Skip to content

Instantly share code, notes, and snippets.

@sinhrks
Created March 29, 2015 09:34
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save sinhrks/171d6f76b9982abdeae8 to your computer and use it in GitHub Desktop.
Save sinhrks/171d6f76b9982abdeae8 to your computer and use it in GitHub Desktop.
expandas: Allow multiple target columns
<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8" />
<title>Notebook</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">
.clearfix{*zoom:1}.clearfix:before,.clearfix:after{display:table;content:"";line-height:0}
.clearfix:after{clear:both}
.hide-text{font:0/0 a;color:transparent;text-shadow:none;background-color:transparent;border:0}
.input-block-level{display:block;width:100%;min-height:30px;-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box}
article,aside,details,figcaption,figure,footer,header,hgroup,nav,section{display:block}
audio,canvas,video{display:inline-block;*display:inline;*zoom:1}
audio:not([controls]){display:none}
html{font-size:100%;-webkit-text-size-adjust:100%;-ms-text-size-adjust:100%}
a:focus{outline:thin dotted #333;outline:5px auto -webkit-focus-ring-color;outline-offset:-2px}
a:hover,a:active{outline:0}
sub,sup{position:relative;font-size:75%;line-height:0;vertical-align:baseline}
sup{top:-0.5em}
sub{bottom:-0.25em}
img{max-width:100%;width:auto\9;height:auto;vertical-align:middle;border:0;-ms-interpolation-mode:bicubic}
#map_canvas img,.google-maps img{max-width:none}
button,input,select,textarea{margin:0;font-size:100%;vertical-align:middle}
button,input{*overflow:visible;line-height:normal}
button::-moz-focus-inner,input::-moz-focus-inner{padding:0;border:0}
button,html input[type="button"],input[type="reset"],input[type="submit"]{-webkit-appearance:button;cursor:pointer}
label,select,button,input[type="button"],input[type="reset"],input[type="submit"],input[type="radio"],input[type="checkbox"]{cursor:pointer}
input[type="search"]{-webkit-box-sizing:content-box;-moz-box-sizing:content-box;box-sizing:content-box;-webkit-appearance:textfield}
input[type="search"]::-webkit-search-decoration,input[type="search"]::-webkit-search-cancel-button{-webkit-appearance:none}
textarea{overflow:auto;vertical-align:top}
@media print{*{text-shadow:none !important;color:#000 !important;background:transparent !important;box-shadow:none !important} a,a:visited{text-decoration:underline} a[href]:after{content:" (" attr(href) ")"} abbr[title]:after{content:" (" attr(title) ")"} .ir a:after,a[href^="javascript:"]:after,a[href^="#"]:after{content:""} pre,blockquote{border:1px solid #999;page-break-inside:avoid} thead{display:table-header-group} tr,img{page-break-inside:avoid} img{max-width:100% !important} @page {margin:.5cm}p,h2,h3{orphans:3;widows:3} h2,h3{page-break-after:avoid}}body{margin:0;font-family:"Helvetica Neue",Helvetica,Arial,sans-serif;font-size:13px;line-height:20px;color:#000;background-color:#fff}
a{color:#08c;text-decoration:none}
a:hover,a:focus{color:#005580;text-decoration:underline}
.img-rounded{border-radius:6px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px}
.img-polaroid{padding:4px;background-color:#fff;border:1px solid #ccc;border:1px solid rgba(0,0,0,0.2);-webkit-box-shadow:0 1px 3px rgba(0,0,0,0.1);-moz-box-shadow:0 1px 3px rgba(0,0,0,0.1);box-shadow:0 1px 3px rgba(0,0,0,0.1)}
.img-circle{border-radius:500px;-webkit-border-radius:500px;-moz-border-radius:500px;border-radius:500px}
.row{margin-left:-20px;*zoom:1}.row:before,.row:after{display:table;content:"";line-height:0}
.row:after{clear:both}
[class*="span"]{float:left;min-height:1px;margin-left:20px}
.container,.navbar-static-top .container,.navbar-fixed-top .container,.navbar-fixed-bottom .container{width:940px}
.span12{width:940px}
.span11{width:860px}
.span10{width:780px}
.span9{width:700px}
.span8{width:620px}
.span7{width:540px}
.span6{width:460px}
.span5{width:380px}
.span4{width:300px}
.span3{width:220px}
.span2{width:140px}
.span1{width:60px}
.offset12{margin-left:980px}
.offset11{margin-left:900px}
.offset10{margin-left:820px}
.offset9{margin-left:740px}
.offset8{margin-left:660px}
.offset7{margin-left:580px}
.offset6{margin-left:500px}
.offset5{margin-left:420px}
.offset4{margin-left:340px}
.offset3{margin-left:260px}
.offset2{margin-left:180px}
.offset1{margin-left:100px}
.row-fluid{width:100%;*zoom:1}.row-fluid:before,.row-fluid:after{display:table;content:"";line-height:0}
.row-fluid:after{clear:both}
.row-fluid [class*="span"]{display:block;width:100%;min-height:30px;-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box;float:left;margin-left:2.127659574468085%;*margin-left:2.074468085106383%}
.row-fluid [class*="span"]:first-child{margin-left:0}
.row-fluid .controls-row [class*="span"]+[class*="span"]{margin-left:2.127659574468085%}
.row-fluid .span12{width:100%;*width:99.94680851063829%}
.row-fluid .span11{width:91.48936170212765%;*width:91.43617021276594%}
.row-fluid .span10{width:82.97872340425532%;*width:82.92553191489361%}
.row-fluid .span9{width:74.46808510638297%;*width:74.41489361702126%}
.row-fluid .span8{width:65.95744680851064%;*width:65.90425531914893%}
.row-fluid .span7{width:57.44680851063829%;*width:57.39361702127659%}
.row-fluid .span6{width:48.93617021276595%;*width:48.88297872340425%}
.row-fluid .span5{width:40.42553191489362%;*width:40.37234042553192%}
.row-fluid .span4{width:31.914893617021278%;*width:31.861702127659576%}
.row-fluid .span3{width:23.404255319148934%;*width:23.351063829787233%}
.row-fluid .span2{width:14.893617021276595%;*width:14.840425531914894%}
.row-fluid .span1{width:6.382978723404255%;*width:6.329787234042553%}
.row-fluid .offset12{margin-left:104.25531914893617%;*margin-left:104.14893617021275%}
.row-fluid .offset12:first-child{margin-left:102.12765957446808%;*margin-left:102.02127659574467%}
.row-fluid .offset11{margin-left:95.74468085106382%;*margin-left:95.6382978723404%}
.row-fluid .offset11:first-child{margin-left:93.61702127659574%;*margin-left:93.51063829787232%}
.row-fluid .offset10{margin-left:87.23404255319149%;*margin-left:87.12765957446807%}
.row-fluid .offset10:first-child{margin-left:85.1063829787234%;*margin-left:84.99999999999999%}
.row-fluid .offset9{margin-left:78.72340425531914%;*margin-left:78.61702127659572%}
.row-fluid .offset9:first-child{margin-left:76.59574468085106%;*margin-left:76.48936170212764%}
.row-fluid .offset8{margin-left:70.2127659574468%;*margin-left:70.10638297872339%}
.row-fluid .offset8:first-child{margin-left:68.08510638297872%;*margin-left:67.9787234042553%}
.row-fluid .offset7{margin-left:61.70212765957446%;*margin-left:61.59574468085106%}
.row-fluid .offset7:first-child{margin-left:59.574468085106375%;*margin-left:59.46808510638297%}
.row-fluid .offset6{margin-left:53.191489361702125%;*margin-left:53.085106382978715%}
.row-fluid .offset6:first-child{margin-left:51.063829787234035%;*margin-left:50.95744680851063%}
.row-fluid .offset5{margin-left:44.68085106382979%;*margin-left:44.57446808510638%}
.row-fluid .offset5:first-child{margin-left:42.5531914893617%;*margin-left:42.4468085106383%}
.row-fluid .offset4{margin-left:36.170212765957444%;*margin-left:36.06382978723405%}
.row-fluid .offset4:first-child{margin-left:34.04255319148936%;*margin-left:33.93617021276596%}
.row-fluid .offset3{margin-left:27.659574468085104%;*margin-left:27.5531914893617%}
.row-fluid .offset3:first-child{margin-left:25.53191489361702%;*margin-left:25.425531914893618%}
.row-fluid .offset2{margin-left:19.148936170212764%;*margin-left:19.04255319148936%}
.row-fluid .offset2:first-child{margin-left:17.02127659574468%;*margin-left:16.914893617021278%}
.row-fluid .offset1{margin-left:10.638297872340425%;*margin-left:10.53191489361702%}
.row-fluid .offset1:first-child{margin-left:8.51063829787234%;*margin-left:8.404255319148938%}
[class*="span"].hide,.row-fluid [class*="span"].hide{display:none}
[class*="span"].pull-right,.row-fluid [class*="span"].pull-right{float:right}
.container{margin-right:auto;margin-left:auto;*zoom:1}.container:before,.container:after{display:table;content:"";line-height:0}
.container:after{clear:both}
.container-fluid{padding-right:20px;padding-left:20px;*zoom:1}.container-fluid:before,.container-fluid:after{display:table;content:"";line-height:0}
.container-fluid:after{clear:both}
p{margin:0 0 10px}
.lead{margin-bottom:20px;font-size:19.5px;font-weight:200;line-height:30px}
small{font-size:85%}
strong{font-weight:bold}
em{font-style:italic}
cite{font-style:normal}
.muted{color:#999}
