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<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>lab3-cluster</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>
<style type="text/css">
/*!
*
* Twitter Bootstrap
*
*/
/*!
* Bootstrap v3.3.7 (http://getbootstrap.com)
* Copyright 2011-2016 Twitter, Inc.
* Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
*/
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}
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;
}
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<h1 id="Lab-3-&#8212;-clustering">Lab 3 &#8212; clustering<a class="anchor-link" href="#Lab-3-&#8212;-clustering">&#182;</a></h1>
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<div class="prompt input_prompt">In&nbsp;[1]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">json</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pickle</span>
<span class="kn">from</span> <span class="nn">sklearn.cluster</span> <span class="k">import</span> <span class="n">KMeans</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
<span class="n">plt</span><span class="o">.</span><span class="n">style</span><span class="o">.</span><span class="n">use</span><span class="p">(</span><span class="s2">&quot;ggplot&quot;</span><span class="p">)</span>
</pre></div>
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<h2 id="Exercise-3.11---Clustering-tags">Exercise 3.11 - Clustering tags<a class="anchor-link" href="#Exercise-3.11---Clustering-tags">&#182;</a></h2><p>Load the tag embedding that you created at the end of Exercise 3.2</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s1">&#39;tags_mapped.pickle&#39;</span><span class="p">,</span> <span class="s1">&#39;rb&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">handle</span><span class="p">:</span>
<span class="n">tags_mapped</span> <span class="o">=</span> <span class="n">pickle</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">handle</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s1">&#39;tag_embedding.pickle&#39;</span><span class="p">,</span> <span class="s1">&#39;rb&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">handle</span><span class="p">:</span>
<span class="n">tag_embedding</span> <span class="o">=</span> <span class="n">pickle</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">handle</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span>
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<ul>
<li>Cluster the data using the k-means clustering algorithm. Try k∈{2,...,5}.</li>
</ul>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">models</span><span class="o">=</span><span class="p">[]</span>
<span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">6</span><span class="p">):</span>
<span class="n">kmeans</span> <span class="o">=</span> <span class="n">KMeans</span><span class="p">(</span><span class="n">init</span><span class="o">=</span><span class="s1">&#39;k-means++&#39;</span><span class="p">,</span> <span class="n">n_clusters</span><span class="o">=</span><span class="n">k</span><span class="p">)</span>
<span class="n">kmeans</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">tag_embedding</span><span class="p">)</span>
<span class="n">models</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">kmeans</span><span class="p">)</span>
</pre></div>
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<ul>
<li>Visualize the clusters using an interactive bokeh plot.</li>
</ul>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">bokeh.plotting</span>
<span class="kn">from</span> <span class="nn">bokeh.plotting</span> <span class="k">import</span> <span class="n">figure</span>
<span class="kn">from</span> <span class="nn">bokeh.io</span> <span class="k">import</span> <span class="n">output_file</span>
<span class="kn">from</span> <span class="nn">sklearn</span> <span class="k">import</span> <span class="n">datasets</span>
<span class="k">def</span> <span class="nf">kmeans_bokeh</span><span class="p">(</span><span class="n">kmean</span><span class="p">,</span> <span class="n">first_component</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">second_component</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span><span class="n">center</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
<span class="n">bokeh</span><span class="o">.</span><span class="n">plotting</span><span class="o">.</span><span class="n">output_notebook</span><span class="p">()</span>
<span class="c1">#initialize plot</span>
<span class="n">plot</span> <span class="o">=</span> <span class="n">figure</span><span class="p">(</span><span class="n">width</span><span class="o">=</span><span class="mi">500</span><span class="p">,</span> <span class="n">height</span><span class="o">=</span><span class="mi">500</span><span class="p">,</span> <span class="n">title</span><span class="o">=</span><span class="s1">&#39;K-means clustering on PCA-reduced movies data, &#39;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">kmean</span><span class="o">.</span><span class="n">n_clusters</span><span class="p">)</span><span class="o">+</span><span class="s2">&quot; clusters&quot;</span><span class="p">,</span> <span class="n">x_axis_label</span> <span class="o">=</span> <span class="s2">&quot;Principal Component &quot;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">first_component</span><span class="p">),</span> <span class="n">y_axis_label</span> <span class="o">=</span> <span class="s2">&quot;Principal Component &quot;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">second_component</span><span class="p">))</span>
<span class="c1">#plot centroid - group mean for each group</span>
<span class="n">centroids</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">transpose</span><span class="p">(</span><span class="n">kmean</span><span class="o">.</span><span class="n">cluster_centers_</span><span class="p">)</span>
<span class="n">clus_xs</span> <span class="o">=</span> <span class="n">centroids</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">clus_ys</span> <span class="o">=</span> <span class="n">centroids</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
<span class="n">colors</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;red&quot;</span><span class="p">,</span> <span class="s2">&quot;green&quot;</span><span class="p">,</span> <span class="s2">&quot;blue&quot;</span><span class="p">,</span> <span class="s2">&quot;orange&quot;</span><span class="p">,</span> <span class="s2">&quot;purple&quot;</span><span class="p">]</span>
<span class="k">for</span> <span class="n">label</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">unique</span><span class="p">(</span><span class="n">kmean</span><span class="o">.</span><span class="n">labels_</span><span class="p">):</span>
<span class="n">indices</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">kmean</span><span class="o">.</span><span class="n">labels_</span> <span class="o">==</span> <span class="n">label</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">color</span> <span class="o">=</span> <span class="n">colors</span><span class="p">[</span><span class="n">label</span><span class="p">]</span>
<span class="c1">#get data along components</span>
<span class="n">x_samples</span> <span class="o">=</span> <span class="n">tag_embedding</span><span class="p">[</span><span class="n">indices</span><span class="p">,</span> <span class="n">first_component</span><span class="p">]</span>
<span class="n">y_samples</span> <span class="o">=</span> <span class="n">tag_embedding</span><span class="p">[</span><span class="n">indices</span><span class="p">,</span> <span class="n">second_component</span><span class="p">]</span>
<span class="n">plot</span><span class="o">.</span><span class="n">circle</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">x_samples</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="n">y_samples</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color</span><span class="p">)</span>
<span class="k">if</span> <span class="n">center</span><span class="p">:</span>
<span class="n">plot</span><span class="o">.</span><span class="n">cross</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">clus_xs</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="n">clus_ys</span><span class="p">,</span><span class="n">size</span><span class="o">=</span><span class="mi">17</span><span class="p">,</span><span class="n">line_width</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span><span class="n">angle</span><span class="o">=</span><span class="mf">0.8</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s2">&quot;black&quot;</span><span class="p">)</span>
<span class="n">bokeh</span><span class="o">.</span><span class="n">plotting</span><span class="o">.</span><span class="n">show</span><span class="p">(</span><span class="n">plot</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">kmeans_bokeh</span><span class="p">(</span><span class="n">models</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
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bsOGtfwIVjqAEdgVtAcyXjEDrhYcCtyKx8nbFdQB1Pan3ibV/AD6+SR4pFgUB4J0w+ymRSwCKnvkMTa0VA+aC3azY4eEA/Z9ewmaVbQHl0hCmbFXVAVJbI72meaMAUD2Rrsct7wLB78FwOXXpACt9v8rJmZcBQrIODO+2RwCTfEMPI333Al1ckFbZYXcBdZSj3osdqQH5nQ5A6coFA7/6nU+4gcMDauqUSeWpLwD6TNPmqXjZAqFfVwjIMKsD43iHvyxtTwHiHVqSepG3AbkYTAOpthEDKLAlY+qtiwCOzsXWsyYFAt0kf4Uzmh8DoyiRsWSqLwENxcyCw9X7AY6NwZ1udfUBJcKoOGf5hQEk00JRnNXlAYHbRiL0BEsDOqeEcHvJSQGWfinS6ul5A36kuSl1fc0DsNdYloKsVQL94O2PwxmbA1oJ6T8PWMMCfFT32p6JDwM8GWv5h+XRAOWjiqLzrcEDuxjLkSQWFQJE2vb3w42XAJzgFKGiUckCyKyTodNdaQFIQQJbopYNAwW4VbxoZaEDWgDD2c5NAQJFQga0JnVlAHFNX1uFMVUB/6PJ1eTd0wDQm6G46y4FAOkEUqtVnZcD2PtE2+BAkwPyeaa3HsmNAC9GM0GIIicANgCGxPnN3QKpdGwBtzndAmLDvW+pejMCsNFPC4XZ0wP/f7Blzj1ZAL0H2yyPEg0BICAeg9UNswAyETCBYTnpAVJXZtLTGd0DPi7zufItoQEp2Opv9DXlAT89YF2+uU0BeniytzVhmQI5wHYxOr29AccKcmCD+hsCk0qy/FV9qwKYLyAXQVUzA8vVqUcDzbkBqi5OPVOVwQHECim72H4LA7wAa/TpIV8CB6K5Vnq2DQNqJvOzAil1A97smbsrrUsCeLXBRrbaDQLkh6gki6B1AwSA1XH3HfUBEli/IyQGYwLJ8s5U+p4BAPTd/codzcUAyILhk3ICDQDQpOjj6moVA5y9Wzgi1eUBhjHaQptiSwBSAmwUNqpHA+qEsrog3WMD/QIIWBSuDwKIY4JCBwTbAyWR2w8pEYMA6dKI+iOgpwFRu/MKIS2hARfex2b1ScUD11bGCsN96QCS6hp9r9FXAOile9ViRccBBteCndBJhwOmOXXn68n1AhkmTNzAwe0CnWOrehM1gQFVWhYYOMn9Aa4bBhFeUYMAlu+iXeF9UwNzRhX9SCFrA9I+lYFnMbUCpZIQd39aOwNzhFgF+In1ALffekoUMWcCw6irqG+lgwHRpt4yKP07AWk43CU/og0CbjSQCqfuIwKfBSEmdBYFAPhqz//U3eMD3W5m5RXd6wCjq4e83TXdAuJkdp/peUEBudferEJ+IwFDOwJJxzTZAVnYimxNRM0CZofRbJuCCQBSS7deE7zTAdIHTSTbaJcCLxiyh2sZeQCuum5GupWRASDExJ7OzfUD2TruZUs9owN47FoCYF3BAOmk+WRn1gcCK3xZ5v3JdQJJ0E+wtbINAsOgsefHyX0BPQD2x1FdPwFUfnGi/FAbAz/zh94+1X8Bk7rQX9p6DQP+QkW9jcCRAqubPfh0HNUC8qRC+eql1wGX8NJ3v4XdA0l/W1X07Q8D7YtLznR1SwGykao2isWbAFKFUKzDoekDy4uRmkVN1QKQJ4AIZQGVAczyR7XW3ccDoPYtmUcRpwFMcSnOdzoLAUu+fhciGb8BaHKSGqt0/wK6L/wu/XHHAiILh9Vmrd0DbIlf3qTtVwHqv1D1bJW9AmbAqdevhc0Bb0roDO5pyQJaKeGcr5XhAg1639/9kdkAsK0428dtBQEMjbnPPdpjAwuAUJMQFgMBOGYeKsxE8wHUFChNwbmRAV4PxlpYMcED6QCNTARBdQBKYjJmPznBAFVUVyY/2k8C9+5mQ+hNiQHG/o7iUFnVAqtE/Oe/TUcBhSPktE952QFx1PiamiFlAI0CYIM7NTcA3UR34Zq1wQKyuwCVgX31AMdEmrQqLc0DcdM+pCnSGQGn3beehakxAu9+SMpotaMCTizX7pkprQLXgLfV5FmBA4C6W5OCdY0BCSpZuHV1SQMrgDjqgy3pASINQnurRbUC+uclY3mN5QNeDZSPhXn5AmK9OLe4tWMCHhXbVmGZpQPw8a/SGgGpAmacnpve8eEAPtUrbDHk3wC2l6eW9xljAHIDclZwBhEBmbY49qyx6QGTiodtrPr8//+Uh34csYkAkKIwPwapjQFJWtJI6yXdAgSoBUzdxfUDM6VuTqK+EQC4cwJxSb3tA0qPY2HFIc8AYLmL/h4YRwHdTOpVLaXBAw6nLDwR1gMBq8Ey1DUd4wLJe+oySZiRA0xyLVEZAcECFJpGRxKhowJcWpiDxs2FA8yDPQkunlMA+3RWfO+1owLWkjckILW9AKsqum1XeeUDpWRvxzaxzQOIlcVgFnHFAFAI/POUngED26nHiug5MwIJ/B0abmYFA9MxqZQ5XQMAPBKBcgC93QOnQoewPJ37AC3i0eCH+c0CQw0Zl9vN5QG86kMrmN31ADCW9GjHMdUABSU13r1t5QBvz6mNkX3XAPUd64S3AZUBsHeFnNSdvQMWPGOmd2X3AesBsBV3Zc0BJg2Y3w4D9P6j0kp6ZXmpA+zV7MF5TgEBw7TP2wb9qwIB/KPT1xXDAwTt217IIZ8Dj9T1CB7VCQDwZ9LaAIGZAXGFHj20cVUChS3PKcQh+QGiqb6KrGU5A7Srorir9fkBKlWdUmBZ9QDgm20njEWtA5wE4AOTcgkBBaW8EvsJ3QK9U5JTF7WZA3MM8RKibbkDrQdPkBexjQBfkuciKzmNAa2zS3gqZZkCX1mVulSRXQHF3R5W4dHRAbhNXj++7aUDt8QbEeChEQEdd9Jx/x1NAPIDBoDROfUAGok+LUhdnQNg74XNUGkLAZbD+Jtz4ccAoOpDH13J2wB792ot6BURADAOJiEHXS0DXrzkZ9pljQNIDFMVaVXpA/yBGfqooWsA/T+AJkqE6wHU5vYWAzXxAwe7HCnGleUCViBnjTHh4QD1K02aLMkDAV0UjME3efkBt58G9GphZwGJ0ruq3QmXApWOKgXdYcUD8FnuFDNNBQOx4lT+3ICbA2sM81f3Na0Ah2SPPut95wFin1d13gVbAoq50GyuONUBu61gQAqdHQKbRqBrQXpDAWh/HUSQjbEAUjukygRB+QFKvrXw3Cn1Ap0cfkdjcQkBW4V4/WSRZQMbc/ni1Q2XAyz2Z3y7BcUDjYMAmvGdRQBvvFJnygnlAogn/4RStXkBZmTYNwd9TQEhYrSoe+IHAZItJnVcJYkCk64QI4H16wDYaIzR0121A5hQACvr7aMDjTsAK6y+CQKR40tDfZX3ApgxOBEjxYkB9SeFDHKZkwJSj6LJmrlhAZ8SGj/yZIsD+FQqPWVpfQAl42922XHJAkEENMjLLfUCbPCK3Y6N8QJVDSSqq2GbAdc8nf8LFZEDfHl7+sy1ZQIUvikcQxUbAdmcXf9lWX0BCzLtJNgCDQNqUQmJ5Kj5AgUij5ysQZEDcPnnfpr6BQEMrXfKnuUBArqg1T38oS0ARa4ARGM1+QPDtmyciVYFA2i3m9vhDX0BgWTfJvzdhQBVkkiL+WmRAg7GRjwzUUMAshn3/sqqIwKcKhtFQKWBAAjNkGAXrZ0AL8Bfo3kp9QPBEboBK9YTA0ExVcPu8MMCTpiUqjeQ9wH0jJbcpo1xANW3H4wBCecCFVGfROdNdQAnouWM+H3NAPrdaUNt+cEBE6lOfIY5EwN9ArXm2MDvA6Flz+s+7McDRlPN2n/R4QOt4OZavbIPAehDwwphogEDfRBUjMsGGwARCpJCn7mBAkrBapqR+g0BE1M6bUDt1QBTXy0wnTINArk8pUGO/e0ARDakPTA43wMrmW+yuCOE/P0CI19F+fkDpKdgqaA2DQBXHgn4ym6LAHC+2RHm0XEBYa1QCugxlwGUVaV0RgzhA3Colq2R5g0CmJpWPfG6CQINFWC6nQYBAjJMFujCRZ0C8iPVPl1RkwDEfS5Y/w3JAMeydRplngUAiLZ+IiMt1QADwuIERonVAwScKl1Wnc0B1eFSJEzNuwJdF4ZWXIltAyL25e1HEb0Dxqs2CFOV0QFDejAfoHoFAsEtM31rFZUBNm1ELLvprQEkS1+YGa3XAXRlLDgg3fECDeJ4M2B59QDey6bLPQGpAwfclPS8ReUBQPWa92VNfwEab2IjxlV/AtagJ55QjZcDAJMhtTVJ3QKRZ/0ILbVtA5njfg48Fi8DbWWV2nFWFQB6i6r2NDoRA0xSgupDwi8CSvspLogJwQHG1l1E/xXdAmwQSCs6tbkAP2b6yB3cZwBKNyKNcq3FAD2lAbnjvWUCF+PCqQNoqwAjagSKAQ0rASdWG1iCYa8DrihytJ6hrQKOqrdI3knjAlum4prVEYcBO6mL7fvuHwNLTAJJ7OWlAeLz9jlAkQkBXjjg6wS+BQMkQWYdsUWdAcRcquVf4AcABG58YONRRwJX7c0Q6dXxAJZhRyi7ngUBDJrfnDI56QEcCE0imTnnAEzK69LK4ZUCmxZukD5MwwM0HS7V971/AjIcP/bQJdUBoWUk1xB0eQBCm6+LBrIHAchejw+6ShMBtvUd8SmM6wCwbxAppRHfA3rLCniLRd8D/g6iKu8hDQEojO/PKC2NAcaTBgUcfbEBu42pAFQBgQPPczyw313DAdoXmF81ucMAd84qM40OLwCpW4a6VVYzAU0UJdvIibsB2oa6/EgN3QLk7KacvBmDAotL118WpgUCh6+X0jVtwQHC9IOrJKFxAnpTK4P0OhMBmsFEVVJpPwGx9+jkyG3XALtUcc7mEcEBaNu9Aq15sQKZCd8MncZvA5qaViYg4m8Cr3Q/6Z2B2QCujaWqqcmnAIX7+rRsZY0C5CbhACSVfQJIkFBwBsVhAlnVRVeLNiMARfaDqZEJ4wLeh5/Nh8GNAkU9LXQPtUsAOCJe3LZGewM63Ohr963rAr33klFx3TUDb9xLsTKpgQA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var render_items = [{"docid":"6fb428e2-6ee2-4860-a697-2ae97361cd33","elementid":"1939b4c8-480f-4bf1-b5df-397088600369","modelid":"ce6f2251-d188-4c4a-b579-98a85443c363"}];
