxqJldRdxGnQF8izhg9COe/09P5T3VzGYSDb30Jl7jeYpFn19WYyywvZntRex7H7n7xEqZCyjDg8DJZnYasR52ovKtw2pcStTEf9iiFae5xNXl7EaMsz7+QJT/KTP7E/HcdUViGW3l7gekfA8CvzKz3xIn0QOIGtJ5Y4Efm9lPiTs1s9y93B2oqrn7PDM7hni+2BG4kzhGrEnU6n/L3S+v52irLqe7z7FojewBYLSZXUFcSH1FnMAflLJ+UW74nHuJ7Waoma1FHD/2Jq6Yz85cWZZqnl+aAuw3xB3CSheYXwMPpf1+eeB3xLH1LwAWrWBtQazHGuI1tdOIWPVGuRFmF0BdtcUGU77W8bm5tB4p/bC6xpny70HsoNOIhf1hWoDfy+XLv0d7LxXeoy0zjYnkakqm9KNTWReqgZzp34a4rfkKcfvhs/T/H1hQo600vz8rM3xb4Ari9ug3+eVXoZyL1AJN/f5D3BpbLnXvRLwSMJuofn5shXW0L7EjfJVfL2nZjySC9mzittdQYIPUf0+iIkfpncBJxHt7a1WzrbDgmels4kD+u/xyJp7BX8qCd1WnEs/Qj692ORIVqubXLE5ppRrJ5dZ7nevVF9RCHMyC922nEycNg1lQI7o/ZWqosuB9wR5V7APt0rZYOoEqvbN7DZn3vSn/DusVVHiPtq79kjiheZIFr0QNy62/RWrL17MMg+uY7+WIdyCnEQfWfxFvEyw0bKXyEHcDJubSNmPxvEd7RoVhVyVeO3s3LZ8PiSuvX2byrEDUrJ+W1vc9xMmWk6mpT1wh3U5UPnIWfY92u9y0F6n9W6m8xKOTB4hHc3PS9vYPYMtMnmeJCqL5efwAuKquctaxjNck9rexafubQxx//g5sm8tbthyp3yrAVdTyHm3Kt2naLmYQx9lfUbnW8Zlpm5ucyvUYsFFu2f2TiBul9/BvJr1CWttPn8kTEZFWK90ung2c6e7nFjGNpa4NWRERkZZEgVZERKRAunUsIiJSIF3RioiIFGixv96zpFhttdW8R48ezV0MyXszver77fq0WCcii8uLL774kbt3ae5ytCQKtBX06NGDUaPq9eqrLA79+8ffxx5rzlKISAVm9m7duVoX3ToWEREpkAKtiIhIgRRoRURECqRntCJSp6+++oqamhrmzCn6Iy+ypOjQoQPdu3enXbv8l+8kT4FWROoXpiJyAAAgAElEQVRUU1PDiiuuSI8ePTCr9A1vaS3cnY8//piamhrWXbcxXzhsHXTrWETqNGfOHFZddVUFWQHAzFh11VV1h6NKCrQiUhUFWcnS9lA9BVoREZECtehAa2YdzOx5M3vFzF43s3NS+rpm9pyZjTezW81s2ZTePnVPSP17ZMZ1akp/08wGNM8ciUhD1dTUsM8++9CrVy969uzJcccdx5dffgnAsGHDOOaYYxo9jWHDhtGlSxf69u1Lr169GDBgAE8//fT8/meddRaPPPIIAE8++SQbbrghffr0Yfbs2Zx00klsuOGGnHTSSY0uB8B1111Hr1696NWrF9ddd13ZPLfffjsbbrghbdq0WaiBnYkTJ7LccsvRp08f+vTpwy9+8Yv5/W6++WY23nhjNtlkEwYOHMhHH30EwMknn8wmm2zCj3/84/l5b7jhBi677LImmZ/WrKVXhpoL7OTuM8ysHfCUmT0A/Aa41N1vMbOrgJ8SH5L+KfCJu69nZoOAC4GDzGwDYBCwIbAW8IiZre/u85pjpmTp0OOU+5pluhMv2LNZptuc3J3999+fo446invvvZd58+Zx5JFHcvrpp3PRRRc16bQOOuggLr/8cgBGjhzJ/vvvz8iRI+nduzdDhgyZn++mm27ixBNP5PDDDwfgr3/9K9OmTaN9+/aNLsP06dM555xzGDVqFGbG5ptvzt57702nTp0WyrfRRhtx11138fOf/3yRcfTs2ZPRo0cvlPb1119z3HHHMXbsWFZbbTV++9vfcvnll/PrX/+ap59+mldffZWDDz6YMWPGsN566zFs2DAefPDBRs9Pa9eir2g9zEid7dLPgZ2AO1L6dcC+6f99Ujep/84WDxL2AW5x97nu/g4wAdhyMcyCiDSBf//733To0GF+UGvbti2XXnopQ4cOZdasWQBMmjSJgQMH8u1vf5tzzjkHgJkzZ7Lnnnuy6aabstFGG3HrrbfWa7o77rgjRx55JFdffTUAhx12GHfccQfXXHMNt912G0OGDOHggw9m7733ZubMmWy11Vb1nkY5Dz30ELvuuiudO3emU6dO7LrrrmUDXu/evfl2Pdr9dnfcnZkzZ+LufP7556y11lq0adOGL7/8Endn9uzZtGvXjosuuohjjz1Wr+80gZZ+RYuZtQVeBNYDrgD+C3zq7l+nLDVAt/R/N2ASgLt/bWafAaum9Gczo80OIyL1cfzxkLtSarQ+feBPf6rY+/XXX2fzzTdfKG2llVZinXXWYcKECQA8//zzvPbaa3Ts2JEtttiCPffck3fffZe11lqL++6Luw+fffZZvYu22Wab8de//nWhtJ/97Gc89dRT7LXXXhx44IEArLDCCotcQZbTp0+fOvO9//77rL322vO7u3fvzvvvv1+vcr/zzjv07duXlVZaiXPPPZftt9+edu3aceWVV7Lxxhuz/PLL06tXL6644gratm3LAQccQN++fdl5551ZeeWVeeGFFzjrrLPqNU0pr0Vf0QK4+zx37wN0J65Ce5fLlv6WqwbntaQvxMyONLNRZjZq2rRpDS2yiDQxdy9byzWbvuuuu7Lqqquy3HLLsf/++/PUU0+x8cYb88gjj3DyySfz5JNPsvLKKzdo2k2pmmBcbpr1qeXbtWtX3nvvPV5++WUuueQSfvjDH/L555/z1VdfceWVV/Lyyy8zefJkNtlkE37/+98D8Nvf/pbRo0dz8cUXc+aZZzJkyBCuueYafvCDH3DuuedWP4OyiBZ/RVvi7p+a2WPA1sAqZrZMuqrtDkxO2WqAtYEaM1sGWBmYnkkvyQ6TncbVwNUA/fr1a9q9S2RpUcuVZ1E23HBD7rzzzoXSPv/8cyZNmkTPnj158cUXFwlEZsb666/Piy++yP3338+pp57KbrvtVu+rtJdffpnevcud3zed5557bv5z1iFDhtC9e3cey3yhqqamhv6lL1dVoX379vOfFW+++eb07NmTt956a34A79mzJwA/+MEPuOCCCxYa9uWXXwZg/fXX57jjjuOJJ55g0KBBjB8/nl69ejV0Flu1Fn1Fa2ZdzGyV9P9ywC7AOGAkcGDKdihwb/p/eOom9f+3x5Y1HBiUaiWvC/QCnl88cyEijbXzzjsza9Ysrr/+egDmzZvHCSecwGGHHUbHjh0BGDFiBNOnT2f27Nncc889bLvttkyePJmOHTtyyCGHcOKJJ/LSSy/Va7qPP/44V199NUcccUSTz1PWVlttxejRoxk9ejR77703AwYM4OGHH+aTTz7hk08+4eGHH2bAgOpflpg2bRrz5kVdz7fffpvx48fzrW99i27dujF27FhKd+xGjBixyElE6Wr2q6++mj+ONm3azH8WLvXXogMt0BUYaWavAi8AI9z9X8DJwG/MbALxDPbalP9aYNWU/hvgFAB3fx24DRgLPAgcrRrHIksOM+Puu+/m9ttvp1evXqy//vp06NCB888/f36e7bbbjh/96Ef06dOHAw44gH79+jFmzBi23HJL+vTpw3nnnccZZ5wBxGs6w4cPLzutW2+9lT59+rD++utz/vnnc+edd9b7inb48OEVr5z79OlT5/CdO3fmzDPPZIsttmCLLbbgrLPOonPnzkA8Hy69ynP33XfTvXt3nnnmGfbcc8/5wfiJJ55gk002YdNNN+XAAw/kqquuonPnzqy11lqcffbZ7LDDDmyyySaMHj2a0047bf5077nnHrbYYgvWWmstVlllFbbZZhs23nhjzIxNN920XstAFrCmfv6wtOjXr5/rw+8tUAv68Htrer1n3Lhxhd8+lSVPue3CzF50937NVKQWqaVf0YqIiCzRFGhFREQKpEArIlXRYybJ0vZQPQVaEalThw4d+Pjjj3VwFWDB92g7dOjQ3EVZIiwx79GKSPPp3r07NTU1qCEXKenQoQPdu3dv7mIsERRoRaRO7dq1Y911123uYogskXTrWEREpEAKtCIiIgVSoBURESmQAq2IiEiBFGhFREQKpEArIiJSIAVaERGRAinQioiIFEiBVkREpEAKtCIiIgVSoBURESmQAq2IiEiBFGhFREQKpEArIiJSIAVaERGRAinQioiIFEiBVkREpEAKtCIiIgVSoBURESlQiw20Zra2mY00s3Fm9rqZHZfSB5vZ+2Y2Ov32yAxzqplNMLM3zWxAJn1gSptgZqc0x/yIiEjrtExzF6AWXwMnuPtLZrYi8KKZjUj9LnX3P2Yzm9kGwCBgQ2At4BEzWz/1vgLYFagBXjCz4e4+drHMhYiItGotNtC6+xRgSvr/CzMbB3SrZZB9gFvcfS7wjplNALZM/Sa4+9sAZnZLyqtAKyIihWuxt46zzKwH0Bd4LiUdY2avmtlQM+uU0roBkzKD1aS0SukiIiKFa/GB1sxWAO4Ejnf3z4ErgZ5AH+KK9+JS1jKDey3p5aZ1pJmNMrNR06ZNa3TZRUREWnSgNbN2RJC9yd3vAnD3D919nrt/A/yNBbeHa4C1M4N3BybXkr4Id7/a3fu5e78uXbo07cyIiEir1GIDrZkZcC0wzt0vyaR3zWTbD3gt/T8cGGRm7c1sXaAX8DzwAtDLzNY1s2WJClPDF8c8iIiItNjKUMC2wI+AMWY2OqWdBvyvmfUhbv9OBH4O4O6vm9ltRCWnr4Gj3X0egJkdAzwEtAWGuvvri3NGRESk9Wqxgdbdn6L889X7axnmPOC8Mun31zaciIhIUVrsrWMREZGlgQKtiIhIgRRoRURECqRAKyIiUiAFWhERkQIp0IqIiBRIgVZERKRACrQiIiIFarENVohIeT1Oua/Zpj3xgj2bbdoiSypd0YqIiBRIgVZERKRACrQiIiIFUqAVEREpkAKtiIhIgRRoRURECqTXe2SJ1pyvuoiIVENXtCIiIgVSoBURESmQAq2IiEiBFGhFREQKpEArIiJSIAVaERGRAinQioiIFEiBVkREpEAKtCIiIgVqsYHWzNY2s5FmNs7MXjez41J6ZzMbYWbj099OKd3M7M9mNsHMXjWzzTLjOjTlH29mhzbXPImISOvTYgMt8DVwgrv3BrYGjjazDYBTgEfdvRfwaOoG2B3olX5HAldCBGbgbGArYEvg7FJwFhERKVqLDbTuPsXdX0r/fwGMA7oB+wDXpWzXAfum//cBrvfwLLCKmXUFBgAj3H26u38CjAAGLsZZERGRVqzFBtosM+sB9AWeA9Zw9ykQwRhYPWXrBkzKDFaT0iqli4iIFK7FB1ozWwG4Ezje3T+vLWuZNK8lvdy0jjSzUWY2atq0afUvrIiISE6LDrRm1o4Isje5+10p+cN0S5j0d2pKrwHWzgzeHZhcS/oi3P1qd+/n7v26dOnSdDMiIiKtVosNtGZmwLXAOHe/JNNrOFCqOXwocG8m/cep9vHWwGfp1vJDwG5m1ilVgtotpYmIiBSuJX/4fVvgR8AYMxud0k4DLgBuM7OfAu8B30/97gf2ACYAs4DDAdx9upn9Dngh5Rvi7tMXzyyIiEhr12IDrbs/RfnnqwA7l8nvwNEVxjUUGNp0pRMREalOi711LCIisjRQoBURESmQAq2IiEiBCgu0ZraDmS3yDNjMljGzHYqaroiISEtS5BXtSKBzmfSVUz8REZGlXpGB1ijfAtOqwMwCpysiItJiNPnrPWY2PP3rwI1mNjfTuy2wEfB0U09XRESkJSriPdqP018DPgFmZ/p9CTwF/K2A6YqIiLQ4TR5o3f1wADObCPzR3XWbWEREWq3CWoZy93OKGreIiMiSorBAa2adgfOI5hJXJ1fxyt1XKmraIiIiLUWRbR1fS3ys/Wris3RlvwErIiKyNCsy0O4M7OruzxU4DRERkRatyPdopwIzChy/iIhIi1dkoD0dGGJmKxQ4DRERkRatyFvHZwA9gKlm9i7wVbanu29S4LRFRERahCID7R0FjltERGSJoPdoRURECqTv0YqIiBSoyAYrvqCWd2fVYIWIiLQGRT6jPSbX3Y5owOIAosUoERGRpV6Rz2ivK5duZi8RjVn8pahpi4iItBTN8Yx2JPC9ZpiuiIjIYtccgXYQ8FEzTFdERGSxK7Iy1BgWrgxlwBpAZ+CooqYrIiLSkizOBiu+AaYBj7n7G9WMwMyGAnsBU919o5Q2GDgijQvgNHe/P/U7FfgpMA841t0fSukDgcuAtsA17n5BI+ZLRESkai29wYphwOXA9bn0S939j9kEM9uAuC29IbAW8IiZrZ96XwHsCtQAL5jZcHcf2wTlExERqVWRV7QAmNlOwAbEbeTX3f2xaod19yfMrEeV2fcBbnH3ucA7ZjYB2DL1m+Dub6fy3JLyKtCKiEjhinxG2w24G9ic+PA7wFpmNgrYz90nVxy4bseY2Y+BUcAJ7v4J0A14NpOnJqUBTMqlb9WIaYuIiFStyFrHfyaela7n7mu7+9pAr5T250aM90qgJ9AHmAJcnNKtTF6vJX0RZnakmY0ys1HTpk0rl0VERKReigy0uwJHu/s7pYR0+/bY1K9B3P1Dd5/n7t8Af2PB7eEaYO1M1u7ElXSl9HLjvtrd+7l7vy5dujS0iCIiIvM1x3u03zRmYDPrmuncD3gt/T8cGGRm7c1sXeLq+XngBaCXma1rZssSFaaGN6YMIiIi1SqyMtSjwJ/N7H/dfRKAma1DvGbzaDUjMLObgf7AamZWA5wN9DezPsTt34nAzwHc/XUzu42o5PQ1cTU9L43nGOAh4vWeoe7+elPNpIiISG2KDLTHAvcCb5vZZCIwdgNeTf3q5O7/Wyb52lryn0eZDxak92zvr2aaIiIiTanI92gnAZuZ2a7Ad4hKSWPd/ZGipikiItLSNPkzWjPb3cwmmtnKAO4+wt3/4u5/JhqLmGhmuzX1dEVERFqiIipDHQNc5O6f5XuktAuB4wqYroiISItTRKDdBKjt9vC/gU0LmK6IiEiLU0Sg7ULtr/A4sGoB0xUREWlxigi0NcRVbSWbAO8XMF0REZEWp4hAex/wOzNbLt/DzDoCQ1IeERGRpV4Rr/ecBxwIjDezvwClb8/2JipKGXB+AdMVERFpcZo80Lr7VDP7LtH4//ksaNTfidaZfunuHzb1dEVERFqiQhqscPd3gT3MrBOwHhFsx6fP2YmIiLQahX74PQXWF4qchoiISEvWHF/vERERaTUUaEVERAqkQCsiIlIgBVoREZECKdCKiIgUSIFWRESkQAq0IiIiBVKgFRERKZACrYiISIEUaEVERAqkQCsiIlIgBVoREZECKdCKiIgUqNCv94jI0qXHKfc1y3QnXrBns0xXpCm06CtaMxtqZlPN7LVMWmczG2Fm49PfTindzOzPZjbBzF41s80ywxya8o83s0ObY15ERKR1atGBFhgGDMylnQI86u69gEdTN8DuQK/0OxK4EiIwA2cDWwFbAmeXgrOIiEjRWnSgdfcngOm55H2A69L/1wH7ZtKv9/AssIqZdQUGACPcfXr6EP0IFg3eIiIihWjRgbaCNdx9CkD6u3pK7wZMyuSrSWmV0kVERAq3JAbaSqxMmteSvugIzI40s1FmNmratGlNWjgREWmdlsRA+2G6JUz6OzWl1wBrZ/J1BybXkr4Id7/a3fu5e78uXbo0ecFFRKT1WRID7XCgVHP4UODeTPqPU+3jrYHP0q3lh4DdzKxTqgS1W0oTEREpXIt+j9bMbgb6A6uZWQ1Re/gC4DYz+ynwHvD9lP1+YA9gAjALOBzA3aeb2e+AF1K+Ie6er2AlIiJSiBYdaN39fyv02rlMXgeOrjCeocDQJiyaiIhIVZbEW8ciIiJLDAVaERGRAinQioiIFKhFP6OVJcfiamz+lrc/BmBQMzVuLyJSX7qiFRERKZACrYiISIEUaEVERAqkQCsiIlIgBVoREZECKdCKiIgUSIFWRESkQAq0IiIiBVKgFRERKZACrYiISIEUaEVERAqkQCsiIlIgBVoREZECKdCKiIgUSIFWRESkQAq0IiIiBVKgFRERKZACrYiISIEUaEVERAqkQCsiIlIgBVoREZECLbGB1swmmtkYMxttZqNSWmczG2Fm49PfTindzOzPZjbBzF41s82at/QiItJaLLGBNtnR3fu4e7/UfQrwqLv3Ah5N3QC7A73S70jgysVeUhERaZWW9ECbtw9wXfr/OmDfTPr1Hp4FVjGzrs1RQBERaV2W5EDrwMNm9qKZHZnS1nD3KQDp7+opvRswKTNsTUoTEREp1DLNXYBG2NbdJ5vZ6sAIM3ujlrxWJs0XyRQB+0iAddZZp2lKKSIirdoSe0Xr7pPT36nA3cCWwIelW8Lp79SUvQZYOzN4d2BymXFe7e793L1fly5diiy+iIi0EktkoDWz5c1sxdL/wG7Aa8Bw4NCU7VDg3vT/cODHqfbx1sBnpVvMIiIiRVpSbx2vAdxtZhDz8A93f9DMXgBuM7OfAu8B30/57wf2ACYAs4DDF3+RRUSkNVoiA627vw1sWib9Y2DnMukOHL0YiiYiIrKQJfLWsYiIyJJCgVZERKRACrQiIiIFUqAVEREpkAKtiIhIgRRoRURECqRAKyIiUiAFWhERkQIp0IqIiBRIgVZERKRACrQiIiIFUqAVEREp0BL5UQERaV16nHJfs0x34gV7Nst0ZemiK1oREZECKdCKiIgUSIFWRESkQAq0IiIiBVJlqKVIc1UYERGRynRFKyIiUiAFWhERkQIp0IqIiBRIgVZERKRACrQiIiIFUqAVEREpkAKtiIhIgVpNoDWzgWb2pplNMLNTmrs8IiLSOrSKBivMrC1wBbArUAO8YGbD3X1s85ZMRFqy5mwERl8OWnq0ikALbAlMcPe3AczsFmAfoJBAqxaaRESkpLXcOu4GTMp016Q0ERGRQrWWK1ork+aLZDI7Ejgydc4wszcLLNNqwEcFjn9JUO9lsE3pnwv3avLCNBNtB0HLIbcM7MJmLEnj/L/mLkBL01oCbQ2wdqa7OzA5n8ndrwauXhwFMrNR7t5vcUyrpdIy0DIo0XLQMliatZZbxy8AvcxsXTNbFhgEDG/mMomISCvQKq5o3f1rMzsGeAhoCwx199ebuVgiItIKtIpAC+Du9wP3N3c5MhbLLeoWTstAy6BEy0HLYKll7ovUCRIREZEm0lqe0YqIiDQLBdomZGadzWyEmY1PfztVyHdoyjPezA7NpG9uZmNSM5F/NjPLDXeimbmZrVb0vDRGUcvBzC4yszfM7FUzu9vMVllc81Stupr6NLP2ZnZr6v+cmfXI9Ds1pb9pZgOqHWdL09TLwMzWNrORZjbOzF43s+MW39w0XBHbQurX1sxeNrN/FT8X0iTcXb8m+gF/AE5J/58CXFgmT2fg7fS3U/q/U+r3PPGqqAEPALtnhlubqMz1LrBac89rcywHYDdgmfT/heXG28zz3Rb4L/AtYFngFWCDXJ5fAlel/wcBt6b/N0j52wPrpvG0rWacLelX0DLoCmyW8qwIvNWSl0FRyyEz3G+AfwD/au751K+6n65om9Y+wHXp/+uAfcvkGQCMcPfp7v4JMAIYaGZdgZXc/RmPven63PCXAr+lTEMbLVAhy8HdH3b3r9PwzxLvQ7ck85v6dPcvgVJTn1nZZXMHsHO6Yt8HuMXd57r7O8CENL5qxtmSNPkycPcp7v4SgLt/AYyj5bfsVsS2gJl1B/YErlkM8yBNRIG2aa3h7lMA0t/Vy+Sp1Bxkt/R/Ph0z2xt4391fKaLQBShkOeT8hLjabUmqaepzfp500vAZsGotwy5pzYcWsQzmS7dX+wLPNWGZi1DUcvgTccL9TdMXWYrSal7vaSpm9giwZplep1c7ijJpXindzDqmce9W5fgXi8W9HHLTPh34GripymktLtU09Vnf+S53MtyS72oUsQxiILMVgDuB49398waXcPFo8uVgZnsBU939RTPr38jyyWKkQFtP7r5LpX5m9qGZdXX3KekW6NQy2WqA/pnu7sBjKb17Ln0y0JN4TvNKqhPUHXjJzLZ09w8aMSuN0gzLoTTuQ4G9gJ3TreWWpJqmPkt5asxsGWBlYHodw9bZfGgLUsgyMLN2RJC9yd3vKqboTaqI5bA3sLeZ7QF0AFYysxvd/ZBiZkGaTHM/JF6afsBFLFwJ6A9l8nQG3iEqAHVK/3dO/V4AtmZBJaA9ygw/kZZfGaqQ5QAMJD5t2KW557HCfC9DVOpalwUVYDbM5TmahSvA3Jb+35CFK8C8TVSoqXOcLelX0DIw4ln9n5p7/ppzOeSG7Y8qQy0xv2YvwNL0I56vPAqMT39LgaMfcE0m30+ICg4TgMMz6f2A14hahpeTGhTJTWNJCLSFLIeUbxIwOv2uau55LTPvexC1Yv8LnJ7ShgB7p/87ALeneXke+FZm2NPTcG+ycI3zRcbZkn9NvQyA7Yhbqq9m1v0iJ6Et7VfEtpDpr0C7BP3UMpSIiEiBVOtYRESkQAq0IiIiBVKgFRERKZACrYiISIEUaEVERAqkQCuFMrPHzOzyTHdHM7vDzD5LXyLqUS6t+UpcjDSfbmb9mrssIrJ4KdBKvZnZsBQ03My+MrOp6TNmR6cWfLL2B07NdP8E2IF4N7Ir8V5subSlzSRi3kY3dkRm1tPMrjWzSWY218wmphOV7za+mMWrz0lHZjtzM5thZq+Y2WENmOZCJ3wii5MCrTTUI0Tg6EG0w/xP4BzgSTNbvpTJ4+s8X2SGWw8Y5+5j3P0Dd59XIa3eygT5FsPd56V5+7ru3JWl4PQS0XrQL4lPqu0NvAj8pdEFLZiZLduAwY4gtrVNgVuBv+e/0SrSojV3ixn6LXk/YBhlWqUBNgK+BM7JpD0GXJ753zO/x8qlpbzLEt+crQFmEs0yDsiMt3/KvwfRqs6XwF6p3/eIwDOHaNrxPGDZzLATgTOAvwKfp2mclJuXlYArgSlpPOOAgzL9vws8DswC3k95V6plmfVI5e2XK//OxJdoZgGjSN9drTAOI1rMeplck3yp/yqZ/zcmToZmE+3nDgNWzq9D4LhU/k+AvwMdU/+fAx+Svv+bGe4fwL2Z7mqW9WBgKPAp0RKSU2adV5hnBw7MpX0MXJzpXhW4Oa3H2cDrLNzS2LAy0+yR+m0A3Ad8QbTJfTOwZm45Ppq2ky+IphF3bO59UL8l69fsBdBvyftRIdCmfsOB1zLdj7Eg0HZOB9yniS//dC6XlvLeRHxzdgfi49nHEMF009S/FKjGEFfU3wK6EN+5/Rw4nPggw45EM3Z/zJRpYjpYH0NcTf8qjWub1N+A/xDtKg9M494d2C/13xiYAZwA9AK2Ap4B7qhlmfWgfKB9PpXxO8BDREBfpOnNNEzfNMwP61g/HYngeU8q6/8QTQHemVuHnwF/A3qnZfgpcGrq3wmYCwzMDLM8cdLz/dRd7bL+nPi023ppeW2R5mNAdp1XmJf5gZZo9/gHKe2CTJ5uwElAn7Sujkzbys6p/8rE9jU0TW9NFnxQ/iPihK43sAlxZ+Z5oE0adgxwY1o/6wH7lbYT/fSr9tfsBdBvyftRe6C9AJiV6X6MFGhT9+XkrmDyaemg/Q2wTi7fPcD/pf9LgeqAXJ4ngDNzafsSgbHU5OhE4OZcnvHAGen/XdP0e1eYx+uBa3NpfVJ5Vq8wTA/KB9rsVfq2Ka17hXGUgkzfOtbPEUQQXTGTVpreepl1OInMFSsRdB/JdN8N3JDpPiSNt0M9l/U/a1sWdcyLE1epM4hPIzoRHNerY7hbWLhd7YW2w5Q2BHg0l9YpTWPL1P05cGhz7Gf6LT0/fSZPmprR+O+lbpbGMzZ9GrCkPfDvXN5Rue7NgS3N7ORMWhtgOeJKZkpKezU33GQWfKC+LzDF3cdVKN/mwHpmdlAmrVTQnpT/LGAl2XKUPqO2OnEbNK/cd0rL6Q286gs/G3+aOHnYgGjEHmCsL/zMeDJxdV5yIzDMzDq6+yzgYOKqfU7qX+2yzq+j+joJeJD4dNwlwEXuXpoHzKwt8SDcXYwAAAN3SURBVJWog4ir2/bEo4fH6hjv5sAOZjajTL+exJXtJcA16fOMjxJ3Bd5o1NxIq6NAK01tA+KzXo3RhgjWWwBf5frNznXPLDPsOcSzwLxpmf/z43UWVA6sK6C1Aa4BLi3T7/06hs3LlqN0glKpkuJb6W9v4jltJbWd7GTTa1sGEM9wvwb2MbNHgV2IW8wl1S7r/Dqqrw9SYJ1gZt8nvsf8UibgnUjcxj+OuNU7AzifBSdOlbQhns+eWKbfhwDuPtjMbiIeHQwAzjazX7j70EbOk7QiCrTSZMxsI+KZ5rmNHNXLRLBY091H1nPYl4DvZK94GuAloKuZ9a5wVfsS8W3RxkyjIUYTz41PMrNbPVc728xWcfdPU56fmNmKmava7xKBpdJV+iLcfa6Z3UFcya4GfEBUACtp6LL+Mv1tW8/hcPcJZnYX8AeitjXEa2H/dPcbACxug6xPPHPOTjM/vZeI2/Hvunv+pCM7zfHEo4U/m9mVwM+I570iVdHrPdJQ7c1sTTNby8w2NbPfELfqXgT+2JgRu/tbRGWoYWZ2oJl9y8z6mdmJZrZ/HYMPAX5oZkPMbCMz+04axx/qUYRHiZrAd5rZADNb18x2NbN9U/8LiVumV5lZXzNbz8z2MrO/1ntm68HdnQUVj/6TptnTzDY2s98StYwhlt1M4PrUbweihvVdDQiKNxJXcr8A/uHu32T6NXRZTyXuTAwwszXMbOV6luliYC8z2zJ1vwXsbGbbmdl3iGf+6+aGmUissx5mtpqZtQGuICpK3WpmW6XtbBczu9rMVjSz5czsCjPrn4bbigjqY+tZXmnlFGiloXYhnsG9RwSmvYnbiDu4e2NvFUIElL8TVy5vELcxdwDerW0gd38I2JOoAft8+p2SylmVFEx2J2oe30hcBV5GPPfD3V9NZelBXOG9AvyedLuxSO7+PPFscRxwVfp7H7AlUYua9Dx1APGK0vPAvUSt6J80YJJPELfDNyCWRbYsDVrW6bnwscSV4eRUvqq5+xjipKJ05+TcNO0HUnlnEicbWX8krmrHEre113H3yUQFtG+IZ8CvE8F3bvrNIypHXUfUpr6bWI6/qU95RfThdxERkQLpilZERKRACrQiIiIFUqAVEREpkAKtiIhIgRRoRURECqRAKyIiUiAFWhERkQIp0IqIiBRIgVZERKRA/x8YTj5tIrRM/gAAAABJRU5ErkJggg==
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<h3 id="4.-Two-sample-Z-test">4. Two-sample Z-test<a class="anchor-link" href="#4.-Two-sample-Z-test">&#182;</a></h3><p>In an attempt to reproduce the results from the previous analysis, a two-sample Z-test was performed with the method <code>statsmodels.stats.proportion.proportions_ztest()</code>, the documentation for which is available <a href="https://www.statsmodels.org/dev/generated/statsmodels.stats.proportion.proportions_ztest.html">here</a>. This method requires for each of the two samples, the size of the sample or the number of users who received each page and the number of successes or the number of conversions for each page.</p>
<ul>
<li>The size of each sample was computed earlier in <strong>Sampling Distribution of Differences in Convert Rates</strong>. <code>n_old</code> and <code>n_new</code> refer to the number of rows associated with the old page and new pages, respectively.</li>