a.muted:hover,a.muted:focus{color:#808080}
.text-warning{color:#c09853}
a.text-warning:hover,a.text-warning:focus{color:#a47e3c}
.text-error{color:#b94a48}
a.text-error:hover,a.text-error:focus{color:#953b39}
.text-info{color:#3a87ad}
a.text-info:hover,a.text-info:focus{color:#2d6987}
.text-success{color:#468847}
a.text-success:hover,a.text-success:focus{color:#356635}
.text-left{text-align:left}
.text-right{text-align:right}
.text-center{text-align:center}
h1,h2,h3,h4,h5,h6{margin:10px 0;font-family:inherit;font-weight:bold;line-height:20px;color:inherit;text-rendering:optimizelegibility}h1 small,h2 small,h3 small,h4 small,h5 small,h6 small{font-weight:normal;line-height:1;color:#999}
h1,h2,h3{line-height:40px}
h1{font-size:35.75px}
h2{font-size:29.25px}
h3{font-size:22.75px}
h4{font-size:16.25px}
h5{font-size:13px}
h6{font-size:11.049999999999999px}
h1 small{font-size:22.75px}
h2 small{font-size:16.25px}
h3 small{font-size:13px}
h4 small{font-size:13px}
.page-header{padding-bottom:9px;margin:20px 0 30px;border-bottom:1px solid #eee}
ul,ol{padding:0;margin:0 0 10px 25px}
ul ul,ul ol,ol ol,ol ul{margin-bottom:0}
li{line-height:20px}
ul.unstyled,ol.unstyled{margin-left:0;list-style:none}
ul.inline,ol.inline{margin-left:0;list-style:none}ul.inline>li,ol.inline>li{display:inline-block;*display:inline;*zoom:1;padding-left:5px;padding-right:5px}
dl{margin-bottom:20px}
dt,dd{line-height:20px}
dt{font-weight:bold}
dd{margin-left:10px}
.dl-horizontal{*zoom:1}.dl-horizontal:before,.dl-horizontal:after{display:table;content:"";line-height:0}
.dl-horizontal:after{clear:both}
.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}
hr{margin:20px 0;border:0;border-top:1px solid #eee;border-bottom:1px solid #fff}
abbr[title],abbr[data-original-title]{cursor:help;border-bottom:1px dotted #999}
abbr.initialism{font-size:90%;text-transform:uppercase}
blockquote{padding:0 0 0 15px;margin:0 0 20px;border-left:5px solid #eee}blockquote p{margin-bottom:0;font-size:16.25px;font-weight:300;line-height:1.25}
blockquote small{display:block;line-height:20px;color:#999}blockquote small:before{content:'\2014 \00A0'}
blockquote.pull-right{float:right;padding-right:15px;padding-left:0;border-right:5px solid #eee;border-left:0}blockquote.pull-right p,blockquote.pull-right small{text-align:right}
blockquote.pull-right small:before{content:''}
blockquote.pull-right small:after{content:'\00A0 \2014'}
q:before,q:after,blockquote:before,blockquote:after{content:""}
address{display:block;margin-bottom:20px;font-style:normal;line-height:20px}
code,pre{padding:0 3px 2px;font-family:monospace;font-size:11px;color:#333;border-radius:3px;-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px}
code{padding:2px 4px;color:#d14;background-color:#f7f7f9;border:1px solid #e1e1e8;white-space:nowrap}
pre{display:block;padding:9.5px;margin:0 0 10px;font-size:12px;line-height:20px;word-break:break-all;word-wrap:break-word;white-space:pre;white-space:pre-wrap;background-color:#f5f5f5;border:1px solid #ccc;border:1px solid rgba(0,0,0,0.15);border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}pre.prettyprint{margin-bottom:20px}
pre code{padding:0;color:inherit;white-space:pre;white-space:pre-wrap;background-color:transparent;border:0}
.pre-scrollable{max-height:340px;overflow-y:scroll}
form{margin:0 0 20px}
fieldset{padding:0;margin:0;border:0}
legend{display:block;width:100%;padding:0;margin-bottom:20px;font-size:19.5px;line-height:40px;color:#333;border:0;border-bottom:1px solid #e5e5e5}legend small{font-size:15px;color:#999}
label,input,button,select,textarea{font-size:13px;font-weight:normal;line-height:20px}
input,button,select,textarea{font-family:"Helvetica Neue",Helvetica,Arial,sans-serif}
label{display:block;margin-bottom:5px}
select,textarea,input[type="text"],input[type="password"],input[type="datetime"],input[type="datetime-local"],input[type="date"],input[type="month"],input[type="time"],input[type="week"],input[type="number"],input[type="email"],input[type="url"],input[type="search"],input[type="tel"],input[type="color"],.uneditable-input{display:inline-block;height:20px;padding:4px 6px;margin-bottom:10px;font-size:13px;line-height:20px;color:#555;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;vertical-align:middle}
input,textarea,.uneditable-input{width:206px}
textarea{height:auto}
textarea,input[type="text"],input[type="password"],input[type="datetime"],input[type="datetime-local"],input[type="date"],input[type="month"],input[type="time"],input[type="week"],input[type="number"],input[type="email"],input[type="url"],input[type="search"],input[type="tel"],input[type="color"],.uneditable-input{background-color:#fff;border:1px solid #ccc;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);-moz-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 linear .2s, box-shadow linear .2s;-moz-transition:border linear .2s, box-shadow linear .2s;-o-transition:border linear .2s, box-shadow linear .2s;transition:border linear .2s, box-shadow linear .2s}textarea:focus,input[type="text"]:focus,input[type="password"]:focus,input[type="datetime"]:focus,input[type="datetime-local"]:focus,input[type="date"]:focus,input[type="month"]:focus,input[type="time"]:focus,input[type="week"]:focus,input[type="number"]:focus,input[type="email"]:focus,input[type="url"]:focus,input[type="search"]:focus,input[type="tel"]:focus,input[type="color"]:focus,.uneditable-input:focus{border-color:rgba(82,168,236,0.8);outline:0;outline:thin dotted \9;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(82,168,236,.6);-moz-box-shadow:inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(82,168,236,.6);box-shadow:inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(82,168,236,.6)}
input[type="radio"],input[type="checkbox"]{margin:4px 0 0;*margin-top:0;margin-top:1px \9;line-height:normal}
input[type="file"],input[type="image"],input[type="submit"],input[type="reset"],input[type="button"],input[type="radio"],input[type="checkbox"]{width:auto}
select,input[type="file"]{height:30px;*margin-top:4px;line-height:30px}
select{width:220px;border:1px solid #ccc;background-color:#fff}
select[multiple],select[size]{height:auto}
select:focus,input[type="file"]:focus,input[type="radio"]:focus,input[type="checkbox"]:focus{outline:thin dotted #333;outline:5px auto -webkit-focus-ring-color;outline-offset:-2px}
.uneditable-input,.uneditable-textarea{color:#999;background-color:#fcfcfc;border-color:#ccc;-webkit-box-shadow:inset 0 1px 2px rgba(0,0,0,0.025);-moz-box-shadow:inset 0 1px 2px rgba(0,0,0,0.025);box-shadow:inset 0 1px 2px rgba(0,0,0,0.025);cursor:not-allowed}
.uneditable-input{overflow:hidden;white-space:nowrap}
.uneditable-textarea{width:auto;height:auto}
input:-moz-placeholder,textarea:-moz-placeholder{color:#999}
input:-ms-input-placeholder,textarea:-ms-input-placeholder{color:#999}
input::-webkit-input-placeholder,textarea::-webkit-input-placeholder{color:#999}
.radio,.checkbox{min-height:20px;padding-left:20px}
.radio input[type="radio"],.checkbox input[type="checkbox"]{float:left;margin-left:-20px}
.controls>.radio:first-child,.controls>.checkbox:first-child{padding-top:5px}
.radio.inline,.checkbox.inline{display:inline-block;padding-top:5px;margin-bottom:0;vertical-align:middle}
.radio.inline+.radio.inline,.checkbox.inline+.checkbox.inline{margin-left:10px}
.input-mini{width:60px}
.input-small{width:90px}
.input-medium{width:150px}
.input-large{width:210px}
.input-xlarge{width:270px}
.input-xxlarge{width:530px}
input[class*="span"],select[class*="span"],textarea[class*="span"],.uneditable-input[class*="span"],.row-fluid input[class*="span"],.row-fluid select[class*="span"],.row-fluid textarea[class*="span"],.row-fluid .uneditable-input[class*="span"]{float:none;margin-left:0}
.input-append input[class*="span"],.input-append .uneditable-input[class*="span"],.input-prepend input[class*="span"],.input-prepend .uneditable-input[class*="span"],.row-fluid input[class*="span"],.row-fluid select[class*="span"],.row-fluid textarea[class*="span"],.row-fluid .uneditable-input[class*="span"],.row-fluid .input-prepend [class*="span"],.row-fluid .input-append [class*="span"]{display:inline-block}
input,textarea,.uneditable-input{margin-left:0}
.controls-row [class*="span"]+[class*="span"]{margin-left:20px}
input.span12,textarea.span12,.uneditable-input.span12{width:926px}
input.span11,textarea.span11,.uneditable-input.span11{width:846px}
input.span10,textarea.span10,.uneditable-input.span10{width:766px}