root.Bokeh.embed.embed_items(docs_json, render_items);
}
if (root.Bokeh !== undefined) {
embed_document(root);
} else {
var attempts = 0;
var timer = setInterval(function(root) {
if (root.Bokeh !== undefined) {
embed_document(root);
clearInterval(timer);
}
attempts++;
if (attempts > 100) {
console.log("Bokeh: ERROR: Unable to embed document because BokehJS library is missing")
clearInterval(timer);
}
}, 10, root)
}
})(window);
</script>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[6]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">kmeans_bokeh</span><span class="p">(</span><span class="n">models</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area">
<div class="prompt"></div>
<div class="output_html rendered_html output_subarea ">
<div class="bk-root">
<a href="https://bokeh.pydata.org" target="_blank" class="bk-logo bk-logo-small bk-logo-notebook"></a>
<span id="91e006a0-7f9c-4ba1-aedb-f26663e68731">Loading BokehJS ...</span>
</div>
</div>
</div>
<div class="output_area">
<div class="prompt"></div>
<div id="8f82320b-213c-4367-8a49-3c6a5eee45ad"></div>
<div class="output_subarea output_javascript ">
<script type="text/javascript">
var element = $('#8f82320b-213c-4367-8a49-3c6a5eee45ad');
(function(root) {
function now() {
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}
var force = true;
if (typeof (root._bokeh_onload_callbacks) === "undefined" || force === true) {
root._bokeh_onload_callbacks = [];
root._bokeh_is_loading = undefined;
}
var JS_MIME_TYPE = 'application/javascript';
var HTML_MIME_TYPE = 'text/html';
var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';
var CLASS_NAME = 'output_bokeh rendered_html';
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function render(props, node) {
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var id = cell.output_area._bokeh_element_id;
var server_id = cell.output_area._bokeh_server_id;
// Clean up Bokeh references
if (id !== undefined) {
Bokeh.index[id].model.document.clear();
delete Bokeh.index[id];
}
if (server_id !== undefined) {
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cell.notebook.kernel.execute(cmd, {
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metadata,
CLASS_NAME,
EXEC_MIME_TYPE
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this.keyboard_manager.register_events(toinsert);
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render(props, toinsert[0]);
element.append(toinsert);
return toinsert
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events.on('clear_output.CodeCell', handleClearOutput);
events.on('delete.Cell', handleClearOutput);
/* Handle when a new output is added */
events.on('output_added.OutputArea', handleAddOutput);
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*/
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/* Is output safe? */
safe: true,
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index: 0
});
}
// register the mime type if in Jupyter Notebook environment and previously unregistered
if (root.Jupyter !== undefined) {
var events = require('base/js/events');
var OutputArea = require('notebook/js/outputarea').OutputArea;
if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {
register_renderer(events, OutputArea);
}
}
if (typeof (root._bokeh_timeout) === "undefined" || force === true) {
root._bokeh_timeout = Date.now() + 5000;
root._bokeh_failed_load = false;
}
var NB_LOAD_WARNING = {'data': {'text/html':
"<div style='background-color: #fdd'>\n"+
"<p>\n"+
"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \n"+
"may be due to a slow or bad network connection. Possible fixes:\n"+
"</p>\n"+
"<ul>\n"+
"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\n"+
"<li>use INLINE resources instead, as so:</li>\n"+
"</ul>\n"+
"<code>\n"+
"from bokeh.resources import INLINE\n"+
"output_notebook(resources=INLINE)\n"+
"</code>\n"+
"</div>"}};
function display_loaded() {
var el = document.getElementById("91e006a0-7f9c-4ba1-aedb-f26663e68731");
if (el != null) {
el.textContent = "BokehJS is loading...";
}
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if (el != null) {
el.textContent = "BokehJS " + root.Bokeh.version + " successfully loaded.";
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setTimeout(display_loaded, 100)
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}
function run_callbacks() {
try {
root._bokeh_onload_callbacks.forEach(function(callback) { callback() });
}
finally {
delete root._bokeh_onload_callbacks
}
console.info("Bokeh: all callbacks have finished");
}
function load_libs(js_urls, callback) {
root._bokeh_onload_callbacks.push(callback);
if (root._bokeh_is_loading > 0) {
console.log("Bokeh: BokehJS is being loaded, scheduling callback at", now());
return null;
}
if (js_urls == null || js_urls.length === 0) {
run_callbacks();
return null;
}
console.log("Bokeh: BokehJS not loaded, scheduling load and callback at", now());
root._bokeh_is_loading = js_urls.length;
for (var i = 0; i < js_urls.length; i++) {
var url = js_urls[i];
var s = document.createElement('script');
s.src = url;
s.async = false;
s.onreadystatechange = s.onload = function() {
root._bokeh_is_loading--;
if (root._bokeh_is_loading === 0) {
console.log("Bokeh: all BokehJS libraries loaded");
run_callbacks()
}
};
s.onerror = function() {
console.warn("failed to load library " + url);
};
console.log("Bokeh: injecting script tag for BokehJS library: ", url);
document.getElementsByTagName("head")[0].appendChild(s);
}
};var element = document.getElementById("91e006a0-7f9c-4ba1-aedb-f26663e68731");
if (element == null) {
console.log("Bokeh: ERROR: autoload.js configured with elementid '91e006a0-7f9c-4ba1-aedb-f26663e68731' but no matching script tag was found. ")
return false;
}
var js_urls = ["https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.js", "https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.js", "https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.js", "https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.10.min.js"];
var inline_js = [
function(Bokeh) {
Bokeh.set_log_level("info");
},
function(Bokeh) {
},
function(Bokeh) {
console.log("Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.css");
Bokeh.embed.inject_css("https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.css");
console.log("Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.css");
Bokeh.embed.inject_css("https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.css");
console.log("Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.css");
Bokeh.embed.inject_css("https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.css");
}
];
function run_inline_js() {
if ((root.Bokeh !== undefined) || (force === true)) {
for (var i = 0; i < inline_js.length; i++) {
inline_js[i].call(root, root.Bokeh);
}if (force === true) {
display_loaded();
}} else if (Date.now() < root._bokeh_timeout) {
setTimeout(run_inline_js, 100);
} else if (!root._bokeh_failed_load) {
console.log("Bokeh: BokehJS failed to load within specified timeout.");
root._bokeh_failed_load = true;
} else if (force !== true) {
var cell = $(document.getElementById("91e006a0-7f9c-4ba1-aedb-f26663e68731")).parents('.cell').data().cell;
cell.output_area.append_execute_result(NB_LOAD_WARNING)
}
}
if (root._bokeh_is_loading === 0) {
console.log("Bokeh: BokehJS loaded, going straight to plotting");
run_inline_js();
} else {
load_libs(js_urls, function() {
console.log("Bokeh: BokehJS plotting callback run at", now());
run_inline_js();
});
}
}(window));
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">kmeans_bokeh</span><span class="p">(</span><span class="n">models</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">kmeans_bokeh</span><span class="p">(</span><span class="n">models</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
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<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<ul>
<li>Try projecting on different principal directions.</li>
</ul>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[9]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#compute and visualize in one</span>
<span class="k">def</span> <span class="nf">kmeans_visual</span><span class="p">(</span><span class="n">k</span><span class="p">,</span><span class="n">first_pc</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span><span class="n">second_pc</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
<span class="n">kmeans</span> <span class="o">=</span> <span class="n">KMeans</span><span class="p">(</span><span class="n">init</span><span class="o">=</span><span class="s1">&#39;k-means++&#39;</span><span class="p">,</span> <span class="n">n_clusters</span><span class="o">=</span><span class="n">k</span><span class="p">)</span>
<span class="n">kmeans</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">tag_embedding</span><span class="p">)</span>
<span class="n">kmeans_bokeh</span><span class="p">(</span><span class="n">kmeans</span><span class="p">,</span><span class="n">first_pc</span><span class="p">,</span><span class="n">second_pc</span><span class="p">,</span><span class="n">center</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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<p>First Fix component one and change second component</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">kmeans_visual</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
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","dtype":"float64","shape":[822]},"y":{"__ndarray__":"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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">kmeans_visual</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
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var element = $('#1779406e-ecde-49d1-b303-7d6e4fd88f7c');
(function(root) {
function now() {
return new Date();
}
var force = true;
if (typeof (root._bokeh_onload_callbacks) === "undefined" || force === true) {
root._bokeh_onload_callbacks = [];
root._bokeh_is_loading = undefined;
}
var JS_MIME_TYPE = 'application/javascript';
var HTML_MIME_TYPE = 'text/html';
var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';
var CLASS_NAME = 'output_bokeh rendered_html';
/**
* Render data to the DOM node
*/
function render(props, node) {
var script = document.createElement("script");
node.appendChild(script);
}
/**
* Handle when an output is cleared or removed
*/
function handleClearOutput(event, handle) {
var cell = handle.cell;
var id = cell.output_area._bokeh_element_id;
var server_id = cell.output_area._bokeh_server_id;
// Clean up Bokeh references
if (id !== undefined) {
Bokeh.index[id].model.document.clear();
delete Bokeh.index[id];
}
if (server_id !== undefined) {
// Clean up Bokeh references
var cmd = "from bokeh.io.state import curstate; print(curstate().uuid_to_server['" + server_id + "'].get_sessions()[0].document.roots[0]._id)";
cell.notebook.kernel.execute(cmd, {
iopub: {
output: function(msg) {
var element_id = msg.content.text.trim();
Bokeh.index[element_id].model.document.clear();
delete Bokeh.index[element_id];
}
}
});
// Destroy server and session
var cmd = "import bokeh.io.notebook as ion; ion.destroy_server('" + server_id + "')";
cell.notebook.kernel.execute(cmd);
}
}
/**
* Handle when a new output is added
*/
function handleAddOutput(event, handle) {
var output_area = handle.output_area;
var output = handle.output;
// limit handleAddOutput to display_data with EXEC_MIME_TYPE content only
if ((output.output_type != "display_data") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {
return
}
var toinsert = output_area.element.find(`.${CLASS_NAME.split(' ')[0]}`);
if (output.metadata[EXEC_MIME_TYPE]["id"] !== undefined) {
toinsert[0].firstChild.textContent = output.data[JS_MIME_TYPE];
// store reference to embed id on output_area
output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE]["id"];
}
if (output.metadata[EXEC_MIME_TYPE]["server_id"] !== undefined) {
var bk_div = document.createElement("div");
bk_div.innerHTML = output.data[HTML_MIME_TYPE];
var script_attrs = bk_div.children[0].attributes;
for (var i = 0; i < script_attrs.length; i++) {
toinsert[0].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);
}
// store reference to server id on output_area
output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE]["server_id"];
}
}