<li>The number of conversions for the old page and the new page are computed below and stored in <code>convert_old</code> and <code>convert_new</code>.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">statsmodels.stats</span> <span class="k">import</span> <span class="n">proportion</span>

<span class="c1"># number of conversions for each page</span>
<span class="n">convert_old</span> <span class="o">=</span> <span class="p">(</span><span class="n">df2</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;landing_page == &quot;old_page&quot;&#39;</span><span class="p">)[</span><span class="s1">&#39;converted&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="c1"># old page</span>
<span class="n">convert_new</span> <span class="o">=</span> <span class="p">(</span><span class="n">df2</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;landing_page == &quot;new_page&quot;&#39;</span><span class="p">)[</span><span class="s1">&#39;converted&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="c1"># new page</span>
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<p>Because the alternative hypothesis was defined as $p_{new} - p_{old} &gt; 0$, the first elements specified in the <code>count</code> and <code>nobs</code> arguments correspond to the users with the new page whereas the second elements in these two arguments correspond to the users with the old page.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># z-score and p-value from z-test</span>
<span class="n">zscore</span><span class="p">,</span> <span class="n">pval</span> <span class="o">=</span> <span class="n">proportion</span><span class="o">.</span><span class="n">proportions_ztest</span><span class="p">(</span><span class="n">count</span> <span class="o">=</span> <span class="p">[</span><span class="n">convert_new</span><span class="p">,</span> <span class="n">convert_old</span><span class="p">]</span> <span class="c1"># number of conversions</span>
                                            <span class="p">,</span> <span class="n">nobs</span> <span class="o">=</span> <span class="p">[</span><span class="n">n_new</span><span class="p">,</span> <span class="n">n_old</span><span class="p">]</span> <span class="c1"># number of users in each page</span>
                                            <span class="p">,</span> <span class="n">alternative</span> <span class="o">=</span> <span class="s1">&#39;larger&#39;</span><span class="p">)</span>
<span class="n">zscore</span><span class="p">,</span> <span class="n">pval</span>
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<pre>(-1.3109241984234394, 0.9050583127590245)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># z-score and p-value from sampling distribution</span>
<span class="n">z_score</span> <span class="o">=</span> <span class="p">(</span><span class="n">obs_p_diff</span> <span class="o">-</span> <span class="n">p_diffs_mean</span><span class="p">)</span> <span class="o">/</span> <span class="n">p_diffs_std</span>
<span class="n">z_score</span><span class="p">,</span> <span class="n">p_val</span>
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<pre>(-1.3110034357328786, 0.9074)</pre>
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<p>The p-value obtained from the two-sample Z-test and the p-value obtained from the sampling distribution were both approximately 90%. Also, the z-score obtained from the Z-test and the z-score obtained from the sampling distribution were both approximately -1.3. Findings from both approaches indicated that the observed statistic was 1.3 standard deviation below the mean and suggest that the null hypothesis could not be rejected: the conversion rate of the old page must be equal to or larger than the conversion rate of the new page.</p>

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<p><a id='regression'></a></p>
<h2 id="Part-III---Regression-Approach">Part III - Regression Approach<a class="anchor-link" href="#Part-III---Regression-Approach">&#182;</a></h2><h3 id="1.-Conversion-vs.-Landing-Page">1. Conversion vs. Landing Page<a class="anchor-link" href="#1.-Conversion-vs.-Landing-Page">&#182;</a></h3><p>Because the analysis deals with a binary outcome, whether or not the <code>landing_page</code> resulted in a conversion, a logistic regression was also used to analyze the A/B test results. To begin performing this regression, a new column for the <code>intercept</code> was added to the dataframe <code>df2</code>.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># add intercept column</span>
<span class="n">df2</span><span class="p">[</span><span class="s1">&#39;intercept&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">df2</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