input.span9,textarea.span9,.uneditable-input.span9{width:686px}
input.span8,textarea.span8,.uneditable-input.span8{width:606px}
input.span7,textarea.span7,.uneditable-input.span7{width:526px}
input.span6,textarea.span6,.uneditable-input.span6{width:446px}
input.span5,textarea.span5,.uneditable-input.span5{width:366px}
input.span4,textarea.span4,.uneditable-input.span4{width:286px}
input.span3,textarea.span3,.uneditable-input.span3{width:206px}
input.span2,textarea.span2,.uneditable-input.span2{width:126px}
input.span1,textarea.span1,.uneditable-input.span1{width:46px}
.controls-row{*zoom:1}.controls-row:before,.controls-row:after{display:table;content:"";line-height:0}
.controls-row:after{clear:both}
.controls-row [class*="span"],.row-fluid .controls-row [class*="span"]{float:left}
.controls-row .checkbox[class*="span"],.controls-row .radio[class*="span"]{padding-top:5px}
input[disabled],select[disabled],textarea[disabled],input[readonly],select[readonly],textarea[readonly]{cursor:not-allowed;background-color:#eee}
input[type="radio"][disabled],input[type="checkbox"][disabled],input[type="radio"][readonly],input[type="checkbox"][readonly]{background-color:transparent}
.control-group.warning .control-label,.control-group.warning .help-block,.control-group.warning .help-inline{color:#c09853}
.control-group.warning .checkbox,.control-group.warning .radio,.control-group.warning input,.control-group.warning select,.control-group.warning textarea{color:#c09853}
.control-group.warning input,.control-group.warning select,.control-group.warning textarea{border-color:#c09853;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);-moz-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);box-shadow:inset 0 1px 1px rgba(0,0,0,0.075)}.control-group.warning input:focus,.control-group.warning select:focus,.control-group.warning textarea:focus{border-color:#a47e3c;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #dbc59e;-moz-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #dbc59e;box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #dbc59e}
.control-group.warning .input-prepend .add-on,.control-group.warning .input-append .add-on{color:#c09853;background-color:#fcf8e3;border-color:#c09853}
.control-group.error .control-label,.control-group.error .help-block,.control-group.error .help-inline{color:#b94a48}
.control-group.error .checkbox,.control-group.error .radio,.control-group.error input,.control-group.error select,.control-group.error textarea{color:#b94a48}
.control-group.error input,.control-group.error select,.control-group.error textarea{border-color:#b94a48;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);-moz-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);box-shadow:inset 0 1px 1px rgba(0,0,0,0.075)}.control-group.error input:focus,.control-group.error select:focus,.control-group.error textarea:focus{border-color:#953b39;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #d59392;-moz-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #d59392;box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #d59392}
.control-group.error .input-prepend .add-on,.control-group.error .input-append .add-on{color:#b94a48;background-color:#f2dede;border-color:#b94a48}
.control-group.success .control-label,.control-group.success .help-block,.control-group.success .help-inline{color:#468847}
.control-group.success .checkbox,.control-group.success .radio,.control-group.success input,.control-group.success select,.control-group.success textarea{color:#468847}
.control-group.success input,.control-group.success select,.control-group.success textarea{border-color:#468847;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);-moz-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);box-shadow:inset 0 1px 1px rgba(0,0,0,0.075)}.control-group.success input:focus,.control-group.success select:focus,.control-group.success textarea:focus{border-color:#356635;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #7aba7b;-moz-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #7aba7b;box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #7aba7b}
.control-group.success .input-prepend .add-on,.control-group.success .input-append .add-on{color:#468847;background-color:#dff0d8;border-color:#468847}
.control-group.info .control-label,.control-group.info .help-block,.control-group.info .help-inline{color:#3a87ad}
.control-group.info .checkbox,.control-group.info .radio,.control-group.info input,.control-group.info select,.control-group.info textarea{color:#3a87ad}
.control-group.info input,.control-group.info select,.control-group.info textarea{border-color:#3a87ad;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);-moz-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);box-shadow:inset 0 1px 1px rgba(0,0,0,0.075)}.control-group.info input:focus,.control-group.info select:focus,.control-group.info textarea:focus{border-color:#2d6987;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #7ab5d3;-moz-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #7ab5d3;box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #7ab5d3}
.control-group.info .input-prepend .add-on,.control-group.info .input-append .add-on{color:#3a87ad;background-color:#d9edf7;border-color:#3a87ad}
input:focus:invalid,textarea:focus:invalid,select:focus:invalid{color:#b94a48;border-color:#ee5f5b}input:focus:invalid:focus,textarea:focus:invalid:focus,select:focus:invalid:focus{border-color:#e9322d;-webkit-box-shadow:0 0 6px #f8b9b7;-moz-box-shadow:0 0 6px #f8b9b7;box-shadow:0 0 6px #f8b9b7}
.form-actions{padding:19px 20px 20px;margin-top:20px;margin-bottom:20px;background-color:#f5f5f5;border-top:1px solid #e5e5e5;*zoom:1}.form-actions:before,.form-actions:after{display:table;content:"";line-height:0}
.form-actions:after{clear:both}
.help-block,.help-inline{color:#262626}
.help-block{display:block;margin-bottom:10px}
.help-inline{display:inline-block;*display:inline;*zoom:1;vertical-align:middle;padding-left:5px}
.input-append,.input-prepend{display:inline-block;margin-bottom:10px;vertical-align:middle;font-size:0;white-space:nowrap}.input-append input,.input-prepend input,.input-append select,.input-prepend select,.input-append .uneditable-input,.input-prepend .uneditable-input,.input-append .dropdown-menu,.input-prepend .dropdown-menu,.input-append .popover,.input-prepend .popover{font-size:13px}
.input-append input,.input-prepend input,.input-append select,.input-prepend select,.input-append .uneditable-input,.input-prepend .uneditable-input{position:relative;margin-bottom:0;*margin-left:0;vertical-align:top;border-radius:0 4px 4px 0;-webkit-border-radius:0 4px 4px 0;-moz-border-radius:0 4px 4px 0;border-radius:0 4px 4px 0}.input-append input:focus,.input-prepend input:focus,.input-append select:focus,.input-prepend select:focus,.input-append .uneditable-input:focus,.input-prepend .uneditable-input:focus{z-index:2}
.input-append .add-on,.input-prepend .add-on{display:inline-block;width:auto;height:20px;min-width:16px;padding:4px 5px;font-size:13px;font-weight:normal;line-height:20px;text-align:center;text-shadow:0 1px 0 #fff;background-color:#eee;border:1px solid #ccc}
.input-append .add-on,.input-prepend .add-on,.input-append .btn,.input-prepend .btn,.input-append .btn-group>.dropdown-toggle,.input-prepend .btn-group>.dropdown-toggle{vertical-align:top;border-radius:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0}
.input-append .active,.input-prepend .active{background-color:#a9dba9;border-color:#46a546}
.input-prepend .add-on,.input-prepend .btn{margin-right:-1px}
.input-prepend .add-on:first-child,.input-prepend .btn:first-child{border-radius:4px 0 0 4px;-webkit-border-radius:4px 0 0 4px;-moz-border-radius:4px 0 0 4px;border-radius:4px 0 0 4px}
.input-append input,.input-append select,.input-append .uneditable-input{border-radius:4px 0 0 4px;-webkit-border-radius:4px 0 0 4px;-moz-border-radius:4px 0 0 4px;border-radius:4px 0 0 4px}.input-append input+.btn-group .btn:last-child,.input-append select+.btn-group .btn:last-child,.input-append .uneditable-input+.btn-group .btn:last-child{border-radius:0 4px 4px 0;-webkit-border-radius:0 4px 4px 0;-moz-border-radius:0 4px 4px 0;border-radius:0 4px 4px 0}
.input-append .add-on,.input-append .btn,.input-append .btn-group{margin-left:-1px}
.input-append .add-on:last-child,.input-append .btn:last-child,.input-append .btn-group:last-child>.dropdown-toggle{border-radius:0 4px 4px 0;-webkit-border-radius:0 4px 4px 0;-moz-border-radius:0 4px 4px 0;border-radius:0 4px 4px 0}