function register_renderer(events, OutputArea) {
function append_mime(data, metadata, element) {
// create a DOM node to render to
var toinsert = this.create_output_subarea(
metadata,
CLASS_NAME,
EXEC_MIME_TYPE
);
this.keyboard_manager.register_events(toinsert);
// Render to node
var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};
render(props, toinsert[0]);
element.append(toinsert);
return toinsert
}
/* Handle when an output is cleared or removed */
events.on('clear_output.CodeCell', handleClearOutput);
events.on('delete.Cell', handleClearOutput);
/* Handle when a new output is added */
events.on('output_added.OutputArea', handleAddOutput);
/**
* Register the mime type and append_mime function with output_area
*/
OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {
/* Is output safe? */
safe: true,
/* Index of renderer in `output_area.display_order` */
index: 0
});
}
// register the mime type if in Jupyter Notebook environment and previously unregistered
if (root.Jupyter !== undefined) {
var events = require('base/js/events');
var OutputArea = require('notebook/js/outputarea').OutputArea;
if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {
register_renderer(events, OutputArea);
}
}
if (typeof (root._bokeh_timeout) === "undefined" || force === true) {
root._bokeh_timeout = Date.now() + 5000;
root._bokeh_failed_load = false;
}
var NB_LOAD_WARNING = {'data': {'text/html':
"<div style='background-color: #fdd'>\n"+
"<p>\n"+
"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \n"+
"may be due to a slow or bad network connection. Possible fixes:\n"+
"</p>\n"+
"<ul>\n"+
"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\n"+
"<li>use INLINE resources instead, as so:</li>\n"+
"</ul>\n"+
"<code>\n"+
"from bokeh.resources import INLINE\n"+
"output_notebook(resources=INLINE)\n"+
"</code>\n"+
"</div>"}};
function display_loaded() {
var el = document.getElementById("d631c5e3-4186-4920-a3e5-530ec955912a");
if (el != null) {
el.textContent = "BokehJS is loading...";
}
if (root.Bokeh !== undefined) {
if (el != null) {
el.textContent = "BokehJS " + root.Bokeh.version + " successfully loaded.";
}
} else if (Date.now() < root._bokeh_timeout) {
setTimeout(display_loaded, 100)
}
}
function run_callbacks() {
try {
root._bokeh_onload_callbacks.forEach(function(callback) { callback() });
}
finally {
delete root._bokeh_onload_callbacks
}
console.info("Bokeh: all callbacks have finished");
}
function load_libs(js_urls, callback) {
root._bokeh_onload_callbacks.push(callback);
if (root._bokeh_is_loading > 0) {
console.log("Bokeh: BokehJS is being loaded, scheduling callback at", now());
return null;
}
if (js_urls == null || js_urls.length === 0) {
run_callbacks();
return null;
}
console.log("Bokeh: BokehJS not loaded, scheduling load and callback at", now());
root._bokeh_is_loading = js_urls.length;
for (var i = 0; i < js_urls.length; i++) {
var url = js_urls[i];
var s = document.createElement('script');
s.src = url;
s.async = false;
s.onreadystatechange = s.onload = function() {
root._bokeh_is_loading--;
if (root._bokeh_is_loading === 0) {
console.log("Bokeh: all BokehJS libraries loaded");
run_callbacks()
}
};
s.onerror = function() {
console.warn("failed to load library " + url);
};
console.log("Bokeh: injecting script tag for BokehJS library: ", url);
document.getElementsByTagName("head")[0].appendChild(s);
}
};var element = document.getElementById("d631c5e3-4186-4920-a3e5-530ec955912a");
if (element == null) {
console.log("Bokeh: ERROR: autoload.js configured with elementid 'd631c5e3-4186-4920-a3e5-530ec955912a' but no matching script tag was found. ")
return false;
}
var js_urls = ["https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.js", "https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.js", "https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.js", "https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.10.min.js"];
var inline_js = [
function(Bokeh) {
Bokeh.set_log_level("info");
},
function(Bokeh) {
},
function(Bokeh) {
console.log("Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.css");
Bokeh.embed.inject_css("https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.css");
console.log("Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.css");
Bokeh.embed.inject_css("https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.css");
console.log("Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.css");
Bokeh.embed.inject_css("https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.css");
}
];
function run_inline_js() {
if ((root.Bokeh !== undefined) || (force === true)) {
for (var i = 0; i < inline_js.length; i++) {
inline_js[i].call(root, root.Bokeh);
}if (force === true) {
display_loaded();
}} else if (Date.now() < root._bokeh_timeout) {
setTimeout(run_inline_js, 100);
} else if (!root._bokeh_failed_load) {
console.log("Bokeh: BokehJS failed to load within specified timeout.");
root._bokeh_failed_load = true;
} else if (force !== true) {
var cell = $(document.getElementById("d631c5e3-4186-4920-a3e5-530ec955912a")).parents('.cell').data().cell;
cell.output_area.append_execute_result(NB_LOAD_WARNING)
}
}
if (root._bokeh_is_loading === 0) {
console.log("Bokeh: BokehJS loaded, going straight to plotting");
run_inline_js();
} else {
load_libs(js_urls, function() {
console.log("Bokeh: BokehJS plotting callback run at", now());
run_inline_js();
});
}
}(window));
</script>
</div>
</div>
<div class="output_area">
<div class="prompt"></div>
<div class="output_html rendered_html output_subarea ">
<div class="bk-root">
<div class="bk-plotdiv" id="3a253426-3d26-4c13-b5a4-2e67acbd74fd"></div>
</div>
</div>
</div>
<div class="output_area">
<div class="prompt"></div>
<div id="f169abcf-2f63-4e9d-a600-f3ebb62f5848"></div>
<div class="output_subarea output_javascript ">
<script type="text/javascript">
var element = $('#f169abcf-2f63-4e9d-a600-f3ebb62f5848');
(function(root) {
function embed_document(root) {
var docs_json = 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","dtype":"float64","shape":[822]},"y":{"__ndarray__":"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<div class="prompt input_prompt">In&nbsp;[12]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">kmeans_visual</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
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</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area">
<div class="prompt"></div>
<div class="output_html rendered_html output_subarea ">
<div class="bk-root">
<a href="https://bokeh.pydata.org" target="_blank" class="bk-logo bk-logo-small bk-logo-notebook"></a>
<span id="8ee6ade4-f8a9-4d6c-a361-d84068e909d6">Loading BokehJS ...</span>
</div>
</div>
</div>
<div class="output_area">
<div class="prompt"></div>
<div id="6cca7ff2-b347-4212-86f5-60fc070bc0ad"></div>
<div class="output_subarea output_javascript ">
<script type="text/javascript">
var element = $('#6cca7ff2-b347-4212-86f5-60fc070bc0ad');
(function(root) {
function now() {
return new Date();
}
var force = true;
if (typeof (root._bokeh_onload_callbacks) === "undefined" || force === true) {
root._bokeh_onload_callbacks = [];
root._bokeh_is_loading = undefined;
}
var JS_MIME_TYPE = 'application/javascript';
var HTML_MIME_TYPE = 'text/html';
var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';
var CLASS_NAME = 'output_bokeh rendered_html';
/**
* Render data to the DOM node
*/
function render(props, node) {
var script = document.createElement("script");
node.appendChild(script);
}
/**
* Handle when an output is cleared or removed
*/
function handleClearOutput(event, handle) {
var cell = handle.cell;
var id = cell.output_area._bokeh_element_id;
var server_id = cell.output_area._bokeh_server_id;
// Clean up Bokeh references
if (id !== undefined) {
Bokeh.index[id].model.document.clear();
delete Bokeh.index[id];
}
if (server_id !== undefined) {
// Clean up Bokeh references
var cmd = "from bokeh.io.state import curstate; print(curstate().uuid_to_server['" + server_id + "'].get_sessions()[0].document.roots[0]._id)";
cell.notebook.kernel.execute(cmd, {
iopub: {
output: function(msg) {
var element_id = msg.content.text.trim();
Bokeh.index[element_id].model.document.clear();
delete Bokeh.index[element_id];
}
}
});
// Destroy server and session
var cmd = "import bokeh.io.notebook as ion; ion.destroy_server('" + server_id + "')";
cell.notebook.kernel.execute(cmd);
}
}
/**
* Handle when a new output is added
*/
function handleAddOutput(event, handle) {
var output_area = handle.output_area;
var output = handle.output;
// limit handleAddOutput to display_data with EXEC_MIME_TYPE content only
if ((output.output_type != "display_data") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {
return
}
var toinsert = output_area.element.find(`.${CLASS_NAME.split(' ')[0]}`);
if (output.metadata[EXEC_MIME_TYPE]["id"] !== undefined) {
toinsert[0].firstChild.textContent = output.data[JS_MIME_TYPE];
// store reference to embed id on output_area
output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE]["id"];
}
if (output.metadata[EXEC_MIME_TYPE]["server_id"] !== undefined) {
var bk_div = document.createElement("div");
bk_div.innerHTML = output.data[HTML_MIME_TYPE];
var script_attrs = bk_div.children[0].attributes;
for (var i = 0; i < script_attrs.length; i++) {
toinsert[0].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);
}
// store reference to server id on output_area
output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE]["server_id"];
}
}
function register_renderer(events, OutputArea) {
function append_mime(data, metadata, element) {
// create a DOM node to render to
var toinsert = this.create_output_subarea(
metadata,
CLASS_NAME,
EXEC_MIME_TYPE
);
this.keyboard_manager.register_events(toinsert);
// Render to node
var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};
render(props, toinsert[0]);
element.append(toinsert);
return toinsert
}
/* Handle when an output is cleared or removed */
events.on('clear_output.CodeCell', handleClearOutput);
events.on('delete.Cell', handleClearOutput);
/* Handle when a new output is added */
events.on('output_added.OutputArea', handleAddOutput);
/**
* Register the mime type and append_mime function with output_area
*/
OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {
/* Is output safe? */
safe: true,
/* Index of renderer in `output_area.display_order` */
index: 0
});
}
// register the mime type if in Jupyter Notebook environment and previously unregistered
if (root.Jupyter !== undefined) {
var events = require('base/js/events');
var OutputArea = require('notebook/js/outputarea').OutputArea;
if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {
register_renderer(events, OutputArea);
}
}
if (typeof (root._bokeh_timeout) === "undefined" || force === true) {
root._bokeh_timeout = Date.now() + 5000;
root._bokeh_failed_load = false;
}
var NB_LOAD_WARNING = {'data': {'text/html':
"<div style='background-color: #fdd'>\n"+
"<p>\n"+
"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \n"+
"may be due to a slow or bad network connection. Possible fixes:\n"+
"</p>\n"+
"<ul>\n"+
"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\n"+
"<li>use INLINE resources instead, as so:</li>\n"+
"</ul>\n"+
"<code>\n"+
"from bokeh.resources import INLINE\n"+
"output_notebook(resources=INLINE)\n"+
"</code>\n"+
"</div>"}};
function display_loaded() {
var el = document.getElementById("8ee6ade4-f8a9-4d6c-a361-d84068e909d6");
if (el != null) {
el.textContent = "BokehJS is loading...";
}
if (root.Bokeh !== undefined) {
if (el != null) {
el.textContent = "BokehJS " + root.Bokeh.version + " successfully loaded.";
}
} else if (Date.now() < root._bokeh_timeout) {
setTimeout(display_loaded, 100)
}
}
function run_callbacks() {
try {
root._bokeh_onload_callbacks.forEach(function(callback) { callback() });
}
finally {
delete root._bokeh_onload_callbacks
}
console.info("Bokeh: all callbacks have finished");
}
function load_libs(js_urls, callback) {
root._bokeh_onload_callbacks.push(callback);
if (root._bokeh_is_loading > 0) {
console.log("Bokeh: BokehJS is being loaded, scheduling callback at", now());
return null;
}
if (js_urls == null || js_urls.length === 0) {
run_callbacks();
return null;
}
console.log("Bokeh: BokehJS not loaded, scheduling load and callback at", now());
root._bokeh_is_loading = js_urls.length;
for (var i = 0; i < js_urls.length; i++) {
var url = js_urls[i];
var s = document.createElement('script');
s.src = url;
s.async = false;
s.onreadystatechange = s.onload = function() {
root._bokeh_is_loading--;
if (root._bokeh_is_loading === 0) {
console.log("Bokeh: all BokehJS libraries loaded");
run_callbacks()
}
};
s.onerror = function() {
console.warn("failed to load library " + url);
};
console.log("Bokeh: injecting script tag for BokehJS library: ", url);
document.getElementsByTagName("head")[0].appendChild(s);
}
};var element = document.getElementById("8ee6ade4-f8a9-4d6c-a361-d84068e909d6");
if (element == null) {
console.log("Bokeh: ERROR: autoload.js configured with elementid '8ee6ade4-f8a9-4d6c-a361-d84068e909d6' but no matching script tag was found. ")
return false;
}
var js_urls = ["https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.js", "https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.js", "https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.js", "https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.10.min.js"];