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      <th></th>
      <th>user_id</th>
      <th>timestamp</th>
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      <th>landing_page</th>
      <th>converted</th>
      <th>intercept</th>
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      <th>0</th>
      <td>851104</td>
      <td>2017-01-21 22:11:48.556739</td>
      <td>control</td>
      <td>old_page</td>
      <td>0</td>
      <td>1</td>
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      <th>1</th>
      <td>804228</td>
      <td>2017-01-12 08:01:45.159739</td>
      <td>control</td>
      <td>old_page</td>
      <td>0</td>
      <td>1</td>
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<p>For the categorical variable <code>landing_page</code> which will serve as a predictor variable along with the <code>intercept</code> column to predict conversions, a dummy variable called <code>ab_page</code> was created. Values 0 and 1 encode the old page and the new page, respectively. This dummy variable was added to the dataframe <code>df2</code> to create a new dataframe <code>df3</code> for this logistic regression.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># create dummy variable for the landing page</span>
<span class="n">dummy</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">get_dummies</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">df2</span><span class="p">[</span><span class="s1">&#39;landing_page&#39;</span><span class="p">])[</span><span class="s1">&#39;new_page&#39;</span><span class="p">]</span> <span class="c1"># column with 1 for new page and 0 for old page</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># add the dummy column to df2 and create a new dataframe</span>
<span class="n">df3</span> <span class="o">=</span> <span class="n">df2</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">dummy</span><span class="p">)</span>
<span class="n">df3</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;new_page&#39;</span><span class="p">:</span><span class="s1">&#39;ab_page&#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">df3</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">4</span><span class="p">)</span>
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      <th></th>
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      <th>converted</th>
      <th>intercept</th>
      <th>ab_page</th>
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      <th>0</th>
      <td>851104</td>
      <td>2017-01-21 22:11:48.556739</td>
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      <td>0</td>
      <td>1</td>
      <td>0</td>
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      <th>1</th>
      <td>804228</td>
      <td>2017-01-12 08:01:45.159739</td>
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      <td>0</td>
      <td>1</td>
      <td>0</td>
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      <th>2</th>
      <td>661590</td>
      <td>2017-01-11 16:55:06.154213</td>
      <td>treatment</td>
      <td>new_page</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
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      <th>3</th>
      <td>853541</td>
      <td>2017-01-08 18:28:03.143765</td>
      <td>treatment</td>
      <td>new_page</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
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<p>With the <code>statsmodels</code>, the model was instantiated and fit with the two columns <code>intercept</code> and <code>ab_page</code> to predict the value for <code>converted</code>. The summary of this logistic regression is shown and discussed below.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># logistic regression for conversion vs. page</span>
<span class="kn">import</span> <span class="nn">statsmodels.api</span> <span class="k">as</span> <span class="nn">sm</span>

<span class="n">log_mod</span> <span class="o">=</span> <span class="n">sm</span><span class="o">.</span><span class="n">Logit</span><span class="p">(</span><span class="n">df3</span><span class="p">[</span><span class="s1">&#39;converted&#39;</span><span class="p">],</span> <span class="n">df3</span><span class="p">[[</span><span class="s1">&#39;intercept&#39;</span><span class="p">,</span> <span class="s1">&#39;ab_page&#39;</span><span class="p">]])</span>
<span class="n">results</span> <span class="o">=</span> <span class="n">log_mod</span><span class="o">.</span><span class="n">fit</span><span class="p">()</span>
<span class="n">results</span><span class="o">.</span><span class="n">summary</span><span class="p">()</span>
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<pre>Optimization terminated successfully.