.input-prepend.input-append input,.input-prepend.input-append select,.input-prepend.input-append .uneditable-input{border-radius:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0}.input-prepend.input-append input+.btn-group .btn,.input-prepend.input-append select+.btn-group .btn,.input-prepend.input-append .uneditable-input+.btn-group .btn{border-radius:0 4px 4px 0;-webkit-border-radius:0 4px 4px 0;-moz-border-radius:0 4px 4px 0;border-radius:0 4px 4px 0}
.input-prepend.input-append .add-on:first-child,.input-prepend.input-append .btn:first-child{margin-right:-1px;border-radius:4px 0 0 4px;-webkit-border-radius:4px 0 0 4px;-moz-border-radius:4px 0 0 4px;border-radius:4px 0 0 4px}
.input-prepend.input-append .add-on:last-child,.input-prepend.input-append .btn:last-child{margin-left:-1px;border-radius:0 4px 4px 0;-webkit-border-radius:0 4px 4px 0;-moz-border-radius:0 4px 4px 0;border-radius:0 4px 4px 0}
.input-prepend.input-append .btn-group:first-child{margin-left:0}
input.search-query{padding-right:14px;padding-right:4px \9;padding-left:14px;padding-left:4px \9;margin-bottom:0;border-radius:15px;-webkit-border-radius:15px;-moz-border-radius:15px;border-radius:15px}
.form-search .input-append .search-query,.form-search .input-prepend .search-query{border-radius:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0}
.form-search .input-append .search-query{border-radius:14px 0 0 14px;-webkit-border-radius:14px 0 0 14px;-moz-border-radius:14px 0 0 14px;border-radius:14px 0 0 14px}
.form-search .input-append .btn{border-radius:0 14px 14px 0;-webkit-border-radius:0 14px 14px 0;-moz-border-radius:0 14px 14px 0;border-radius:0 14px 14px 0}
.form-search .input-prepend .search-query{border-radius:0 14px 14px 0;-webkit-border-radius:0 14px 14px 0;-moz-border-radius:0 14px 14px 0;border-radius:0 14px 14px 0}
.form-search .input-prepend .btn{border-radius:14px 0 0 14px;-webkit-border-radius:14px 0 0 14px;-moz-border-radius:14px 0 0 14px;border-radius:14px 0 0 14px}
.form-search input,.form-inline input,.form-horizontal input,.form-search textarea,.form-inline textarea,.form-horizontal textarea,.form-search select,.form-inline select,.form-horizontal select,.form-search .help-inline,.form-inline .help-inline,.form-horizontal .help-inline,.form-search .uneditable-input,.form-inline .uneditable-input,.form-horizontal .uneditable-input,.form-search .input-prepend,.form-inline .input-prepend,.form-horizontal .input-prepend,.form-search .input-append,.form-inline .input-append,.form-horizontal .input-append{display:inline-block;*display:inline;*zoom:1;margin-bottom:0;vertical-align:middle}
.form-search .hide,.form-inline .hide,.form-horizontal .hide{display:none}
.form-search label,.form-inline label,.form-search .btn-group,.form-inline .btn-group{display:inline-block}
.form-search .input-append,.form-inline .input-append,.form-search .input-prepend,.form-inline .input-prepend{margin-bottom:0}
.form-search .radio,.form-search .checkbox,.form-inline .radio,.form-inline .checkbox{padding-left:0;margin-bottom:0;vertical-align:middle}
.form-search .radio input[type="radio"],.form-search .checkbox input[type="checkbox"],.form-inline .radio input[type="radio"],.form-inline .checkbox input[type="checkbox"]{float:left;margin-right:3px;margin-left:0}
.control-group{margin-bottom:10px}
legend+.control-group{margin-top:20px;-webkit-margin-top-collapse:separate}
.form-horizontal .control-group{margin-bottom:20px;*zoom:1}.form-horizontal .control-group:before,.form-horizontal .control-group:after{display:table;content:"";line-height:0}
.form-horizontal .control-group:after{clear:both}
.form-horizontal .control-label{float:left;width:160px;padding-top:5px;text-align:right}
.form-horizontal .controls{*display:inline-block;*padding-left:20px;margin-left:180px;*margin-left:0}.form-horizontal .controls:first-child{*padding-left:180px}
.form-horizontal .help-block{margin-bottom:0}
.form-horizontal input+.help-block,.form-horizontal select+.help-block,.form-horizontal textarea+.help-block,.form-horizontal .uneditable-input+.help-block,.form-horizontal .input-prepend+.help-block,.form-horizontal .input-append+.help-block{margin-top:10px}
.form-horizontal .form-actions{padding-left:180px}
table{max-width:100%;background-color:transparent;border-collapse:collapse;border-spacing:0}
.table{width:100%;margin-bottom:20px}.table th,.table td{padding:8px;line-height:20px;text-align:left;vertical-align:top;border-top:1px solid #ddd}
.table th{font-weight:bold}
.table thead th{vertical-align:bottom}
.table caption+thead tr:first-child th,.table caption+thead tr:first-child td,.table colgroup+thead tr:first-child th,.table colgroup+thead tr:first-child td,.table thead:first-child tr:first-child th,.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 th,.table-condensed td{padding:4px 5px}
.table-bordered{border:1px solid #ddd;border-collapse:separate;*border-collapse:collapse;border-left:0;border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}.table-bordered th,.table-bordered td{border-left:1px solid #ddd}
.table-bordered caption+thead tr:first-child th,.table-bordered caption+tbody tr:first-child th,.table-bordered caption+tbody tr:first-child td,.table-bordered colgroup+thead tr:first-child th,.table-bordered colgroup+tbody tr:first-child th,.table-bordered colgroup+tbody tr:first-child td,.table-bordered thead:first-child tr:first-child th,.table-bordered tbody:first-child tr:first-child th,.table-bordered tbody:first-child tr:first-child td{border-top:0}
.table-bordered thead:first-child tr:first-child>th:first-child,.table-bordered tbody:first-child tr:first-child>td:first-child,.table-bordered tbody:first-child tr:first-child>th:first-child{-webkit-border-top-left-radius:4px;-moz-border-radius-topleft:4px;border-top-left-radius:4px}
.table-bordered thead:first-child tr:first-child>th:last-child,.table-bordered tbody:first-child tr:first-child>td:last-child,.table-bordered tbody:first-child tr:first-child>th:last-child{-webkit-border-top-right-radius:4px;-moz-border-radius-topright:4px;border-top-right-radius:4px}
.table-bordered thead:last-child tr:last-child>th:first-child,.table-bordered tbody:last-child tr:last-child>td:first-child,.table-bordered tbody:last-child tr:last-child>th:first-child,.table-bordered tfoot:last-child tr:last-child>td:first-child,.table-bordered tfoot:last-child tr:last-child>th:first-child{-webkit-border-bottom-left-radius:4px;-moz-border-radius-bottomleft:4px;border-bottom-left-radius:4px}
.table-bordered thead:last-child tr:last-child>th:last-child,.table-bordered tbody:last-child tr:last-child>td:last-child,.table-bordered tbody:last-child tr:last-child>th:last-child,.table-bordered tfoot:last-child tr:last-child>td:last-child,.table-bordered tfoot:last-child tr:last-child>th:last-child{-webkit-border-bottom-right-radius:4px;-moz-border-radius-bottomright:4px;border-bottom-right-radius:4px}
.table-bordered tfoot+tbody:last-child tr:last-child td:first-child{-webkit-border-bottom-left-radius:0;-moz-border-radius-bottomleft:0;border-bottom-left-radius:0}
.table-bordered tfoot+tbody:last-child tr:last-child td:last-child{-webkit-border-bottom-right-radius:0;-moz-border-radius-bottomright:0;border-bottom-right-radius:0}
.table-bordered caption+thead tr:first-child th:first-child,.table-bordered caption+tbody tr:first-child td:first-child,.table-bordered colgroup+thead tr:first-child th:first-child,.table-bordered colgroup+tbody tr:first-child td:first-child{-webkit-border-top-left-radius:4px;-moz-border-radius-topleft:4px;border-top-left-radius:4px}
.table-bordered caption+thead tr:first-child th:last-child,.table-bordered caption+tbody tr:first-child td:last-child,.table-bordered colgroup+thead tr:first-child th:last-child,.table-bordered colgroup+tbody tr:first-child td:last-child{-webkit-border-top-right-radius:4px;-moz-border-radius-topright:4px;border-top-right-radius:4px}
.table-striped tbody>tr:nth-child(odd)>td,.table-striped tbody>tr:nth-child(odd)>th{background-color:#f9f9f9}
.table-hover tbody tr:hover>td,.table-hover tbody tr:hover>th{background-color:#f5f5f5}
table td[class*="span"],table th[class*="span"],.row-fluid table td[class*="span"],.row-fluid table th[class*="span"]{display:table-cell;float:none;margin-left:0}
.table td.span1,.table th.span1{float:none;width:44px;margin-left:0}
.table td.span2,.table th.span2{float:none;width:124px;margin-left:0}