var inline_js = [
function(Bokeh) {
Bokeh.set_log_level("info");
},
function(Bokeh) {
},
function(Bokeh) {
console.log("Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.css");
Bokeh.embed.inject_css("https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.css");
console.log("Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.css");
Bokeh.embed.inject_css("https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.css");
console.log("Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.css");
Bokeh.embed.inject_css("https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.css");
}
];
function run_inline_js() {
if ((root.Bokeh !== undefined) || (force === true)) {
for (var i = 0; i < inline_js.length; i++) {
inline_js[i].call(root, root.Bokeh);
}if (force === true) {
display_loaded();
}} else if (Date.now() < root._bokeh_timeout) {
setTimeout(run_inline_js, 100);
} else if (!root._bokeh_failed_load) {
console.log("Bokeh: BokehJS failed to load within specified timeout.");
root._bokeh_failed_load = true;
} else if (force !== true) {
var cell = $(document.getElementById("8ee6ade4-f8a9-4d6c-a361-d84068e909d6")).parents('.cell').data().cell;
cell.output_area.append_execute_result(NB_LOAD_WARNING)
}
}
if (root._bokeh_is_loading === 0) {
console.log("Bokeh: BokehJS loaded, going straight to plotting");
run_inline_js();
} else {
load_libs(js_urls, function() {
console.log("Bokeh: BokehJS plotting callback run at", now());
run_inline_js();
});
}
}(window));
</script>
</div>
</div>
<div class="output_area">
<div class="prompt"></div>
<div class="output_html rendered_html output_subarea ">
<div class="bk-root">
<div class="bk-plotdiv" id="107a2a1d-c1ca-4501-9d34-003794d14b9d"></div>
</div>
</div>
</div>
<div class="output_area">
<div class="prompt"></div>
<div id="5f1293b2-f047-45ed-87aa-27debe02cfa3"></div>
<div class="output_subarea output_javascript ">
<script type="text/javascript">
var element = $('#5f1293b2-f047-45ed-87aa-27debe02cfa3');
(function(root) {
function embed_document(root) {
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","dtype":"float64","shape":[822]},"y":{"__ndarray__":"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","dtype":"float64","shape":[822]}}},"id":"1a7f4b13-24ce-49d5-a911-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Component 3","formatter":{"id":"16e19444-73f6-4d3e-adcb-00b628a5c5f7","type":"BasicTickFormatter"},"plot":{"id":"9b1c498b-879b-4a0e-b1e1-f87b04853a7b","subtype":"Figure","type":"Plot"},"ticker":{"id":"4b04c9f9-8c22-44f0-abde-ea21ce991376","type":"BasicTicker"}},"id":"221ce8f4-a413-4deb-bc8a-f472b25b3520","type":"LinearAxis"},{"attributes":{},"id":"20aeadb5-c7ad-4232-b9bf-067790c7ed91","type":"SaveTool"},{"attributes":{"source":{"id":"1a7f4b13-24ce-49d5-a911-85e15e95b517","type":"ColumnDataSource"}},"id":"c4b82861-6647-4fa6-b132-5133ece791c4","type":"CDSView"},{"attributes":{},"id":"83c0d72a-e6ca-43ee-bc72-73a32d96c6ca","type":"WheelZoomTool"},{"attributes":{"fill_color":{"value":"green"},"line_color":{"value":"green"},"size":{"units":"screen","value":5},"x":{"field":"x"},"y":{"field":"y"}},"id":"d75730ed-8951-4a0f-be44-2aecfab7f10e","type":"Circle"},{"attributes":{"fill_alpha":{"value":0.1},"fill_color":{"value":"#1f77b4"},"line_alpha":{"value":0.1},"line_color":{"value":"#1f77b4"},"size":{"units":"screen","value":5},"x":{"field":"x"},"y":{"field":"y"}},"id":"896e534d-b51b-40f0-a021-dd6f6779d606","type":"Circle"},{"attributes":{},"id":"27afaad2-3efc-4230-ba52-0dd271c66e26","type":"LinearScale"}],"root_ids":["9b1c498b-879b-4a0e-b1e1-f87b04853a7b"]},"title":"Bokeh Application","version":"0.12.10"}};
var render_items = [{"docid":"02c04495-6afe-4753-8d24-f1cd1a1dd54c","elementid":"107a2a1d-c1ca-4501-9d34-003794d14b9d","modelid":"9b1c498b-879b-4a0e-b1e1-f87b04853a7b"}];
root.Bokeh.embed.embed_items(docs_json, render_items);
}
if (root.Bokeh !== undefined) {
embed_document(root);
} else {
var attempts = 0;
var timer = setInterval(function(root) {
if (root.Bokeh !== undefined) {
embed_document(root);
clearInterval(timer);
}
attempts++;
if (attempts > 100) {
console.log("Bokeh: ERROR: Unable to embed document because BokehJS library is missing")
clearInterval(timer);
}
}, 10, root)
}
})(window);
</script>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[13]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">kmeans_visual</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area">
<div class="prompt"></div>
<div class="output_html rendered_html output_subarea ">
<div class="bk-root">
<a href="https://bokeh.pydata.org" target="_blank" class="bk-logo bk-logo-small bk-logo-notebook"></a>
<span id="929951c8-3b85-4264-92ac-341b66c082d6">Loading BokehJS ...</span>
</div>
</div>
</div>
<div class="output_area">
<div class="prompt"></div>
<div id="0471f3bb-0c5b-4d7b-901c-9319c2086a29"></div>
<div class="output_subarea output_javascript ">
<script type="text/javascript">
var element = $('#0471f3bb-0c5b-4d7b-901c-9319c2086a29');
(function(root) {
function now() {
return new Date();
}
var force = true;
if (typeof (root._bokeh_onload_callbacks) === "undefined" || force === true) {
root._bokeh_onload_callbacks = [];
root._bokeh_is_loading = undefined;
}
var JS_MIME_TYPE = 'application/javascript';
var HTML_MIME_TYPE = 'text/html';
var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';
var CLASS_NAME = 'output_bokeh rendered_html';
/**
* Render data to the DOM node
*/
function render(props, node) {
var script = document.createElement("script");
node.appendChild(script);
}
/**
* Handle when an output is cleared or removed
*/
function handleClearOutput(event, handle) {
var cell = handle.cell;
var id = cell.output_area._bokeh_element_id;
var server_id = cell.output_area._bokeh_server_id;
// Clean up Bokeh references
if (id !== undefined) {
Bokeh.index[id].model.document.clear();
delete Bokeh.index[id];
}
if (server_id !== undefined) {
// Clean up Bokeh references
var cmd = "from bokeh.io.state import curstate; print(curstate().uuid_to_server['" + server_id + "'].get_sessions()[0].document.roots[0]._id)";
cell.notebook.kernel.execute(cmd, {
iopub: {
output: function(msg) {
var element_id = msg.content.text.trim();
Bokeh.index[element_id].model.document.clear();
delete Bokeh.index[element_id];
}
}
});
// Destroy server and session
var cmd = "import bokeh.io.notebook as ion; ion.destroy_server('" + server_id + "')";
cell.notebook.kernel.execute(cmd);
}
}
/**
* Handle when a new output is added
*/
function handleAddOutput(event, handle) {
var output_area = handle.output_area;
var output = handle.output;
// limit handleAddOutput to display_data with EXEC_MIME_TYPE content only
if ((output.output_type != "display_data") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {
return
}
var toinsert = output_area.element.find(`.${CLASS_NAME.split(' ')[0]}`);
if (output.metadata[EXEC_MIME_TYPE]["id"] !== undefined) {
toinsert[0].firstChild.textContent = output.data[JS_MIME_TYPE];
// store reference to embed id on output_area
output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE]["id"];
}
if (output.metadata[EXEC_MIME_TYPE]["server_id"] !== undefined) {
var bk_div = document.createElement("div");
bk_div.innerHTML = output.data[HTML_MIME_TYPE];
var script_attrs = bk_div.children[0].attributes;
for (var i = 0; i < script_attrs.length; i++) {
toinsert[0].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);
}
// store reference to server id on output_area
output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE]["server_id"];
}
}
function register_renderer(events, OutputArea) {
function append_mime(data, metadata, element) {
// create a DOM node to render to
var toinsert = this.create_output_subarea(
metadata,
CLASS_NAME,
EXEC_MIME_TYPE
);
this.keyboard_manager.register_events(toinsert);
// Render to node
var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};
render(props, toinsert[0]);
element.append(toinsert);
return toinsert
}
/* Handle when an output is cleared or removed */
events.on('clear_output.CodeCell', handleClearOutput);
events.on('delete.Cell', handleClearOutput);
/* Handle when a new output is added */
events.on('output_added.OutputArea', handleAddOutput);
/**
* Register the mime type and append_mime function with output_area
*/
OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {
/* Is output safe? */
safe: true,
/* Index of renderer in `output_area.display_order` */
index: 0
});
}
// register the mime type if in Jupyter Notebook environment and previously unregistered
if (root.Jupyter !== undefined) {
var events = require('base/js/events');
var OutputArea = require('notebook/js/outputarea').OutputArea;
if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {
register_renderer(events, OutputArea);
}
}
if (typeof (root._bokeh_timeout) === "undefined" || force === true) {
root._bokeh_timeout = Date.now() + 5000;
root._bokeh_failed_load = false;
}
var NB_LOAD_WARNING = {'data': {'text/html':
"<div style='background-color: #fdd'>\n"+
"<p>\n"+
"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \n"+
"may be due to a slow or bad network connection. Possible fixes:\n"+
"</p>\n"+
"<ul>\n"+
"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\n"+
"<li>use INLINE resources instead, as so:</li>\n"+
"</ul>\n"+
"<code>\n"+
"from bokeh.resources import INLINE\n"+
"output_notebook(resources=INLINE)\n"+
"</code>\n"+
"</div>"}};
function display_loaded() {
var el = document.getElementById("929951c8-3b85-4264-92ac-341b66c082d6");
if (el != null) {
el.textContent = "BokehJS is loading...";
}
if (root.Bokeh !== undefined) {
if (el != null) {
el.textContent = "BokehJS " + root.Bokeh.version + " successfully loaded.";
}
} else if (Date.now() < root._bokeh_timeout) {
setTimeout(display_loaded, 100)
}
}
function run_callbacks() {
try {
root._bokeh_onload_callbacks.forEach(function(callback) { callback() });
}
finally {
delete root._bokeh_onload_callbacks
}
console.info("Bokeh: all callbacks have finished");
}
function load_libs(js_urls, callback) {
root._bokeh_onload_callbacks.push(callback);
if (root._bokeh_is_loading > 0) {
console.log("Bokeh: BokehJS is being loaded, scheduling callback at", now());
return null;
}
if (js_urls == null || js_urls.length === 0) {
run_callbacks();
return null;
}
console.log("Bokeh: BokehJS not loaded, scheduling load and callback at", now());
root._bokeh_is_loading = js_urls.length;
for (var i = 0; i < js_urls.length; i++) {
var url = js_urls[i];
var s = document.createElement('script');
s.src = url;
s.async = false;
s.onreadystatechange = s.onload = function() {
root._bokeh_is_loading--;
if (root._bokeh_is_loading === 0) {
console.log("Bokeh: all BokehJS libraries loaded");
run_callbacks()
}
};
s.onerror = function() {
console.warn("failed to load library " + url);
};
console.log("Bokeh: injecting script tag for BokehJS library: ", url);
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","dtype":"float64","shape":[822]},"y":{"__ndarray__":"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var render_items = [{"docid":"24d42640-17eb-4aa7-8b90-d571a426cea7","elementid":"26dafd32-8848-42d8-819b-77bc110212a7","modelid":"9d2fc9ea-81bf-466a-a55d-95e652934cb4"}];
root.Bokeh.embed.embed_items(docs_json, render_items);
}
if (root.Bokeh !== undefined) {
embed_document(root);
} else {
var attempts = 0;
var timer = setInterval(function(root) {
if (root.Bokeh !== undefined) {
embed_document(root);
clearInterval(timer);
}
attempts++;
if (attempts > 100) {
console.log("Bokeh: ERROR: Unable to embed document because BokehJS library is missing")
clearInterval(timer);
}
}, 10, root)
}
})(window);
</script>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[14]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">kmeans_visual</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area">
<div class="prompt"></div>
<div class="output_html rendered_html output_subarea ">
<div class="bk-root">
<a href="https://bokeh.pydata.org" target="_blank" class="bk-logo bk-logo-small bk-logo-notebook"></a>
<span id="824f2e91-bf64-4bca-bfd1-bcf565bb73a4">Loading BokehJS ...</span>
</div>
</div>
</div>
<div class="output_area">
<div class="prompt"></div>
<div id="31ecb886-155b-4037-868e-b3dada4dba55"></div>
<div class="output_subarea output_javascript ">
<script type="text/javascript">
var element = $('#31ecb886-155b-4037-868e-b3dada4dba55');
(function(root) {
function now() {
return new Date();
}
var force = true;
if (typeof (root._bokeh_onload_callbacks) === "undefined" || force === true) {
root._bokeh_onload_callbacks = [];
root._bokeh_is_loading = undefined;
}
var JS_MIME_TYPE = 'application/javascript';
var HTML_MIME_TYPE = 'text/html';
var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';
var CLASS_NAME = 'output_bokeh rendered_html';
/**
* Render data to the DOM node
*/
function render(props, node) {
var script = document.createElement("script");
node.appendChild(script);
}
/**
* Handle when an output is cleared or removed
*/
function handleClearOutput(event, handle) {
var cell = handle.cell;
var id = cell.output_area._bokeh_element_id;
var server_id = cell.output_area._bokeh_server_id;
// Clean up Bokeh references
if (id !== undefined) {
Bokeh.index[id].model.document.clear();
delete Bokeh.index[id];
}
if (server_id !== undefined) {
// Clean up Bokeh references