         Current function value: 0.366118
         Iterations 6
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<caption>Logit Regression Results</caption>
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  <th>Dep. Variable:</th>     <td>converted</td>    <th>  No. Observations:  </th>   <td>290584</td>   
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  <th>Model:</th>               <td>Logit</td>      <th>  Df Residuals:      </th>   <td>290582</td>   
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  <th>Method:</th>               <td>MLE</td>       <th>  Df Model:          </th>   <td>     1</td>   
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  <th>Date:</th>          <td>Fri, 22 Mar 2019</td> <th>  Pseudo R-squ.:     </th>  <td>8.077e-06</td> 
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  <th>Time:</th>              <td>19:38:07</td>     <th>  Log-Likelihood:    </th> <td>-1.0639e+05</td>
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  <th>converged:</th>           <td>True</td>       <th>  LL-Null:           </th> <td>-1.0639e+05</td>
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  <th> </th>                      <td> </td>        <th>  LLR p-value:       </th>   <td>0.1899</td>   
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      <td></td>         <th>coef</th>     <th>std err</th>      <th>z</th>      <th>P>|z|</th>  <th>[0.025</th>    <th>0.975]</th>  
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  <th>intercept</th> <td>   -1.9888</td> <td>    0.008</td> <td> -246.669</td> <td> 0.000</td> <td>   -2.005</td> <td>   -1.973</td>
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  <th>ab_page</th>   <td>   -0.0150</td> <td>    0.011</td> <td>   -1.311</td> <td> 0.190</td> <td>   -0.037</td> <td>    0.007</td>
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<p>Here, the p-value associated with <code>ab_page</code> is different from the p-values previously obtained from the sampling distribution and the two-sample Z-test because of the discrepancy in the null hypothesis between the linear regression and the other two approaches from <strong>Part II</strong>. This regression aims to provide estimates for the two constants, $\beta_0$ and $\beta_1$, in the model shown below in which $p_i$ and $ab\_page_i$ denote the convert rate and the landing page for the $i$-th observation, respectively.
$$log\frac{p_i}{1-p_i} = \beta_0 + \beta_1 * ab\_page_i$$
Based on this model, the null hypothesis for the logistic regression is that whether a conversion occurs is independent of the landing page and can be quantitatively expressed as the following.
$$\beta_1 = 0$$
Although the p-value associated with <code>ab_page</code> is relatively small, this null hypothesis could not be rejected because this p-value of 19% is larger than the tolerance level of 5%. In fact, the coefficient associated with <code>ab_page</code> indicates that holding all other variables constant, the convert rate for the old page is approximately 1.02 times the convert rate for the new page. In other words, the results from the logistic regression and those from the sampling distribution and the two-sample Z-test all indicate that the company should not implement the new page but keep the current one.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># multiplicative increase in convert rate for old page</span>
<span class="n">beta1</span> <span class="o">=</span> <span class="o">-</span><span class="mf">0.0150</span>
<span class="mi">1</span><span class="o">/</span><span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="n">beta1</span><span class="p">)</span>
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<pre>1.015113064615719</pre>
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<p>This recommendation for the company can also be verified by converting the p-values between two-tail and one-tail tests.</p>
<ul>
<li>In case of the two-tail test, the proportion of extreme values below the expected values from the null is half the p-value from the logistic regression or <code>0.190/2=0.095</code>.</li>
<li>In case of the one-tail test, the proportion of extreme values that were larger than the observed statistic was approximately 91% according to the p-value obatined from sampling values from the null hypothesis.</li>
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<p>The p-value from the two-tail test can be converted to the p-value from the one-tail test by excluding the proportion of extreme values below the expected values from the null, <code>1−0.095 = 0.905</code>, which is approximately 91%. Again, because the p-value from either tests is larger than the tolerance level of 5%, the null hypothesis could not be rejected.</p>

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<p>In addition to the landing page, there may be other factors which influence whether or not an individual converts. Adding these additional factors to the model may be beneficial in that the model may not only be fit more accurately but be generalized to predict outcomes from a new dataset. A potential disadvantage accompanied by this addition is the possibility of any correlation among the predictor variables added to the model to predict the outcome. In such case, interactive terms for the predictor variables which are dependent of each other need to be added, resulting in a more complex model which renders analysis of estimates less intuitive or more challenging.</p>

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<h3 id="2.-Conversion-vs.-Landing-Page-and-Country">2. Conversion vs. Landing Page and Country<a class="anchor-link" href="#2.-Conversion-vs.-Landing-Page-and-Country">&#182;</a></h3><p>To explore the impact of the country where the user lives on the convert rate, data available in <code>countries.csv</code> was added to the previous dataframe <code>df3</code>. No cleaning of the resulting dataframe <code>df_new</code> was necessary besides resetting the index to perform the <code>join()</code> because <code>countries.csv</code> and <code>df3</code> not only have the same number of rows but have the same number of unique users.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># countries dataset</span>
<span class="n">countries_df</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;data/countries.csv&#39;</span><span class="p">)</span>
<span class="n">countries_df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <td>834778</td>
      <td>UK</td>
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      <td>928468</td>
      <td>US</td>
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      <td>UK</td>
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      <th>3</th>
      <td>711597</td>
      <td>UK</td>
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      <th>4</th>
      <td>710616</td>
      <td>UK</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># number of rows in countries_df and df3 is the same</span>
<span class="n">countries_df</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="n">df3</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
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<pre>True</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># number of unique users in countries_df and df3 is the same</span>
<span class="n">countries_df</span><span class="o">.</span><span class="n">user_id</span><span class="o">.</span><span class="n">nunique</span><span class="p">()</span> <span class="o">==</span> <span class="n">df3</span><span class="o">.</span><span class="n">user_id</span><span class="o">.</span><span class="n">nunique</span><span class="p">()</span>
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<pre>True</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># join countries_df and df3</span>
<span class="n">df_new</span> <span class="o">=</span> <span class="n">countries_df</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;user_id&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">df3</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;user_id&#39;</span><span class="p">),</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;inner&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
<span class="n">df_new</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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  <thead>
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      <th></th>