.table td.span3,.table th.span3{float:none;width:204px;margin-left:0}
.table td.span4,.table th.span4{float:none;width:284px;margin-left:0}
.table td.span5,.table th.span5{float:none;width:364px;margin-left:0}
.table td.span6,.table th.span6{float:none;width:444px;margin-left:0}
.table td.span7,.table th.span7{float:none;width:524px;margin-left:0}
.table td.span8,.table th.span8{float:none;width:604px;margin-left:0}
.table td.span9,.table th.span9{float:none;width:684px;margin-left:0}
.table td.span10,.table th.span10{float:none;width:764px;margin-left:0}
.table td.span11,.table th.span11{float:none;width:844px;margin-left:0}
.table td.span12,.table th.span12{float:none;width:924px;margin-left:0}
.table tbody tr.success>td{background-color:#dff0d8}
.table tbody tr.error>td{background-color:#f2dede}
.table tbody tr.warning>td{background-color:#fcf8e3}
.table tbody tr.info>td{background-color:#d9edf7}
.table-hover tbody tr.success:hover>td{background-color:#d0e9c6}
.table-hover tbody tr.error:hover>td{background-color:#ebcccc}
.table-hover tbody tr.warning:hover>td{background-color:#faf2cc}
.table-hover tbody tr.info:hover>td{background-color:#c4e3f3}
[class^="icon-"],[class*=" icon-"]{display:inline-block;width:14px;height:14px;*margin-right:.3em;line-height:14px;vertical-align:text-top;background-image:url("../img/glyphicons-halflings.png");background-position:14px 14px;background-repeat:no-repeat;margin-top:1px}
.icon-white,.nav-pills>.active>a>[class^="icon-"],.nav-pills>.active>a>[class*=" icon-"],.nav-list>.active>a>[class^="icon-"],.nav-list>.active>a>[class*=" icon-"],.navbar-inverse .nav>.active>a>[class^="icon-"],.navbar-inverse .nav>.active>a>[class*=" icon-"],.dropdown-menu>li>a:hover>[class^="icon-"],.dropdown-menu>li>a:focus>[class^="icon-"],.dropdown-menu>li>a:hover>[class*=" icon-"],.dropdown-menu>li>a:focus>[class*=" icon-"],.dropdown-menu>.active>a>[class^="icon-"],.dropdown-menu>.active>a>[class*=" icon-"],.dropdown-submenu:hover>a>[class^="icon-"],.dropdown-submenu:focus>a>[class^="icon-"],.dropdown-submenu:hover>a>[class*=" icon-"],.dropdown-submenu:focus>a>[class*=" icon-"]{background-image:url("../img/glyphicons-halflings-white.png")}
.icon-glass{background-position:0 0}
.icon-music{background-position:-24px 0}
.icon-search{background-position:-48px 0}
.icon-envelope{background-position:-72px 0}
.icon-heart{background-position:-96px 0}
.icon-star{background-position:-120px 0}
.icon-star-empty{background-position:-144px 0}
.icon-user{background-position:-168px 0}
.icon-film{background-position:-192px 0}
.icon-th-large{background-position:-216px 0}
.icon-th{background-position:-240px 0}
.icon-th-list{background-position:-264px 0}
.icon-ok{background-position:-288px 0}
.icon-remove{background-position:-312px 0}
.icon-zoom-in{background-position:-336px 0}
.icon-zoom-out{background-position:-360px 0}
.icon-off{background-position:-384px 0}
.icon-signal{background-position:-408px 0}
.icon-cog{background-position:-432px 0}
.icon-trash{background-position:-456px 0}
.icon-home{background-position:0 -24px}
.icon-file{background-position:-24px -24px}
.icon-time{background-position:-48px -24px}
.icon-road{background-position:-72px -24px}
.icon-download-alt{background-position:-96px -24px}
.icon-download{background-position:-120px -24px}
.icon-upload{background-position:-144px -24px}
.icon-inbox{background-position:-168px -24px}
.icon-play-circle{background-position:-192px -24px}
.icon-repeat{background-position:-216px -24px}
.icon-refresh{background-position:-240px -24px}
.icon-list-alt{background-position:-264px -24px}
.icon-lock{background-position:-287px -24px}
.icon-flag{background-position:-312px -24px}
.icon-headphones{background-position:-336px -24px}
.icon-volume-off{background-position:-360px -24px}
.icon-volume-down{background-position:-384px -24px}
.icon-volume-up{background-position:-408px -24px}
.icon-qrcode{background-position:-432px -24px}
.icon-barcode{background-position:-456px -24px}
.icon-tag{background-position:0 -48px}
.icon-tags{background-position:-25px -48px}
.icon-book{background-position:-48px -48px}
.icon-bookmark{background-position:-72px -48px}
.icon-print{background-position:-96px -48px}
.icon-camera{background-position:-120px -48px}
.icon-font{background-position:-144px -48px}
.icon-bold{background-position:-167px -48px}
.icon-italic{background-position:-192px -48px}
.icon-text-height{background-position:-216px -48px}
.icon-text-width{background-position:-240px -48px}
.icon-align-left{background-position:-264px -48px}
.icon-align-center{background-position:-288px -48px}
.icon-align-right{background-position:-312px -48px}
.icon-align-justify{background-position:-336px -48px}
.icon-list{background-position:-360px -48px}
.icon-indent-left{background-position:-384px -48px}
.icon-indent-right{background-position:-408px -48px}
.icon-facetime-video{background-position:-432px -48px}
.icon-picture{background-position:-456px -48px}
.icon-pencil{background-position:0 -72px}
.icon-map-marker{background-position:-24px -72px}
.icon-adjust{background-position:-48px -72px}
.icon-tint{background-position:-72px -72px}
.icon-edit{background-position:-96px -72px}
.icon-share{background-position:-120px -72px}
.icon-check{background-position:-144px -72px}
.icon-move{background-position:-168px -72px}
.icon-step-backward{background-position:-192px -72px}
.icon-fast-backward{background-position:-216px -72px}
.icon-backward{background-position:-240px -72px}
.icon-play{background-position:-264px -72px}
.icon-pause{background-position:-288px -72px}
.icon-stop{background-position:-312px -72px}
.icon-forward{background-position:-336px -72px}
.icon-fast-forward{background-position:-360px -72px}
.icon-step-forward{background-position:-384px -72px}
.icon-eject{background-position:-408px -72px}
.icon-chevron-left{background-position:-432px -72px}
.icon-chevron-right{background-position:-456px -72px}
.icon-plus-sign{background-position:0 -96px}
.icon-minus-sign{background-position:-24px -96px}
.icon-remove-sign{background-position:-48px -96px}
.icon-ok-sign{background-position:-72px -96px}
.icon-question-sign{background-position:-96px -96px}
.icon-info-sign{background-position:-120px -96px}
.icon-screenshot{background-position:-144px -96px}
.icon-remove-circle{background-position:-168px -96px}
.icon-ok-circle{background-position:-192px -96px}
.icon-ban-circle{background-position:-216px -96px}
.icon-arrow-left{background-position:-240px -96px}
.icon-arrow-right{background-position:-264px -96px}
.icon-arrow-up{background-position:-289px -96px}
.icon-arrow-down{background-position:-312px -96px}
.icon-share-alt{background-position:-336px -96px}
.icon-resize-full{background-position:-360px -96px}
.icon-resize-small{background-position:-384px -96px}
.icon-plus{background-position:-408px -96px}
.icon-minus{background-position:-433px -96px}
.icon-asterisk{background-position:-456px -96px}
.icon-exclamation-sign{background-position:0 -120px}
.icon-gift{background-position:-24px -120px}
.icon-leaf{background-position:-48px -120px}
.icon-fire{background-position:-72px -120px}
.icon-eye-open{background-position:-96px -120px}
.icon-eye-close{background-position:-120px -120px}
.icon-warning-sign{background-position:-144px -120px}
.icon-plane{background-position:-168px -120px}
.icon-calendar{background-position:-192px -120px}
.icon-random{background-position:-216px -120px;width:16px}
.icon-comment{background-position:-240px -120px}
.icon-magnet{background-position:-264px -120px}
.icon-chevron-up{background-position:-288px -120px}
.icon-chevron-down{background-position:-313px -119px}
.icon-retweet{background-position:-336px -120px}
.icon-shopping-cart{background-position:-360px -120px}
.icon-folder-close{background-position:-384px -120px;width:16px}
.icon-folder-open{background-position:-408px -120px;width:16px}
.icon-resize-vertical{background-position:-432px -119px}
.icon-resize-horizontal{background-position:-456px -118px}
.icon-hdd{background-position:0 -144px}
.icon-bullhorn{background-position:-24px -144px}
.icon-bell{background-position:-48px -144px}
.icon-certificate{background-position:-72px -144px}
.icon-thumbs-up{background-position:-96px -144px}
.icon-thumbs-down{background-position:-120px -144px}
.icon-hand-right{background-position:-144px -144px}
.icon-hand-left{background-position:-168px -144px}
.icon-hand-up{background-position:-192px -144px}
.icon-hand-down{background-position:-216px -144px}
.icon-circle-arrow-right{background-position:-240px -144px}