var cmd = "from bokeh.io.state import curstate; print(curstate().uuid_to_server['" + server_id + "'].get_sessions()[0].document.roots[0]._id)";
cell.notebook.kernel.execute(cmd, {
iopub: {
output: function(msg) {
var element_id = msg.content.text.trim();
Bokeh.index[element_id].model.document.clear();
delete Bokeh.index[element_id];
}
}
});
// Destroy server and session
var cmd = "import bokeh.io.notebook as ion; ion.destroy_server('" + server_id + "')";
cell.notebook.kernel.execute(cmd);
}
}
/**
* Handle when a new output is added
*/
function handleAddOutput(event, handle) {
var output_area = handle.output_area;
var output = handle.output;
// limit handleAddOutput to display_data with EXEC_MIME_TYPE content only
if ((output.output_type != "display_data") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {
return
}
var toinsert = output_area.element.find(`.${CLASS_NAME.split(' ')[0]}`);
if (output.metadata[EXEC_MIME_TYPE]["id"] !== undefined) {
toinsert[0].firstChild.textContent = output.data[JS_MIME_TYPE];
// store reference to embed id on output_area
output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE]["id"];
}
if (output.metadata[EXEC_MIME_TYPE]["server_id"] !== undefined) {
var bk_div = document.createElement("div");
bk_div.innerHTML = output.data[HTML_MIME_TYPE];
var script_attrs = bk_div.children[0].attributes;
for (var i = 0; i < script_attrs.length; i++) {
toinsert[0].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);
}
// store reference to server id on output_area
output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE]["server_id"];
}
}
function register_renderer(events, OutputArea) {
function append_mime(data, metadata, element) {
// create a DOM node to render to
var toinsert = this.create_output_subarea(
metadata,
CLASS_NAME,
EXEC_MIME_TYPE
);
this.keyboard_manager.register_events(toinsert);
// Render to node
var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};
render(props, toinsert[0]);
element.append(toinsert);
return toinsert
}
/* Handle when an output is cleared or removed */
events.on('clear_output.CodeCell', handleClearOutput);
events.on('delete.Cell', handleClearOutput);
/* Handle when a new output is added */
events.on('output_added.OutputArea', handleAddOutput);
/**
* Register the mime type and append_mime function with output_area
*/
OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {
/* Is output safe? */
safe: true,
/* Index of renderer in `output_area.display_order` */
index: 0
});
}
// register the mime type if in Jupyter Notebook environment and previously unregistered
if (root.Jupyter !== undefined) {
var events = require('base/js/events');
var OutputArea = require('notebook/js/outputarea').OutputArea;
if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {
register_renderer(events, OutputArea);
}
}
if (typeof (root._bokeh_timeout) === "undefined" || force === true) {
root._bokeh_timeout = Date.now() + 5000;
root._bokeh_failed_load = false;
}
var NB_LOAD_WARNING = {'data': {'text/html':
"<div style='background-color: #fdd'>\n"+
"<p>\n"+
"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \n"+
"may be due to a slow or bad network connection. Possible fixes:\n"+
"</p>\n"+
"<ul>\n"+
"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\n"+
"<li>use INLINE resources instead, as so:</li>\n"+
"</ul>\n"+
"<code>\n"+
"from bokeh.resources import INLINE\n"+
"output_notebook(resources=INLINE)\n"+
"</code>\n"+
"</div>"}};
function display_loaded() {
var el = document.getElementById("824f2e91-bf64-4bca-bfd1-bcf565bb73a4");
if (el != null) {
el.textContent = "BokehJS is loading...";
}
if (root.Bokeh !== undefined) {
if (el != null) {
el.textContent = "BokehJS " + root.Bokeh.version + " successfully loaded.";
}
} else if (Date.now() < root._bokeh_timeout) {
setTimeout(display_loaded, 100)
}
}
function run_callbacks() {
try {
root._bokeh_onload_callbacks.forEach(function(callback) { callback() });
}
finally {
delete root._bokeh_onload_callbacks
}
console.info("Bokeh: all callbacks have finished");
}
function load_libs(js_urls, callback) {
root._bokeh_onload_callbacks.push(callback);
if (root._bokeh_is_loading > 0) {
console.log("Bokeh: BokehJS is being loaded, scheduling callback at", now());
return null;
}
if (js_urls == null || js_urls.length === 0) {
run_callbacks();
return null;
}
console.log("Bokeh: BokehJS not loaded, scheduling load and callback at", now());
root._bokeh_is_loading = js_urls.length;
for (var i = 0; i < js_urls.length; i++) {
var url = js_urls[i];
var s = document.createElement('script');
s.src = url;
s.async = false;
s.onreadystatechange = s.onload = function() {
root._bokeh_is_loading--;
if (root._bokeh_is_loading === 0) {
console.log("Bokeh: all BokehJS libraries loaded");
run_callbacks()
}
};
s.onerror = function() {
console.warn("failed to load library " + url);
};
console.log("Bokeh: injecting script tag for BokehJS library: ", url);
document.getElementsByTagName("head")[0].appendChild(s);
}
};var element = document.getElementById("824f2e91-bf64-4bca-bfd1-bcf565bb73a4");
if (element == null) {
console.log("Bokeh: ERROR: autoload.js configured with elementid '824f2e91-bf64-4bca-bfd1-bcf565bb73a4' but no matching script tag was found. ")
return false;
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[16]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">kmeans_visual</span><span class="p">(</span><span class="mi">4</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
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}
// register the mime type if in Jupyter Notebook environment and previously unregistered
if (root.Jupyter !== undefined) {
var events = require('base/js/events');
var OutputArea = require('notebook/js/outputarea').OutputArea;
if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {
register_renderer(events, OutputArea);
}
}
if (typeof (root._bokeh_timeout) === "undefined" || force === true) {
root._bokeh_timeout = Date.now() + 5000;
root._bokeh_failed_load = false;
}
var NB_LOAD_WARNING = {'data': {'text/html':
"<div style='background-color: #fdd'>\n"+
"<p>\n"+
"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \n"+
"may be due to a slow or bad network connection. Possible fixes:\n"+
"</p>\n"+
"<ul>\n"+
"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\n"+
"<li>use INLINE resources instead, as so:</li>\n"+
"</ul>\n"+
"<code>\n"+
"from bokeh.resources import INLINE\n"+
"output_notebook(resources=INLINE)\n"+
"</code>\n"+
"</div>"}};
function display_loaded() {
var el = document.getElementById("003c96c2-cd78-40df-8425-ddb17206aa1e");
if (el != null) {
el.textContent = "BokehJS is loading...";
}
if (root.Bokeh !== undefined) {
if (el != null) {
el.textContent = "BokehJS " + root.Bokeh.version + " successfully loaded.";
}
} else if (Date.now() < root._bokeh_timeout) {
setTimeout(display_loaded, 100)
}
}
function run_callbacks() {
try {
root._bokeh_onload_callbacks.forEach(function(callback) { callback() });
}
finally {
delete root._bokeh_onload_callbacks
}
console.info("Bokeh: all callbacks have finished");
}
function load_libs(js_urls, callback) {
root._bokeh_onload_callbacks.push(callback);
if (root._bokeh_is_loading > 0) {
console.log("Bokeh: BokehJS is being loaded, scheduling callback at", now());
return null;
}
if (js_urls == null || js_urls.length === 0) {
run_callbacks();
return null;
}
console.log("Bokeh: BokehJS not loaded, scheduling load and callback at", now());
root._bokeh_is_loading = js_urls.length;
for (var i = 0; i < js_urls.length; i++) {
var url = js_urls[i];
var s = document.createElement('script');
s.src = url;
s.async = false;
s.onreadystatechange = s.onload = function() {
root._bokeh_is_loading--;
if (root._bokeh_is_loading === 0) {
console.log("Bokeh: all BokehJS libraries loaded");
run_callbacks()
}
};
s.onerror = function() {
console.warn("failed to load library " + url);
};
console.log("Bokeh: injecting script tag for BokehJS library: ", url);
document.getElementsByTagName("head")[0].appendChild(s);
}
};var element = document.getElementById("003c96c2-cd78-40df-8425-ddb17206aa1e");
if (element == null) {
console.log("Bokeh: ERROR: autoload.js configured with elementid '003c96c2-cd78-40df-8425-ddb17206aa1e' but no matching script tag was found. ")
return false;
}
var js_urls = ["https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.js", "https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.js", "https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.js", "https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.10.min.js"];
var inline_js = [
function(Bokeh) {
Bokeh.set_log_level("info");
},
function(Bokeh) {
},
function(Bokeh) {
console.log("Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.css");
Bokeh.embed.inject_css("https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.css");
console.log("Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.css");
Bokeh.embed.inject_css("https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.css");
console.log("Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.css");
Bokeh.embed.inject_css("https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.css");
}
];
function run_inline_js() {
if ((root.Bokeh !== undefined) || (force === true)) {
for (var i = 0; i < inline_js.length; i++) {
inline_js[i].call(root, root.Bokeh);
}if (force === true) {
display_loaded();
}} else if (Date.now() < root._bokeh_timeout) {
setTimeout(run_inline_js, 100);
} else if (!root._bokeh_failed_load) {
console.log("Bokeh: BokehJS failed to load within specified timeout.");
root._bokeh_failed_load = true;
} else if (force !== true) {
var cell = $(document.getElementById("003c96c2-cd78-40df-8425-ddb17206aa1e")).parents('.cell').data().cell;
cell.output_area.append_execute_result(NB_LOAD_WARNING)
}
}
if (root._bokeh_is_loading === 0) {
console.log("Bokeh: BokehJS loaded, going straight to plotting");
run_inline_js();
} else {
load_libs(js_urls, function() {
console.log("Bokeh: BokehJS plotting callback run at", now());
run_inline_js();
});
}
}(window));
</script>
</div>
</div>
<div class="output_area">
<div class="prompt"></div>
<div class="output_html rendered_html output_subarea ">
<div class="bk-root">
<div class="bk-plotdiv" id="609f3a3b-6f5f-45c9-9a07-201805a2f13b"></div>
</div>
</div>
</div>
<div class="output_area">
<div class="prompt"></div>
<div id="a9b12a9c-fb48-4a77-b990-f277aeb04c5a"></div>
<div class="output_subarea output_javascript ">
<script type="text/javascript">
var element = $('#a9b12a9c-fb48-4a77-b990-f277aeb04c5a');
(function(root) {
function embed_document(root) {
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[17]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">kmeans_visual</span><span class="p">(</span><span class="mi">4</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
</pre></div>
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<div class="output">
<div class="output_area">
<div class="prompt"></div>
<div class="output_html rendered_html output_subarea ">
<div class="bk-root">
<a href="https://bokeh.pydata.org" target="_blank" class="bk-logo bk-logo-small bk-logo-notebook"></a>
<span id="f8227f00-ee6e-49b0-ae9c-c19a093ebfea">Loading BokehJS ...</span>
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root.Bokeh.embed.embed_items(docs_json, render_items);
}
if (root.Bokeh !== undefined) {
embed_document(root);
} else {
var attempts = 0;
var timer = setInterval(function(root) {
if (root.Bokeh !== undefined) {
embed_document(root);
clearInterval(timer);
}
attempts++;
if (attempts > 100) {
console.log("Bokeh: ERROR: Unable to embed document because BokehJS library is missing")
clearInterval(timer);
}
}, 10, root)
}
})(window);
</script>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[18]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">kmeans_visual</span><span class="p">(</span><span class="mi">4</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area">
<div class="prompt"></div>
<div class="output_html rendered_html output_subarea ">
<div class="bk-root">
<a href="https://bokeh.pydata.org" target="_blank" class="bk-logo bk-logo-small bk-logo-notebook"></a>
<span id="d5e33020-5560-49f0-9ecc-2092d47b1134">Loading BokehJS ...</span>
</div>
</div>
</div>
<div class="output_area">
<div class="prompt"></div>
<div id="f519166c-010d-4290-a4ad-b49d41741b3b"></div>
<div class="output_subarea output_javascript ">
<script type="text/javascript">
var element = $('#f519166c-010d-4290-a4ad-b49d41741b3b');
(function(root) {
function now() {
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var force = true;
if (typeof (root._bokeh_onload_callbacks) === "undefined" || force === true) {
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root._bokeh_is_loading = undefined;
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var JS_MIME_TYPE = 'application/javascript';
var HTML_MIME_TYPE = 'text/html';
var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';
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function render(props, node) {
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var server_id = cell.output_area._bokeh_server_id;
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if (id !== undefined) {
Bokeh.index[id].model.document.clear();
delete Bokeh.index[id];
}
if (server_id !== undefined) {
// Clean up Bokeh references
var cmd = "from bokeh.io.state import curstate; print(curstate().uuid_to_server['" + server_id + "'].get_sessions()[0].document.roots[0]._id)";