      <th>user_id</th>
      <th>country</th>
      <th>timestamp</th>
      <th>group</th>
      <th>landing_page</th>
      <th>converted</th>
      <th>intercept</th>
      <th>ab_page</th>
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    <tr>
      <th>0</th>
      <td>834778</td>
      <td>UK</td>
      <td>2017-01-14 23:08:43.304998</td>
      <td>control</td>
      <td>old_page</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>928468</td>
      <td>US</td>
      <td>2017-01-23 14:44:16.387854</td>
      <td>treatment</td>
      <td>new_page</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
    </tr>
    <tr>
      <th>2</th>
      <td>822059</td>
      <td>UK</td>
      <td>2017-01-16 14:04:14.719771</td>
      <td>treatment</td>
      <td>new_page</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
    </tr>
    <tr>
      <th>3</th>
      <td>711597</td>
      <td>UK</td>
      <td>2017-01-22 03:14:24.763511</td>
      <td>control</td>
      <td>old_page</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>710616</td>
      <td>UK</td>
      <td>2017-01-16 13:14:44.000513</td>
      <td>treatment</td>
      <td>new_page</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
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<p>To include country to the logistic regression, a dummy variable was added to <code>df_new</code> for each unique value of <code>country</code>. <code>US</code> was selected as the baseline among the three dummy variables.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># unique values for country</span>
<span class="n">df_new</span><span class="o">.</span><span class="n">country</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>US    203619
UK     72466
CA     14499
Name: country, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># create dummy variables</span>
<span class="n">df_new</span><span class="p">[[</span><span class="s1">&#39;CA&#39;</span><span class="p">,</span> <span class="s1">&#39;UK&#39;</span><span class="p">,</span> <span class="s1">&#39;US&#39;</span><span class="p">]]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">get_dummies</span><span class="p">(</span><span class="n">df_new</span><span class="p">[</span><span class="s1">&#39;country&#39;</span><span class="p">])</span>
<span class="n">df_new</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th></th>
      <th>user_id</th>
      <th>country</th>
      <th>timestamp</th>
      <th>group</th>
      <th>landing_page</th>
      <th>converted</th>
      <th>intercept</th>
      <th>ab_page</th>
      <th>CA</th>
      <th>UK</th>
      <th>US</th>
    </tr>
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      <th>0</th>
      <td>834778</td>
      <td>UK</td>
      <td>2017-01-14 23:08:43.304998</td>
      <td>control</td>
      <td>old_page</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
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      <th>1</th>
      <td>928468</td>
      <td>US</td>
      <td>2017-01-23 14:44:16.387854</td>
      <td>treatment</td>
      <td>new_page</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
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      <th>2</th>
      <td>822059</td>
      <td>UK</td>
      <td>2017-01-16 14:04:14.719771</td>
      <td>treatment</td>
      <td>new_page</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
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      <th>3</th>
      <td>711597</td>
      <td>UK</td>
      <td>2017-01-22 03:14:24.763511</td>
      <td>control</td>
      <td>old_page</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
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      <th>4</th>
      <td>710616</td>
      <td>UK</td>
      <td>2017-01-16 13:14:44.000513</td>
      <td>treatment</td>
      <td>new_page</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
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<p>As shown below in the summary of the logistic regression, the pseudo R-squared increased by an order of magnitude with the addition of <code>country</code> to the predictor variables. This change suggests an increase in the capability of this new model to predict the conversion from the predictor variables. Also, the coefficients associated with the three countries show that holding all other variables constant, convert rate increases in the order of <code>CA</code>, <code>US</code>, and <code>UK</code>.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># logistic regression for conversion vs. page, country</span>
<span class="n">log_mod</span> <span class="o">=</span> <span class="n">sm</span><span class="o">.</span><span class="n">Logit</span><span class="p">(</span><span class="n">df_new</span><span class="p">[</span><span class="s1">&#39;converted&#39;</span><span class="p">],</span> <span class="n">df_new</span><span class="p">[[</span><span class="s1">&#39;intercept&#39;</span><span class="p">,</span> <span class="s1">&#39;ab_page&#39;</span><span class="p">,</span> <span class="s1">&#39;CA&#39;</span><span class="p">,</span> <span class="s1">&#39;UK&#39;</span><span class="p">]])</span>
<span class="n">results</span> <span class="o">=</span> <span class="n">log_mod</span><span class="o">.</span><span class="n">fit</span><span class="p">()</span>
<span class="n">results</span><span class="o">.</span><span class="n">summary</span><span class="p">()</span>
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<pre>Optimization terminated successfully.
         Current function value: 0.366113
         Iterations 6
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<table class="simpletable">
<caption>Logit Regression Results</caption>
<tr>
  <th>Dep. Variable:</th>     <td>converted</td>    <th>  No. Observations:  </th>   <td>290584</td>   
</tr>
<tr>
  <th>Model:</th>               <td>Logit</td>      <th>  Df Residuals:      </th>   <td>290580</td>   
</tr>
<tr>
  <th>Method:</th>               <td>MLE</td>       <th>  Df Model:          </th>   <td>     3</td>   
</tr>
<tr>
  <th>Date:</th>          <td>Fri, 22 Mar 2019</td> <th>  Pseudo R-squ.:     </th>  <td>2.323e-05</td> 
</tr>
<tr>
  <th>Time:</th>              <td>19:38:11</td>     <th>  Log-Likelihood:    </th> <td>-1.0639e+05</td>
</tr>
<tr>
  <th>converged:</th>           <td>True</td>       <th>  LL-Null:           </th> <td>-1.0639e+05</td>
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  <th> </th>                      <td> </td>        <th>  LLR p-value:       </th>   <td>0.1760</td>   
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      <td></td>         <th>coef</th>     <th>std err</th>      <th>z</th>      <th>P>|z|</th>  <th>[0.025</th>    <th>0.975]</th>  
</tr>
<tr>
  <th>intercept</th> <td>   -1.9893</td> <td>    0.009</td> <td> -223.763</td> <td> 0.000</td> <td>   -2.007</td> <td>   -1.972</td>
</tr>
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  <th>ab_page</th>   <td>   -0.0149</td> <td>    0.011</td> <td>   -1.307</td> <td> 0.191</td> <td>   -0.037</td> <td>    0.007</td>
</tr>
<tr>
  <th>CA</th>        <td>   -0.0408</td> <td>    0.027</td> <td>   -1.516</td> <td> 0.130</td> <td>   -0.093</td> <td>    0.012</td>
</tr>
<tr>
  <th>UK</th>        <td>    0.0099</td> <td>    0.013</td> <td>    0.743</td> <td> 0.457</td> <td>   -0.016</td> <td>    0.036</td>
</tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="mi">1</span><span class="o">/</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="o">-</span><span class="mf">0.0408</span><span class="p">)),</span> <span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="mf">0.0099</span><span class="p">)</span>
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<pre>(1.0416437559600236, 1.0099491671175422)</pre>
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<h3 id="3.-Interaction-Terms">3. Interaction Terms<a class="anchor-link" href="#3.-Interaction-Terms">&#182;</a></h3><p>To explore the impact of the interaction between page and country on the conversion, two new columns <code>ab_page_CA</code> and <code>ab_page_UK</code>, which represent the interaction terms, were added to <code>df_new</code>.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># add interaction terms to the dataframe</span>