.icon-circle-arrow-left{background-position:-264px -144px}
.icon-circle-arrow-up{background-position:-288px -144px}
.icon-circle-arrow-down{background-position:-312px -144px}
.icon-globe{background-position:-336px -144px}
.icon-wrench{background-position:-360px -144px}
.icon-tasks{background-position:-384px -144px}
.icon-filter{background-position:-408px -144px}
.icon-briefcase{background-position:-432px -144px}
.icon-fullscreen{background-position:-456px -144px}
.dropup,.dropdown{position:relative}
.dropdown-toggle{*margin-bottom:-3px}
.dropdown-toggle:active,.open .dropdown-toggle{outline:0}
.caret{display:inline-block;width:0;height:0;vertical-align:top;border-top:4px solid #000;border-right:4px solid transparent;border-left:4px solid transparent;content:""}
.dropdown .caret{margin-top:8px;margin-left:2px}
.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;background-color:#fff;border:1px solid #ccc;border:1px solid rgba(0,0,0,0.2);*border-right-width:2px;*border-bottom-width:2px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;-webkit-box-shadow:0 5px 10px rgba(0,0,0,0.2);-moz-box-shadow:0 5px 10px rgba(0,0,0,0.2);box-shadow:0 5px 10px rgba(0,0,0,0.2);-webkit-background-clip:padding-box;-moz-background-clip:padding;background-clip:padding-box}.dropdown-menu.pull-right{right:0;left:auto}
.dropdown-menu .divider{*width:100%;height:1px;margin:9px 1px;*margin:-5px 0 5px;overflow:hidden;background-color:#e5e5e5;border-bottom:1px solid #fff}
.dropdown-menu>li>a{display:block;padding:3px 20px;clear:both;font-weight:normal;line-height:20px;color:#333;white-space:nowrap}
.dropdown-menu>li>a:hover,.dropdown-menu>li>a:focus,.dropdown-submenu:hover>a,.dropdown-submenu:focus>a{text-decoration:none;color:#fff;background-color:#0081c2;background-image:-moz-linear-gradient(top, #08c, #0077b3);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#08c), to(#0077b3));background-image:-webkit-linear-gradient(top, #08c, #0077b3);background-image:-o-linear-gradient(top, #08c, #0077b3);background-image:linear-gradient(to bottom, #08c, #0077b3);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff0088cc', endColorstr='#ff0077b3', GradientType=0)}
.dropdown-menu>.active>a,.dropdown-menu>.active>a:hover,.dropdown-menu>.active>a:focus{color:#fff;text-decoration:none;outline:0;background-color:#0081c2;background-image:-moz-linear-gradient(top, #08c, #0077b3);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#08c), to(#0077b3));background-image:-webkit-linear-gradient(top, #08c, #0077b3);background-image:-o-linear-gradient(top, #08c, #0077b3);background-image:linear-gradient(to bottom, #08c, #0077b3);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff0088cc', endColorstr='#ff0077b3', GradientType=0)}
.dropdown-menu>.disabled>a,.dropdown-menu>.disabled>a:hover,.dropdown-menu>.disabled>a:focus{color:#999}
.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:default}
.open{*z-index:1000}.open>.dropdown-menu{display:block}
.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 solid #000;content:""}
.dropup .dropdown-menu,.navbar-fixed-bottom .dropdown .dropdown-menu{top:auto;bottom:100%;margin-bottom:1px}
.dropdown-submenu{position:relative}
.dropdown-submenu>.dropdown-menu{top:0;left:100%;margin-top:-6px;margin-left:-1px;border-radius:0 6px 6px 6px;-webkit-border-radius:0 6px 6px 6px;-moz-border-radius:0 6px 6px 6px;border-radius:0 6px 6px 6px}
.dropdown-submenu:hover>.dropdown-menu{display:block}
.dropup .dropdown-submenu>.dropdown-menu{top:auto;bottom:0;margin-top:0;margin-bottom:-2px;border-radius:5px 5px 5px 0;-webkit-border-radius:5px 5px 5px 0;-moz-border-radius:5px 5px 5px 0;border-radius:5px 5px 5px 0}
.dropdown-submenu>a:after{display:block;content:" ";float:right;width:0;height:0;border-color:transparent;border-style:solid;border-width:5px 0 5px 5px;border-left-color:#ccc;margin-top:5px;margin-right:-10px}
.dropdown-submenu:hover>a:after{border-left-color:#fff}
.dropdown-submenu.pull-left{float:none}.dropdown-submenu.pull-left>.dropdown-menu{left:-100%;margin-left:10px;border-radius:6px 0 6px 6px;-webkit-border-radius:6px 0 6px 6px;-moz-border-radius:6px 0 6px 6px;border-radius:6px 0 6px 6px}
.dropdown .dropdown-menu .nav-header{padding-left:20px;padding-right:20px}
.typeahead{z-index:1051;margin-top:2px;border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}
.well{min-height:20px;padding:19px;margin-bottom:20px;background-color:#f5f5f5;border:1px solid #e3e3e3;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.05);-moz-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-large{padding:24px;border-radius:6px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px}
.well-small{padding:9px;border-radius:3px;-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px}
.fade{opacity:0;-webkit-transition:opacity .15s linear;-moz-transition:opacity .15s linear;-o-transition:opacity .15s linear;transition:opacity .15s linear}.fade.in{opacity:1}
.collapse{position:relative;height:0;overflow:hidden;-webkit-transition:height .35s ease;-moz-transition:height .35s ease;-o-transition:height .35s ease;transition:height .35s ease}.collapse.in{height:auto}
.close{float:right;font-size:20px;font-weight:bold;line-height:20px;color:#000;text-shadow:0 1px 0 #fff;opacity:.2;filter:alpha(opacity=20)}.close:hover,.close:focus{color:#000;text-decoration:none;cursor:pointer;opacity:.4;filter:alpha(opacity=40)}
button.close{padding:0;cursor:pointer;background:transparent;border:0;-webkit-appearance:none}
.btn{display:inline-block;*display:inline;*zoom:1;padding:4px 12px;margin-bottom:0;font-size:13px;line-height:20px;text-align:center;vertical-align:middle;cursor:pointer;color:#333;text-shadow:0 1px 1px rgba(255,255,255,0.75);background-color:#f5f5f5;background-image:-moz-linear-gradient(top, #fff, #e6e6e6);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#fff), to(#e6e6e6));background-image:-webkit-linear-gradient(top, #fff, #e6e6e6);background-image:-o-linear-gradient(top, #fff, #e6e6e6);background-image:linear-gradient(to bottom, #fff, #e6e6e6);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffffffff', endColorstr='#ffe6e6e6', GradientType=0);border-color:#e6e6e6 #e6e6e6 #bfbfbf;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#e6e6e6;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false);border:1px solid #ccc;*border:0;border-bottom-color:#b3b3b3;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;*margin-left:.3em;-webkit-box-shadow:inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);-moz-box-shadow:inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);box-shadow:inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05)}.btn:hover,.btn:focus,.btn:active,.btn.active,.btn.disabled,.btn[disabled]{color:#333;background-color:#e6e6e6;*background-color:#d9d9d9}
.btn:active,.btn.active{background-color:#ccc \9}
.btn:first-child{*margin-left:0}
.btn:hover,.btn:focus{color:#333;text-decoration:none;background-position:0 -15px;-webkit-transition:background-position .1s linear;-moz-transition:background-position .1s linear;-o-transition:background-position .1s linear;transition:background-position .1s linear}
.btn:focus{outline:thin dotted #333;outline:5px auto -webkit-focus-ring-color;outline-offset:-2px}
.btn.active,.btn:active{background-image:none;outline:0;-webkit-box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05);-moz-box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05);box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05)}
.btn.disabled,.btn[disabled]{cursor:default;background-image:none;opacity:.65;filter:alpha(opacity=65);-webkit-box-shadow:none;-moz-box-shadow:none;box-shadow:none}
.btn-large{padding:11px 19px;font-size:16.25px;border-radius:6px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px}
.btn-large [class^="icon-"],.btn-large [class*=" icon-"]{margin-top:4px}
.btn-small{padding:2px 10px;font-size:11.049999999999999px;border-radius:3px;-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px}
.btn-small [class^="icon-"],.btn-small [class*=" icon-"]{margin-top:0}
.btn-mini [class^="icon-"],.btn-mini [class*=" icon-"]{margin-top:-1px}
.btn-mini{padding:0 6px;font-size:9.75px;border-radius:3px;-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px}
.btn-block{display:block;width:100%;padding-left:0;padding-right:0;-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box}
.btn-block+.btn-block{margin-top:5px}
input[type="submit"].btn-block,input[type="reset"].btn-block,input[type="button"].btn-block{width:100%}