cell.notebook.kernel.execute(cmd, {
iopub: {
output: function(msg) {
var element_id = msg.content.text.trim();
Bokeh.index[element_id].model.document.clear();
delete Bokeh.index[element_id];
}
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cell.notebook.kernel.execute(cmd);
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// store reference to embed id on output_area
output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE]["id"];
}
if (output.metadata[EXEC_MIME_TYPE]["server_id"] !== undefined) {
var bk_div = document.createElement("div");
bk_div.innerHTML = output.data[HTML_MIME_TYPE];
var script_attrs = bk_div.children[0].attributes;
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output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE]["server_id"];
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function append_mime(data, metadata, element) {
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var toinsert = this.create_output_subarea(
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this.keyboard_manager.register_events(toinsert);
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render(props, toinsert[0]);
element.append(toinsert);
return toinsert
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events.on('clear_output.CodeCell', handleClearOutput);
events.on('delete.Cell', handleClearOutput);
/* Handle when a new output is added */
events.on('output_added.OutputArea', handleAddOutput);
/**
* Register the mime type and append_mime function with output_area
*/
OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {
/* Is output safe? */
safe: true,
/* Index of renderer in `output_area.display_order` */
index: 0
});
}
// register the mime type if in Jupyter Notebook environment and previously unregistered
if (root.Jupyter !== undefined) {
var events = require('base/js/events');
var OutputArea = require('notebook/js/outputarea').OutputArea;
if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {
register_renderer(events, OutputArea);
}
}
if (typeof (root._bokeh_timeout) === "undefined" || force === true) {
root._bokeh_timeout = Date.now() + 5000;
root._bokeh_failed_load = false;
}
var NB_LOAD_WARNING = {'data': {'text/html':
"<div style='background-color: #fdd'>\n"+
"<p>\n"+
"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \n"+
"may be due to a slow or bad network connection. Possible fixes:\n"+
"</p>\n"+
"<ul>\n"+
"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\n"+
"<li>use INLINE resources instead, as so:</li>\n"+
"</ul>\n"+
"<code>\n"+
"from bokeh.resources import INLINE\n"+
"output_notebook(resources=INLINE)\n"+
"</code>\n"+
"</div>"}};
function display_loaded() {
var el = document.getElementById("d5e33020-5560-49f0-9ecc-2092d47b1134");
if (el != null) {
el.textContent = "BokehJS is loading...";
}
if (root.Bokeh !== undefined) {
if (el != null) {
el.textContent = "BokehJS " + root.Bokeh.version + " successfully loaded.";
}
} else if (Date.now() < root._bokeh_timeout) {
setTimeout(display_loaded, 100)
}
}
function run_callbacks() {
try {
root._bokeh_onload_callbacks.forEach(function(callback) { callback() });
}
finally {
delete root._bokeh_onload_callbacks
}
console.info("Bokeh: all callbacks have finished");
}
function load_libs(js_urls, callback) {
root._bokeh_onload_callbacks.push(callback);
if (root._bokeh_is_loading > 0) {
console.log("Bokeh: BokehJS is being loaded, scheduling callback at", now());
return null;
}
if (js_urls == null || js_urls.length === 0) {
run_callbacks();
return null;
}
console.log("Bokeh: BokehJS not loaded, scheduling load and callback at", now());
root._bokeh_is_loading = js_urls.length;
for (var i = 0; i < js_urls.length; i++) {
var url = js_urls[i];
var s = document.createElement('script');
s.src = url;
s.async = false;
s.onreadystatechange = s.onload = function() {
root._bokeh_is_loading--;
if (root._bokeh_is_loading === 0) {
console.log("Bokeh: all BokehJS libraries loaded");
run_callbacks()
}
};
s.onerror = function() {
console.warn("failed to load library " + url);
};
console.log("Bokeh: injecting script tag for BokehJS library: ", url);
document.getElementsByTagName("head")[0].appendChild(s);
}
};var element = document.getElementById("d5e33020-5560-49f0-9ecc-2092d47b1134");
if (element == null) {
console.log("Bokeh: ERROR: autoload.js configured with elementid 'd5e33020-5560-49f0-9ecc-2092d47b1134' but no matching script tag was found. ")
return false;
}
var js_urls = ["https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.js", "https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.js", "https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.js", "https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.10.min.js"];
var inline_js = [
function(Bokeh) {
Bokeh.set_log_level("info");
},
function(Bokeh) {
},
function(Bokeh) {
console.log("Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.css");
Bokeh.embed.inject_css("https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.css");
console.log("Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.css");
Bokeh.embed.inject_css("https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.css");
console.log("Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.css");
Bokeh.embed.inject_css("https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.css");
}
];
function run_inline_js() {
if ((root.Bokeh !== undefined) || (force === true)) {
for (var i = 0; i < inline_js.length; i++) {
inline_js[i].call(root, root.Bokeh);
}if (force === true) {
display_loaded();
}} else if (Date.now() < root._bokeh_timeout) {
setTimeout(run_inline_js, 100);
} else if (!root._bokeh_failed_load) {
console.log("Bokeh: BokehJS failed to load within specified timeout.");
root._bokeh_failed_load = true;
} else if (force !== true) {
var cell = $(document.getElementById("d5e33020-5560-49f0-9ecc-2092d47b1134")).parents('.cell').data().cell;
cell.output_area.append_execute_result(NB_LOAD_WARNING)
}
}
if (root._bokeh_is_loading === 0) {
console.log("Bokeh: BokehJS loaded, going straight to plotting");
run_inline_js();
} else {
load_libs(js_urls, function() {
console.log("Bokeh: BokehJS plotting callback run at", now());
run_inline_js();
});
}
}(window));
</script>
</div>
</div>
<div class="output_area">
<div class="prompt"></div>
<div class="output_html rendered_html output_subarea ">
<div class="bk-root">
<div class="bk-plotdiv" id="9499e73f-d651-4f28-bd8c-a3082bd4e2ef"></div>
</div>
</div>
</div>
<div class="output_area">
<div class="prompt"></div>
<div id="55cf62ed-cf1d-4e5f-aeea-cda5042a9aad"></div>
<div class="output_subarea output_javascript ">
<script type="text/javascript">
var element = $('#55cf62ed-cf1d-4e5f-aeea-cda5042a9aad');
(function(root) {
function embed_document(root) {
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<p>Try To change first and second component to lower ones</p>
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<div class="prompt input_prompt">In&nbsp;[21]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">kmeans_visual</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span>
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}
}
if (typeof (root._bokeh_timeout) === "undefined" || force === true) {
root._bokeh_timeout = Date.now() + 5000;
root._bokeh_failed_load = false;
}
var NB_LOAD_WARNING = {'data': {'text/html':
"<div style='background-color: #fdd'>\n"+
"<p>\n"+
"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \n"+
"may be due to a slow or bad network connection. Possible fixes:\n"+
"</p>\n"+
"<ul>\n"+
"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\n"+
"<li>use INLINE resources instead, as so:</li>\n"+
"</ul>\n"+
"<code>\n"+
"from bokeh.resources import INLINE\n"+
"output_notebook(resources=INLINE)\n"+
"</code>\n"+
"</div>"}};
function display_loaded() {
var el = document.getElementById("fce75bbb-44dd-4a8d-84c8-f658f4713db2");
if (el != null) {
el.textContent = "BokehJS is loading...";
}
if (root.Bokeh !== undefined) {
if (el != null) {
el.textContent = "BokehJS " + root.Bokeh.version + " successfully loaded.";
}
} else if (Date.now() < root._bokeh_timeout) {
setTimeout(display_loaded, 100)
}
}
function run_callbacks() {
try {
root._bokeh_onload_callbacks.forEach(function(callback) { callback() });
}
finally {
delete root._bokeh_onload_callbacks
}
console.info("Bokeh: all callbacks have finished");
}
function load_libs(js_urls, callback) {
root._bokeh_onload_callbacks.push(callback);
if (root._bokeh_is_loading > 0) {
console.log("Bokeh: BokehJS is being loaded, scheduling callback at", now());
return null;
}
if (js_urls == null || js_urls.length === 0) {
run_callbacks();
return null;
}
console.log("Bokeh: BokehJS not loaded, scheduling load and callback at", now());
root._bokeh_is_loading = js_urls.length;
for (var i = 0; i < js_urls.length; i++) {
var url = js_urls[i];
var s = document.createElement('script');
s.src = url;
s.async = false;
s.onreadystatechange = s.onload = function() {
root._bokeh_is_loading--;
if (root._bokeh_is_loading === 0) {
console.log("Bokeh: all BokehJS libraries loaded");
run_callbacks()
}
};
s.onerror = function() {
console.warn("failed to load library " + url);
};
console.log("Bokeh: injecting script tag for BokehJS library: ", url);
document.getElementsByTagName("head")[0].appendChild(s);
}
};var element = document.getElementById("fce75bbb-44dd-4a8d-84c8-f658f4713db2");
if (element == null) {
console.log("Bokeh: ERROR: autoload.js configured with elementid 'fce75bbb-44dd-4a8d-84c8-f658f4713db2' but no matching script tag was found. ")
return false;
}
var js_urls = ["https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.js", "https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.js", "https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.js", "https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.10.min.js"];
var inline_js = [
function(Bokeh) {
Bokeh.set_log_level("info");
},
function(Bokeh) {
},
function(Bokeh) {
console.log("Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.css");
Bokeh.embed.inject_css("https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.css");
console.log("Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.css");
Bokeh.embed.inject_css("https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.css");
console.log("Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.css");
Bokeh.embed.inject_css("https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.css");
}
];
function run_inline_js() {
if ((root.Bokeh !== undefined) || (force === true)) {
for (var i = 0; i < inline_js.length; i++) {
inline_js[i].call(root, root.Bokeh);
}if (force === true) {
display_loaded();
}} else if (Date.now() < root._bokeh_timeout) {
setTimeout(run_inline_js, 100);
} else if (!root._bokeh_failed_load) {
console.log("Bokeh: BokehJS failed to load within specified timeout.");
root._bokeh_failed_load = true;
} else if (force !== true) {
var cell = $(document.getElementById("fce75bbb-44dd-4a8d-84c8-f658f4713db2")).parents('.cell').data().cell;
cell.output_area.append_execute_result(NB_LOAD_WARNING)
}
}
if (root._bokeh_is_loading === 0) {
console.log("Bokeh: BokehJS loaded, going straight to plotting");
run_inline_js();
} else {
load_libs(js_urls, function() {
console.log("Bokeh: BokehJS plotting callback run at", now());
run_inline_js();
});
}
}(window));
</script>
</div>
</div>
<div class="output_area">
<div class="prompt"></div>
<div class="output_html rendered_html output_subarea ">
<div class="bk-root">
<div class="bk-plotdiv" id="5ccfe79b-af14-44fa-b38e-ff8662a0c29b"></div>
</div>
</div>
</div>
<div class="output_area">
<div class="prompt"></div>
<div id="5b591968-5e0b-4d9e-ad4d-7f4910fddad4"></div>
<div class="output_subarea output_javascript ">
<script type="text/javascript">
var element = $('#5b591968-5e0b-4d9e-ad4d-7f4910fddad4');
(function(root) {
function embed_document(root) {
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">kmeans_visual</span><span class="p">(</span><span class="mi">4</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span>
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if (server_id !== undefined) {
// Clean up Bokeh references
var cmd = "from bokeh.io.state import curstate; print(curstate().uuid_to_server['" + server_id + "'].get_sessions()[0].document.roots[0]._id)";
cell.notebook.kernel.execute(cmd, {
iopub: {
output: function(msg) {
var element_id = msg.content.text.trim();
Bokeh.index[element_id].model.document.clear();
delete Bokeh.index[element_id];
}
}
});
// Destroy server and session
var cmd = "import bokeh.io.notebook as ion; ion.destroy_server('" + server_id + "')";
cell.notebook.kernel.execute(cmd);
}
}
/**
* Handle when a new output is added
*/
function handleAddOutput(event, handle) {
var output_area = handle.output_area;
var output = handle.output;
// limit handleAddOutput to display_data with EXEC_MIME_TYPE content only
if ((output.output_type != "display_data") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {
return
}
var toinsert = output_area.element.find(`.${CLASS_NAME.split(' ')[0]}`);
if (output.metadata[EXEC_MIME_TYPE]["id"] !== undefined) {
toinsert[0].firstChild.textContent = output.data[JS_MIME_TYPE];
// store reference to embed id on output_area
output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE]["id"];
}