<span class="n">df_new</span><span class="p">[</span><span class="s1">&#39;ab_page_CA&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df_new</span><span class="p">[</span><span class="s1">&#39;ab_page&#39;</span><span class="p">]</span> <span class="o">*</span> <span class="n">df_new</span><span class="p">[</span><span class="s1">&#39;CA&#39;</span><span class="p">]</span>
<span class="n">df_new</span><span class="p">[</span><span class="s1">&#39;ab_page_UK&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df_new</span><span class="p">[</span><span class="s1">&#39;ab_page&#39;</span><span class="p">]</span> <span class="o">*</span> <span class="n">df_new</span><span class="p">[</span><span class="s1">&#39;UK&#39;</span><span class="p">]</span>
<span class="n">df_new</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th></th>
      <th>user_id</th>
      <th>country</th>
      <th>timestamp</th>
      <th>group</th>
      <th>landing_page</th>
      <th>converted</th>
      <th>intercept</th>
      <th>ab_page</th>
      <th>CA</th>
      <th>UK</th>
      <th>US</th>
      <th>ab_page_CA</th>
      <th>ab_page_UK</th>
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      <th>0</th>
      <td>834778</td>
      <td>UK</td>
      <td>2017-01-14 23:08:43.304998</td>
      <td>control</td>
      <td>old_page</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <th>1</th>
      <td>928468</td>
      <td>US</td>
      <td>2017-01-23 14:44:16.387854</td>
      <td>treatment</td>
      <td>new_page</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
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    <tr>
      <th>2</th>
      <td>822059</td>
      <td>UK</td>
      <td>2017-01-16 14:04:14.719771</td>
      <td>treatment</td>
      <td>new_page</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>3</th>
      <td>711597</td>
      <td>UK</td>
      <td>2017-01-22 03:14:24.763511</td>
      <td>control</td>
      <td>old_page</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>710616</td>
      <td>UK</td>
      <td>2017-01-16 13:14:44.000513</td>
      <td>treatment</td>
      <td>new_page</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
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<p>With the addition of the two interaction terms, the pseudo R-square increased from the previous model. However, the magnitude of the increase is less than the increase which resulted from the addition of the country to the predictor variables. In other words, the capability of the model to predict conversion increased with the addition of the two interaction terms but not to a degree that was accomplished by the addition of the country to the logistic regression model.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># logistic regression for conversion vs. page, country, including interaction terms</span>
<span class="n">log_mod</span> <span class="o">=</span> <span class="n">sm</span><span class="o">.</span><span class="n">Logit</span><span class="p">(</span><span class="n">df_new</span><span class="p">[</span><span class="s1">&#39;converted&#39;</span><span class="p">],</span> <span class="n">df_new</span><span class="p">[[</span><span class="s1">&#39;intercept&#39;</span><span class="p">,</span> <span class="s1">&#39;ab_page&#39;</span><span class="p">,</span> <span class="s1">&#39;CA&#39;</span><span class="p">,</span> <span class="s1">&#39;UK&#39;</span><span class="p">,</span> <span class="s1">&#39;ab_page_CA&#39;</span><span class="p">,</span> <span class="s1">&#39;ab_page_UK&#39;</span><span class="p">]])</span>
<span class="n">results</span> <span class="o">=</span> <span class="n">log_mod</span><span class="o">.</span><span class="n">fit</span><span class="p">()</span>
<span class="n">results</span><span class="o">.</span><span class="n">summary</span><span class="p">()</span>
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<pre>Optimization terminated successfully.
         Current function value: 0.366109
         Iterations 6
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<table class="simpletable">
<caption>Logit Regression Results</caption>
<tr>
  <th>Dep. Variable:</th>     <td>converted</td>    <th>  No. Observations:  </th>   <td>290584</td>   
</tr>
<tr>
  <th>Model:</th>               <td>Logit</td>      <th>  Df Residuals:      </th>   <td>290578</td>   
</tr>
<tr>
  <th>Method:</th>               <td>MLE</td>       <th>  Df Model:          </th>   <td>     5</td>   
</tr>
<tr>
  <th>Date:</th>          <td>Fri, 22 Mar 2019</td> <th>  Pseudo R-squ.:     </th>  <td>3.482e-05</td> 
</tr>
<tr>
  <th>Time:</th>              <td>19:38:14</td>     <th>  Log-Likelihood:    </th> <td>-1.0639e+05</td>
</tr>
<tr>
  <th>converged:</th>           <td>True</td>       <th>  LL-Null:           </th> <td>-1.0639e+05</td>
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<tr>
  <th> </th>                      <td> </td>        <th>  LLR p-value:       </th>   <td>0.1920</td>   
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<tr>
       <td></td>         <th>coef</th>     <th>std err</th>      <th>z</th>      <th>P>|z|</th>  <th>[0.025</th>    <th>0.975]</th>  
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  <th>intercept</th>  <td>   -1.9865</td> <td>    0.010</td> <td> -206.344</td> <td> 0.000</td> <td>   -2.005</td> <td>   -1.968</td>
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  <th>ab_page</th>    <td>   -0.0206</td> <td>    0.014</td> <td>   -1.505</td> <td> 0.132</td> <td>   -0.047</td> <td>    0.006</td>
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  <th>CA</th>         <td>   -0.0175</td> <td>    0.038</td> <td>   -0.465</td> <td> 0.642</td> <td>   -0.091</td> <td>    0.056</td>
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  <th>UK</th>         <td>   -0.0057</td> <td>    0.019</td> <td>   -0.306</td> <td> 0.760</td> <td>   -0.043</td> <td>    0.031</td>
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  <th>ab_page_CA</th> <td>   -0.0469</td> <td>    0.054</td> <td>   -0.872</td> <td> 0.383</td> <td>   -0.152</td> <td>    0.059</td>
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  <th>ab_page_UK</th> <td>    0.0314</td> <td>    0.027</td> <td>    1.181</td> <td> 0.238</td> <td>   -0.021</td> <td>    0.084</td>
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<p><a id='conclusions'></a></p>
<h2 id="Conclusions">Conclusions<a class="anchor-link" href="#Conclusions">&#182;</a></h2><p>In this project, sampling distribution, two-sample Z-test, and logistic regressions were used to analyze the A/B tests conducted by the e-commerce company.</p>
<p>The relatively small p-values obtained from both the sampling distribution of the differences in the convert rates between the treatment and the control groups and the two-sample Z-test did not provide enough evidence for rejecting the null hypothesis. In other words, according to the A/B tests, the company was not recommended to implement the new page because the convert rate for the old page was determined to be equal to or larger than the convert rate for the new page. Additional data concerned with the context in which the timestamp of each transaction was recorded or the interpretation of these timestamps would introduce potential improvements to the A/B testing in that outcomes of transactions can be monitored continuously. Findings from a more comprehensive analysis would provide the company with insights into the optimal duration of the A/B testing before the company makes a decision on implementing the new page or keeping the old page.</p>
<p>The logistic regressions did not provide similar p-values as the sampling distribution and the two-sample Z-test because the null and the alternative hypotheses for the logistic regressions were concerned with whether the outcome can be predicted with certain predictor variables. However, conversion of the p-value from the two-tail test to the one-tail test showed that the findings from the logistic regression also supported the null hypothesis. The first model aimed to predict the conversion with the landing page. The second model added country where the users live to the predictor variables of the first model. The third model included interaction terms among the predictor variables from the second model. From the first to the second and the third models, increase in the pseudo R-square suggested an increase in the capability of the model to account for the observed outcome and predict conversion.</p>

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