.btn-primary.active,.btn-warning.active,.btn-danger.active,.btn-success.active,.btn-info.active,.btn-inverse.active{color:rgba(255,255,255,0.75)}
.btn-primary{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#006dcc;background-image:-moz-linear-gradient(top, #08c, #04c);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#08c), to(#04c));background-image:-webkit-linear-gradient(top, #08c, #04c);background-image:-o-linear-gradient(top, #08c, #04c);background-image:linear-gradient(to bottom, #08c, #04c);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff0088cc', endColorstr='#ff0044cc', GradientType=0);border-color:#04c #04c #002a80;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#04c;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false)}.btn-primary:hover,.btn-primary:focus,.btn-primary:active,.btn-primary.active,.btn-primary.disabled,.btn-primary[disabled]{color:#fff;background-color:#04c;*background-color:#003bb3}
.btn-primary:active,.btn-primary.active{background-color:#039 \9}
.btn-warning{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#faa732;background-image:-moz-linear-gradient(top, #fbb450, #f89406);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#fbb450), to(#f89406));background-image:-webkit-linear-gradient(top, #fbb450, #f89406);background-image:-o-linear-gradient(top, #fbb450, #f89406);background-image:linear-gradient(to bottom, #fbb450, #f89406);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fffbb450', endColorstr='#fff89406', GradientType=0);border-color:#f89406 #f89406 #ad6704;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#f89406;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false)}.btn-warning:hover,.btn-warning:focus,.btn-warning:active,.btn-warning.active,.btn-warning.disabled,.btn-warning[disabled]{color:#fff;background-color:#f89406;*background-color:#df8505}
.btn-warning:active,.btn-warning.active{background-color:#c67605 \9}
.btn-danger{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#da4f49;background-image:-moz-linear-gradient(top, #ee5f5b, #bd362f);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#ee5f5b), to(#bd362f));background-image:-webkit-linear-gradient(top, #ee5f5b, #bd362f);background-image:-o-linear-gradient(top, #ee5f5b, #bd362f);background-image:linear-gradient(to bottom, #ee5f5b, #bd362f);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffee5f5b', endColorstr='#ffbd362f', GradientType=0);border-color:#bd362f #bd362f #802420;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#bd362f;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false)}.btn-danger:hover,.btn-danger:focus,.btn-danger:active,.btn-danger.active,.btn-danger.disabled,.btn-danger[disabled]{color:#fff;background-color:#bd362f;*background-color:#a9302a}
.btn-danger:active,.btn-danger.active{background-color:#942a25 \9}
.btn-success{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#5bb75b;background-image:-moz-linear-gradient(top, #62c462, #51a351);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#62c462), to(#51a351));background-image:-webkit-linear-gradient(top, #62c462, #51a351);background-image:-o-linear-gradient(top, #62c462, #51a351);background-image:linear-gradient(to bottom, #62c462, #51a351);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff62c462', endColorstr='#ff51a351', GradientType=0);border-color:#51a351 #51a351 #387038;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#51a351;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false)}.btn-success:hover,.btn-success:focus,.btn-success:active,.btn-success.active,.btn-success.disabled,.btn-success[disabled]{color:#fff;background-color:#51a351;*background-color:#499249}
.btn-success:active,.btn-success.active{background-color:#408140 \9}
.btn-info{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#49afcd;background-image:-moz-linear-gradient(top, #5bc0de, #2f96b4);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#5bc0de), to(#2f96b4));background-image:-webkit-linear-gradient(top, #5bc0de, #2f96b4);background-image:-o-linear-gradient(top, #5bc0de, #2f96b4);background-image:linear-gradient(to bottom, #5bc0de, #2f96b4);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff5bc0de', endColorstr='#ff2f96b4', GradientType=0);border-color:#2f96b4 #2f96b4 #1f6377;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#2f96b4;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false)}.btn-info:hover,.btn-info:focus,.btn-info:active,.btn-info.active,.btn-info.disabled,.btn-info[disabled]{color:#fff;background-color:#2f96b4;*background-color:#2a85a0}
.btn-info:active,.btn-info.active{background-color:#24748c \9}
.btn-inverse{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#363636;background-image:-moz-linear-gradient(top, #444, #222);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#444), to(#222));background-image:-webkit-linear-gradient(top, #444, #222);background-image:-o-linear-gradient(top, #444, #222);background-image:linear-gradient(to bottom, #444, #222);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff444444', endColorstr='#ff222222', GradientType=0);border-color:#222 #222 #000;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#222;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false)}.btn-inverse:hover,.btn-inverse:focus,.btn-inverse:active,.btn-inverse.active,.btn-inverse.disabled,.btn-inverse[disabled]{color:#fff;background-color:#222;*background-color:#151515}
.btn-inverse:active,.btn-inverse.active{background-color:#080808 \9}
button.btn,input[type="submit"].btn{*padding-top:3px;*padding-bottom:3px}button.btn::-moz-focus-inner,input[type="submit"].btn::-moz-focus-inner{padding:0;border:0}
button.btn.btn-large,input[type="submit"].btn.btn-large{*padding-top:7px;*padding-bottom:7px}
button.btn.btn-small,input[type="submit"].btn.btn-small{*padding-top:3px;*padding-bottom:3px}
button.btn.btn-mini,input[type="submit"].btn.btn-mini{*padding-top:1px;*padding-bottom:1px}
.btn-link,.btn-link:active,.btn-link[disabled]{background-color:transparent;background-image:none;-webkit-box-shadow:none;-moz-box-shadow:none;box-shadow:none}
.btn-link{border-color:transparent;cursor:pointer;color:#08c;border-radius:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0}
.btn-link:hover,.btn-link:focus{color:#005580;text-decoration:underline;background-color:transparent}
.btn-link[disabled]:hover,.btn-link[disabled]:focus{color:#333;text-decoration:none}
.btn-group{position:relative;display:inline-block;*display:inline;*zoom:1;font-size:0;vertical-align:middle;white-space:nowrap;*margin-left:.3em}.btn-group:first-child{*margin-left:0}
.btn-group+.btn-group{margin-left:5px}
.btn-toolbar{font-size:0;margin-top:10px;margin-bottom:10px}.btn-toolbar>.btn+.btn,.btn-toolbar>.btn-group+.btn,.btn-toolbar>.btn+.btn-group{margin-left:5px}
.btn-group>.btn{position:relative;border-radius:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0}
.btn-group>.btn+.btn{margin-left:-1px}
.btn-group>.btn,.btn-group>.dropdown-menu,.btn-group>.popover{font-size:13px}
.btn-group>.btn-mini{font-size:9.75px}
.btn-group>.btn-small{font-size:11.049999999999999px}
.btn-group>.btn-large{font-size:16.25px}
.btn-group>.btn:first-child{margin-left:0;-webkit-border-top-left-radius:4px;-moz-border-radius-topleft:4px;border-top-left-radius:4px;-webkit-border-bottom-left-radius:4px;-moz-border-radius-bottomleft:4px;border-bottom-left-radius:4px}
.btn-group>.btn:last-child,.btn-group>.dropdown-toggle{-webkit-border-top-right-radius:4px;-moz-border-radius-topright:4px;border-top-right-radius:4px;-webkit-border-bottom-right-radius:4px;-moz-border-radius-bottomright:4px;border-bottom-right-radius:4px}
.btn-group>.btn.large:first-child{margin-left:0;-webkit-border-top-left-radius:6px;-moz-border-radius-topleft:6px;border-top-left-radius:6px;-webkit-border-bottom-left-radius:6px;-moz-border-radius-bottomleft:6px;border-bottom-left-radius:6px}
.btn-group>.btn.large:last-child,.btn-group>.large.dropdown-toggle{-webkit-border-top-right-radius:6px;-moz-border-radius-topright:6px;border-top-right-radius:6px;-webkit-border-bottom-right-radius:6px;-moz-border-radius-bottomright:6px;border-bottom-right-radius:6px}
.btn-group>.btn:hover,.btn-group>.btn:focus,.btn-group>.btn:active,.btn-group>.btn.active{z-index:2}
.btn-group .dropdown-toggle:active,.btn-group.open .dropdown-toggle{outline:0}