if (output.metadata[EXEC_MIME_TYPE]["server_id"] !== undefined) {
var bk_div = document.createElement("div");
bk_div.innerHTML = output.data[HTML_MIME_TYPE];
var script_attrs = bk_div.children[0].attributes;
for (var i = 0; i < script_attrs.length; i++) {
toinsert[0].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);
}
// store reference to server id on output_area
output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE]["server_id"];
}
}
function register_renderer(events, OutputArea) {
function append_mime(data, metadata, element) {
// create a DOM node to render to
var toinsert = this.create_output_subarea(
metadata,
CLASS_NAME,
EXEC_MIME_TYPE
);
this.keyboard_manager.register_events(toinsert);
// Render to node
var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};
render(props, toinsert[0]);
element.append(toinsert);
return toinsert
}
/* Handle when an output is cleared or removed */
events.on('clear_output.CodeCell', handleClearOutput);
events.on('delete.Cell', handleClearOutput);
/* Handle when a new output is added */
events.on('output_added.OutputArea', handleAddOutput);
/**
* Register the mime type and append_mime function with output_area
*/
OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {
/* Is output safe? */
safe: true,
/* Index of renderer in `output_area.display_order` */
index: 0
});
}
// register the mime type if in Jupyter Notebook environment and previously unregistered
if (root.Jupyter !== undefined) {
var events = require('base/js/events');
var OutputArea = require('notebook/js/outputarea').OutputArea;
if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {
register_renderer(events, OutputArea);
}
}
if (typeof (root._bokeh_timeout) === "undefined" || force === true) {
root._bokeh_timeout = Date.now() + 5000;
root._bokeh_failed_load = false;
}
var NB_LOAD_WARNING = {'data': {'text/html':
"<div style='background-color: #fdd'>\n"+
"<p>\n"+
"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \n"+
"may be due to a slow or bad network connection. Possible fixes:\n"+
"</p>\n"+
"<ul>\n"+
"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\n"+
"<li>use INLINE resources instead, as so:</li>\n"+
"</ul>\n"+
"<code>\n"+
"from bokeh.resources import INLINE\n"+
"output_notebook(resources=INLINE)\n"+
"</code>\n"+
"</div>"}};
function display_loaded() {
var el = document.getElementById("b59ac5d3-85b3-4cba-87f9-0e52bfac6f09");
if (el != null) {
el.textContent = "BokehJS is loading...";
}
if (root.Bokeh !== undefined) {
if (el != null) {
el.textContent = "BokehJS " + root.Bokeh.version + " successfully loaded.";
}
} else if (Date.now() < root._bokeh_timeout) {
setTimeout(display_loaded, 100)
}
}
function run_callbacks() {
try {
root._bokeh_onload_callbacks.forEach(function(callback) { callback() });
}
finally {
delete root._bokeh_onload_callbacks
}
console.info("Bokeh: all callbacks have finished");
}
function load_libs(js_urls, callback) {
root._bokeh_onload_callbacks.push(callback);
if (root._bokeh_is_loading > 0) {
console.log("Bokeh: BokehJS is being loaded, scheduling callback at", now());
return null;
}
if (js_urls == null || js_urls.length === 0) {
run_callbacks();
return null;
}
console.log("Bokeh: BokehJS not loaded, scheduling load and callback at", now());
root._bokeh_is_loading = js_urls.length;
for (var i = 0; i < js_urls.length; i++) {
var url = js_urls[i];
var s = document.createElement('script');
s.src = url;
s.async = false;
s.onreadystatechange = s.onload = function() {
root._bokeh_is_loading--;
if (root._bokeh_is_loading === 0) {
console.log("Bokeh: all BokehJS libraries loaded");
run_callbacks()
}
};
s.onerror = function() {
console.warn("failed to load library " + url);
};
console.log("Bokeh: injecting script tag for BokehJS library: ", url);
document.getElementsByTagName("head")[0].appendChild(s);
}
};var element = document.getElementById("b59ac5d3-85b3-4cba-87f9-0e52bfac6f09");
if (element == null) {
console.log("Bokeh: ERROR: autoload.js configured with elementid 'b59ac5d3-85b3-4cba-87f9-0e52bfac6f09' but no matching script tag was found. ")
return false;
}
var js_urls = ["https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.js", "https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.js", "https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.js", "https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.10.min.js"];
var inline_js = [
function(Bokeh) {
Bokeh.set_log_level("info");
},
function(Bokeh) {
},
function(Bokeh) {
console.log("Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.css");
Bokeh.embed.inject_css("https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.css");
console.log("Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.css");
Bokeh.embed.inject_css("https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.css");
console.log("Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.css");
Bokeh.embed.inject_css("https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.css");
}
];
function run_inline_js() {
if ((root.Bokeh !== undefined) || (force === true)) {
for (var i = 0; i < inline_js.length; i++) {
inline_js[i].call(root, root.Bokeh);
}if (force === true) {
display_loaded();
}} else if (Date.now() < root._bokeh_timeout) {
setTimeout(run_inline_js, 100);
} else if (!root._bokeh_failed_load) {
console.log("Bokeh: BokehJS failed to load within specified timeout.");
root._bokeh_failed_load = true;
} else if (force !== true) {
var cell = $(document.getElementById("b59ac5d3-85b3-4cba-87f9-0e52bfac6f09")).parents('.cell').data().cell;
cell.output_area.append_execute_result(NB_LOAD_WARNING)
}
}
if (root._bokeh_is_loading === 0) {
console.log("Bokeh: BokehJS loaded, going straight to plotting");
run_inline_js();
} else {
load_libs(js_urls, function() {
console.log("Bokeh: BokehJS plotting callback run at", now());
run_inline_js();
});
}
}(window));
</script>
</div>
</div>
<div class="output_area">
<div class="prompt"></div>
<div class="output_html rendered_html output_subarea ">
<div class="bk-root">
<div class="bk-plotdiv" id="de4caaee-ef18-4174-be3e-719ec33cd386"></div>
</div>
</div>
</div>
<div class="output_area">
<div class="prompt"></div>
<div id="ecddf607-982d-4c21-980a-357ca2d93966"></div>
<div class="output_subarea output_javascript ">
<script type="text/javascript">
var element = $('#ecddf607-982d-4c21-980a-357ca2d93966');
(function(root) {
function embed_document(root) {
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<li>Which principal directions separate the clusters well?</li>
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<p>As one can see in the first graphs above, when still using the first principal component and varying the second the separation still works quite well (The first two principal components are best, though). The too cluster model is separated well but we can see much more variance in the points, meaning the points of each cluster are not as packed/ not as close together. For four clusters using other components with the first ones causes some little overlaps of points at the edges of the clusters.</p>
<p>Not using the first component leads to no real visible separation at all, the point seem all to lie one on another. That it understandable becasue the first principal component contains the most variance and can thus separate the data the best. The seperations on lower components cannot be seen in a 2D graph, if the first component is not used. Hence the first principal comonent is crucial for good clustering.</p>
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<h2 id="Exercise-3.12---Clustering-movies">Exercise 3.12 - Clustering movies<a class="anchor-link" href="#Exercise-3.12---Clustering-movies">&#182;</a></h2><p>Create a <code>dict</code> that maps movie IDs to set of genres from the data in <code>movies.txt</code>.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">movies_rdd</span> <span class="o">=</span> <span class="n">sc</span><span class="o">.</span><span class="n">textFile</span><span class="p">(</span><span class="s2">&quot;/ix/ml-20m/movies.txt&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">)</span>
<span class="kn">from</span> <span class="nn">pyspark.sql</span> <span class="k">import</span> <span class="n">SQLContext</span><span class="p">,</span> <span class="n">Row</span>
<span class="n">movies_DF</span> <span class="o">=</span> <span class="n">movies_rdd</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">l</span><span class="p">:</span> <span class="n">Row</span><span class="p">(</span><span class="o">**</span><span class="nb">dict</span><span class="p">(</span><span class="n">l</span><span class="p">)))</span><span class="o">.</span><span class="n">toDF</span><span class="p">()</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s1">&#39;most-rated.pickle&#39;</span><span class="p">,</span> <span class="s1">&#39;rb&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">handle</span><span class="p">:</span>
<span class="n">most_rated</span> <span class="o">=</span> <span class="n">pickle</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">handle</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">movies_DF</span><span class="o">.</span><span class="n">first</span><span class="p">())</span>
<span class="c1">#print(movies_df.first())</span>
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<pre>Row(genres=[&#39;Adventure&#39;, &#39;Animation&#39;, &#39;Children&#39;, &#39;Comedy&#39;, &#39;Fantasy&#39;], movieId=1, title=&#39;Toy Story (1995)&#39;)
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<li>Implement the k-medioids algorithm with the Jaccard distance.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">jacc_dist</span><span class="p">(</span><span class="n">medioid</span><span class="p">,</span> <span class="n">point</span><span class="p">):</span>
<span class="n">med</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">medioid</span><span class="p">)</span>
<span class="n">p</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">point</span><span class="p">)</span>
<span class="n">J</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="nb">set</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">med</span><span class="p">,</span> <span class="n">p</span><span class="p">))</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="nb">set</span><span class="o">.</span><span class="n">union</span><span class="p">(</span><span class="n">med</span><span class="p">,</span> <span class="n">p</span><span class="p">))</span>
<span class="k">return</span> <span class="mf">1.0</span> <span class="o">-</span> <span class="n">J</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">random</span>
<span class="kn">import</span> <span class="nn">copy</span>
<span class="k">def</span> <span class="nf">k_medioids</span><span class="p">(</span><span class="n">points</span><span class="p">,</span> <span class="n">d</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span><span class="n">convergence_point</span><span class="o">=</span><span class="mi">10</span><span class="o">**</span><span class="p">(</span><span class="o">-</span><span class="mi">4</span><span class="p">)):</span>
<span class="n">centers</span> <span class="o">=</span> <span class="p">[</span><span class="kc">None</span><span class="p">]</span> <span class="o">*</span> <span class="n">k</span>
<span class="c1">#initialize random centers</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">k</span><span class="p">):</span>
<span class="n">random_point</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choice</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">points</span><span class="o">.</span><span class="n">keys</span><span class="p">()))</span>
<span class="n">centers</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">points</span><span class="p">[</span><span class="n">random_point</span><span class="p">]</span>
<span class="n">count</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">distances_sum</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">k</span><span class="p">)</span>
<span class="k">while</span><span class="p">(</span><span class="kc">True</span><span class="p">):</span>
<span class="n">Cs</span> <span class="o">=</span> <span class="p">[</span><span class="kc">None</span><span class="p">]</span><span class="o">*</span><span class="n">k</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">k</span><span class="p">):</span>
<span class="n">Cs</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
<span class="c1">#assign points to clusters with closest medioid </span>
<span class="k">for</span> <span class="n">point_key</span><span class="p">,</span> <span class="n">point_value</span> <span class="ow">in</span> <span class="n">points</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
<span class="n">distances</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">medioid</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">centers</span><span class="p">):</span>
<span class="n">dist</span> <span class="o">=</span> <span class="n">d</span><span class="p">(</span><span class="n">medioid</span><span class="p">,</span> <span class="n">point_value</span><span class="p">)</span>
<span class="n">distances</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">dist</span><span class="p">)</span>
<span class="n">i</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">argmin</span><span class="p">(</span><span class="n">distances</span><span class="p">)</span>
<span class="n">Cs</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">point_key</span><span class="p">)</span>
<span class="n">old_centers</span> <span class="o">=</span> <span class="n">copy</span><span class="o">.</span><span class="n">deepcopy</span><span class="p">(</span><span class="n">centers</span><span class="p">)</span>
<span class="n">old_distances_sum</span> <span class="o">=</span> <span class="n">copy</span><span class="o">.</span><span class="n">deepcopy</span><span class="p">(</span><span class="n">distances_sum</span><span class="p">)</span>
<span class="c1">#recompute medioids</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">k</span><span class="p">):</span>
<span class="n">Ci</span> <span class="o">=</span> <span class="n">Cs</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
<span class="n">min_distances</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">point_id</span> <span class="ow">in</span> <span class="n">Ci</span><span class="p">:</span>
<span class="c1">#compute distance sum of the points in clutser i</span>
<span class="n">distance_sum</span> <span class="o">=</span> <span class="mf">0.0</span>
<span class="n">x_in_Ci</span> <span class="o">=</span> <span class="n">points</span><span class="p">[</span><span class="n">point_id</span><span class="p">]</span>
<span class="k">for</span> <span class="n">point_id_2</span> <span class="ow">in</span> <span class="n">Ci</span><span class="p">:</span>
<span class="n">y_in_Ci</span> <span class="o">=</span> <span class="n">points</span><span class="p">[</span><span class="n">point_id_2</span><span class="p">]</span>
<span class="n">distance_sum</span> <span class="o">+=</span> <span class="n">d</span><span class="p">(</span><span class="n">x_in_Ci</span><span class="p">,</span> <span class="n">y_in_Ci</span><span class="p">)</span>
<span class="n">min_distances</span> <span class="o">+=</span> <span class="p">[</span><span class="n">distance_sum</span><span class="p">]</span>
<span class="n">distances_sum</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">min_distances</span><span class="p">)</span>
<span class="c1">#get arg min new medioid for cluster i</span>
<span class="n">new_medioid</span> <span class="o">=</span> <span class="n">Ci</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">argmin</span><span class="p">(</span><span class="n">min_distances</span><span class="p">)]</span>
<span class="n">centers</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">points</span><span class="p">[</span><span class="n">new_medioid</span><span class="p">]</span>
<span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
<span class="c1">#until convergence, meaning the monioidsdo not change and the distamce sum only a little</span>
<span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">distances_sum</span><span class="o">-</span><span class="n">old_distances_sum</span><span class="p">))</span> <span class="o">&lt;</span> <span class="n">convergence_point</span> <span class="ow">and</span> <span class="n">old_centers</span> <span class="o">==</span> <span class="n">centers</span><span class="p">:</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Converged after &#39;</span><span class="p">,</span><span class="n">count</span><span class="p">,</span><span class="s1">&#39; rounds.&#39;</span><span class="p">)</span>
<span class="k">break</span>
<span class="k">return</span> <span class="n">centers</span><span class="p">,</span> <span class="n">Cs</span>
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<li>Cluster the set of movies in the file most-rated.pickle, using k=2.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">most_rated_genres</span> <span class="o">=</span> <span class="p">{}</span>
<span class="c1">#get the genres of the most rated movies, to do clustering</span>
<span class="k">for</span> <span class="n">movie</span> <span class="ow">in</span> <span class="n">most_rated</span><span class="p">:</span>
<span class="n">most_rated_genres</span><span class="p">[</span><span class="n">movie</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">movies_DF</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="s1">&#39;movieId = &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">movie</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span><span class="o">.</span><span class="n">collect</span><span class="p">()[</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;genres&#39;</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">centers</span><span class="p">,</span><span class="n">Cs</span><span class="o">=</span><span class="n">k_medioids</span><span class="p">(</span><span class="n">most_rated_genres</span><span class="p">,</span> <span class="n">jacc_dist</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
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<pre>Converged after 4 rounds.
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<li>Find a good way to visualize the results of the clustering. For example, you could try to visually represent the frequency of the genres in each of the clusters.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#count tag frequency for both clusters</span>
<span class="n">tag_frequency</span><span class="o">=</span><span class="p">{}</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">2</span><span class="p">):</span>
<span class="n">cluster</span><span class="o">=</span><span class="n">Cs</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
<span class="k">for</span> <span class="n">movie_id</span> <span class="ow">in</span> <span class="n">cluster</span><span class="p">:</span>
<span class="c1">#get tags </span>
<span class="n">tags</span><span class="o">=</span><span class="n">most_rated_genres</span><span class="p">[</span><span class="n">movie_id</span><span class="p">]</span>
<span class="k">for</span> <span class="n">tag</span> <span class="ow">in</span> <span class="n">tags</span><span class="p">:</span>
<span class="n">tag_freq</span><span class="o">=</span><span class="n">tag_frequency</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">tag</span><span class="p">,[</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">])</span>
<span class="n">tag_freq</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">+=</span><span class="mi">1</span>
<span class="n">tag_frequency</span><span class="p">[</span><span class="n">tag</span><span class="p">]</span><span class="o">=</span><span class="n">tag_freq</span>
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<pre>{&#39;Action&#39;: [262, 28],
&#39;Adventure&#39;: [205, 23],
&#39;Animation&#39;: [51, 11],
&#39;Children&#39;: [65, 17],
&#39;Comedy&#39;: [299, 92],
&#39;Crime&#39;: [103, 58],
&#39;Documentary&#39;: [5, 1],
&#39;Drama&#39;: [60, 388],
&#39;Fantasy&#39;: [91, 22],
&#39;Film-Noir&#39;: [7, 6],
&#39;Horror&#39;: [58, 14],
&#39;IMAX&#39;: [18, 4],
&#39;Musical&#39;: [31, 13],
&#39;Mystery&#39;: [50, 34],
&#39;Romance&#39;: [89, 109],
&#39;Sci-Fi&#39;: [142, 27],
&#39;Thriller&#39;: [201, 69],
&#39;War&#39;: [15, 35],
&#39;Western&#39;: [17, 6]}</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ind</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">tag_frequency</span><span class="p">))</span>
<span class="n">width</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">g</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
<span class="n">rects1</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="p">[</span><span class="n">tag_frequency</span><span class="p">[</span><span class="n">tag</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">tag</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">tag_frequency</span><span class="o">.</span><span class="n">keys</span><span class="p">())],</span> <span class="n">width</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;salmon&#39;</span><span class="p">)</span>
<span class="n">rects2</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">ind</span> <span class="o">+</span> <span class="n">width</span><span class="p">,</span> <span class="p">[</span><span class="n">tag_frequency</span><span class="p">[</span><span class="n">tag</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="k">for</span> <span class="n">tag</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">tag_frequency</span><span class="o">.</span><span class="n">keys</span><span class="p">())],</span> <span class="n">width</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;skyblue&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Bargraph of genre frequency for cluster 1 and 2&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">tag_frequency</span><span class="p">)),</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">tag_frequency</span><span class="o">.</span><span class="n">keys</span><span class="p">()),</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">70</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">((</span><span class="n">rects1</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">rects2</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="p">(</span><span class="s2">&quot;Cluster 1&quot;</span><span class="p">,</span> <span class="s2">&quot;Cluster 2&quot;</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>
</div>
</div>
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<div class="prompt input_prompt">In&nbsp;[35]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">20</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">211</span><span class="p">)</span>
<span class="c1"># Data to plot</span>
<span class="n">labels</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">tag_frequency</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
<span class="n">sizes</span> <span class="o">=</span> <span class="p">[</span><span class="n">tag_frequency</span><span class="p">[</span><span class="n">tag</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">tag</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">tag_frequency</span><span class="o">.</span><span class="n">keys</span><span class="p">())]</span>
<span class="c1">#colors = [&#39;gold&#39;, &#39;yellowgreen&#39;, &#39;lightcoral&#39;, &#39;lightskyblue&#39;]</span>
<span class="c1">#explode = (0, 0, 0, 0) # explode 1st slice</span>
<span class="c1"># Plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">pie</span><span class="p">(</span><span class="n">sizes</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="n">labels</span><span class="p">,</span>
<span class="n">autopct</span><span class="o">=</span><span class="s1">&#39;</span><span class="si">%1.1f%%</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">startangle</span><span class="o">=</span><span class="mi">140</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="s2">&quot;Tag frequency in cluster 1&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s1">&#39;equal&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">212</span><span class="p">)</span>
<span class="c1"># Data to plot</span>
<span class="n">labels</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">tag_frequency</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
<span class="n">sizes</span> <span class="o">=</span> <span class="p">[</span><span class="n">tag_frequency</span><span class="p">[</span><span class="n">tag</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="k">for</span> <span class="n">tag</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">tag_frequency</span><span class="o">.</span><span class="n">keys</span><span class="p">())]</span>
<span class="c1">#colors = [&#39;gold&#39;, &#39;yellowgreen&#39;, &#39;lightcoral&#39;, &#39;lightskyblue&#39;]</span>
<span class="c1">#explode = (0, 0, 0, 0) # explode 1st slice</span>
<span class="c1"># Plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">pie</span><span class="p">(</span><span class="n">sizes</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="n">labels</span><span class="p">,</span>
<span class="n">autopct</span><span class="o">=</span><span class="s1">&#39;</span><span class="si">%1.1f%%</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">startangle</span><span class="o">=</span><span class="mi">140</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="s2">&quot;Tag frequency in cluster 2&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s1">&#39;equal&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>
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<p>How do you intepret the two clusters?</p>
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<p>The second cluster has a big majority of drama movies, followed by romance, comedy and Thriller respectively but far behind drama (41%).</p>
<p>The first cluster's most used tags are comedy, action, adventure, thriller respectively. The tags are distributed much more evenly over those for tags, the biggest one making up only 17 %.</p>
<p>Hence it seems that the second cluster deals with more serious movies, that are maybe a little bit heavier on the emotions while cluster one seems to have lighter, and less serious movies.</p>
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