.btn-group>.btn+.dropdown-toggle{padding-left:8px;padding-right:8px;-webkit-box-shadow:inset 1px 0 0 rgba(255,255,255,.125), inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);-moz-box-shadow:inset 1px 0 0 rgba(255,255,255,.125), inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);box-shadow:inset 1px 0 0 rgba(255,255,255,.125), inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);*padding-top:5px;*padding-bottom:5px}
.btn-group>.btn-mini+.dropdown-toggle{padding-left:5px;padding-right:5px;*padding-top:2px;*padding-bottom:2px}
.btn-group>.btn-small+.dropdown-toggle{*padding-top:5px;*padding-bottom:4px}
.btn-group>.btn-large+.dropdown-toggle{padding-left:12px;padding-right:12px;*padding-top:7px;*padding-bottom:7px}
.btn-group.open .dropdown-toggle{background-image:none;-webkit-box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05);-moz-box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05);box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05)}
.btn-group.open .btn.dropdown-toggle{background-color:#e6e6e6}
.btn-group.open .btn-primary.dropdown-toggle{background-color:#04c}
.btn-group.open .btn-warning.dropdown-toggle{background-color:#f89406}
.btn-group.open .btn-danger.dropdown-toggle{background-color:#bd362f}
.btn-group.open .btn-success.dropdown-toggle{background-color:#51a351}
.btn-group.open .btn-info.dropdown-toggle{background-color:#2f96b4}
.btn-group.open .btn-inverse.dropdown-toggle{background-color:#222}
.btn .caret{margin-top:8px;margin-left:0}
.btn-large .caret{margin-top:6px}
.btn-large .caret{border-left-width:5px;border-right-width:5px;border-top-width:5px}
.btn-mini .caret,.btn-small .caret{margin-top:8px}
.dropup .btn-large .caret{border-bottom-width:5px}
.btn-primary .caret,.btn-warning .caret,.btn-danger .caret,.btn-info .caret,.btn-success .caret,.btn-inverse .caret{border-top-color:#fff;border-bottom-color:#fff}
.btn-group-vertical{display:inline-block;*display:inline;*zoom:1}
.btn-group-vertical>.btn{display:block;float:none;max-width:100%;border-radius:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0}
.btn-group-vertical>.btn+.btn{margin-left:0;margin-top:-1px}
.btn-group-vertical>.btn:first-child{border-radius:4px 4px 0 0;-webkit-border-radius:4px 4px 0 0;-moz-border-radius:4px 4px 0 0;border-radius:4px 4px 0 0}
.btn-group-vertical>.btn:last-child{border-radius:0 0 4px 4px;-webkit-border-radius:0 0 4px 4px;-moz-border-radius:0 0 4px 4px;border-radius:0 0 4px 4px}
.btn-group-vertical>.btn-large:first-child{border-radius:6px 6px 0 0;-webkit-border-radius:6px 6px 0 0;-moz-border-radius:6px 6px 0 0;border-radius:6px 6px 0 0}
.btn-group-vertical>.btn-large:last-child{border-radius:0 0 6px 6px;-webkit-border-radius:0 0 6px 6px;-moz-border-radius:0 0 6px 6px;border-radius:0 0 6px 6px}
.alert{padding:8px 35px 8px 14px;margin-bottom:20px;text-shadow:0 1px 0 rgba(255,255,255,0.5);background-color:#fcf8e3;border:1px solid #fbeed5;border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}
.alert,.alert h4{color:#c09853}
.alert h4{margin:0}
.alert .close{position:relative;top:-2px;right:-21px;line-height:20px}
.alert-success{background-color:#dff0d8;border-color:#d6e9c6;color:#468847}
.alert-success h4{color:#468847}
.alert-danger,.alert-error{background-color:#f2dede;border-color:#eed3d7;color:#b94a48}
.alert-danger h4,.alert-error h4{color:#b94a48}
.alert-info{background-color:#d9edf7;border-color:#bce8f1;color:#3a87ad}
.alert-info h4{color:#3a87ad}
.alert-block{padding-top:14px;padding-bottom:14px}
.alert-block>p,.alert-block>ul{margin-bottom:0}
.alert-block p+p{margin-top:5px}
.nav{margin-left:0;margin-bottom:20px;list-style:none}
.nav>li>a{display:block}
.nav>li>a:hover,.nav>li>a:focus{text-decoration:none;background-color:#eee}
.nav>li>a>img{max-width:none}
.nav>.pull-right{float:right}
.nav-header{display:block;padding:3px 15px;font-size:11px;font-weight:bold;line-height:20px;color:#999;text-shadow:0 1px 0 rgba(255,255,255,0.5);text-transform:uppercase}
.nav li+.nav-header{margin-top:9px}
.nav-list{padding-left:15px;padding-right:15px;margin-bottom:0}
.nav-list>li>a,.nav-list .nav-header{margin-left:-15px;margin-right:-15px;text-shadow:0 1px 0 rgba(255,255,255,0.5)}
.nav-list>li>a{padding:3px 15px}
.nav-list>.active>a,.nav-list>.active>a:hover,.nav-list>.active>a:focus{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.2);background-color:#08c}
.nav-list [class^="icon-"],.nav-list [class*=" icon-"]{margin-right:2px}
.nav-list .divider{*width:100%;height:1px;margin:9px 1px;*margin:-5px 0 5px;overflow:hidden;background-color:#e5e5e5;border-bottom:1px solid #fff}
.nav-tabs,.nav-pills{*zoom:1}.nav-tabs:before,.nav-pills:before,.nav-tabs:after,.nav-pills:after{display:table;content:"";line-height:0}
.nav-tabs:after,.nav-pills:after{clear:both}
.nav-tabs>li,.nav-pills>li{float:left}
.nav-tabs>li>a,.nav-pills>li>a{padding-right:12px;padding-left:12px;margin-right:2px;line-height:14px}
.nav-tabs{border-bottom:1px solid #ddd}
.nav-tabs>li{margin-bottom:-1px}
.nav-tabs>li>a{padding-top:8px;padding-bottom:8px;line-height:20px;border:1px solid transparent;border-radius:4px 4px 0 0;-webkit-border-radius:4px 4px 0 0;-moz-border-radius:4px 4px 0 0;border-radius:4px 4px 0 0}.nav-tabs>li>a:hover,.nav-tabs>li>a:focus{border-color:#eee #eee #ddd}
.nav-tabs>.active>a,.nav-tabs>.active>a:hover,.nav-tabs>.active>a:focus{color:#555;background-color:#fff;border:1px solid #ddd;border-bottom-color:transparent;cursor:default}
.nav-pills>li>a{padding-top:8px;padding-bottom:8px;margin-top:2px;margin-bottom:2px;border-radius:5px;-webkit-border-radius:5px;-moz-border-radius:5px;border-radius:5px}
.nav-pills>.active>a,.nav-pills>.active>a:hover,.nav-pills>.active>a:focus{color:#fff;background-color:#08c}
.nav-stacked>li{float:none}
.nav-stacked>li>a{margin-right:0}
.nav-tabs.nav-stacked{border-bottom:0}
.nav-tabs.nav-stacked>li>a{border:1px solid #ddd;border-radius:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0}
.nav-tabs.nav-stacked>li:first-child>a{-webkit-border-top-right-radius:4px;-moz-border-radius-topright:4px;border-top-right-radius:4px;-webkit-border-top-left-radius:4px;-moz-border-radius-topleft:4px;border-top-left-radius:4px}
.nav-tabs.nav-stacked>li:last-child>a{-webkit-border-bottom-right-radius:4px;-moz-border-radius-bottomright:4px;border-bottom-right-radius:4px;-webkit-border-bottom-left-radius:4px;-moz-border-radius-bottomleft:4px;border-bottom-left-radius:4px}
.nav-tabs.nav-stacked>li>a:hover,.nav-tabs.nav-stacked>li>a:focus{border-color:#ddd;z-index:2}
.nav-pills.nav-stacked>li>a{margin-bottom:3px}
.nav-pills.nav-stacked>li:last-child>a{margin-bottom:1px}
.nav-tabs .dropdown-menu{border-radius:0 0 6px 6px;-webkit-border-radius:0 0 6px 6px;-moz-border-radius:0 0 6px 6px;border-radius:0 0 6px 6px}
.nav-pills .dropdown-menu{border-radius:6px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px}
.nav .dropdown-toggle .caret{border-top-color:#08c;border-bottom-color:#08c;margin-top:6px}
.nav .dropdown-toggle:hover .caret,.nav .dropdown-toggle:focus .caret{border-top-color:#005580;border-bottom-color:#005580}
.nav-tabs .dropdown-toggle .caret{margin-top:8px}
.nav .active .dropdown-toggle .caret{border-top-color:#fff;border-bottom-color:#fff}
.nav-tabs .active .dropdown-toggle .caret{border-top-color:#555;border-bottom-color:#555}
.nav>.dropdown.active>a:hover,.nav>.dropdown.active>a:focus{cursor:pointer}
.nav-tabs .open .dropdown-toggle,.nav-pills .open .dropdown-toggle,.nav>li.dropdown.open.active>a:hover,.nav>li.dropdown.open.active>a:focus{color:#fff;background-color:#999;border-color:#999}
.nav li.dropdown.open .caret,.nav li.dropdown.open.active .caret,.nav li.dropdown.open a:hover .caret,.nav li.dropdown.open a:focus .caret{border-top-color:#fff;border-bottom-color:#fff;opacity:1;filter:alpha(opacity=100)}
.tabs-stacked .open>a:hover,.tabs-stacked .open>a:focus{border-color:#999}
.tabbable{*zoom:1}.tabbable:before,.tabbable:after{display:table;content:"";line-height:0}
.tabbable:after{clear:both}
.tab-content{overflow:auto}
.tabs-below>.nav-tabs,.tabs-right>.nav-tabs,.tabs-left>.nav-tabs{border-bottom:0}
.tab-content>.tab-pane,.pill-content>.pill-pane{display:none}
.tab-content>.active,.pill-content>.active{display:block}
.tabs-below>.nav-tabs{border-top:1px solid #ddd}
.tabs-below>.nav-tabs>li{margin-top:-1px;margin-bottom:0}
.tabs-below>.nav-tabs>li>a{border-radius:0 0 4px 4px;-webkit-border-radius:0 0 4px 4px;-moz-border-radius:0 0 4px 4px;border-radius:0 0 4px 4px}.tabs-below>.nav-tabs>li>a:hover,.tabs-below>.nav-tabs>li>a:focus{border-bottom-color:transparent;border-top-color:#ddd}
.tabs-below>.nav-tabs>.active>a,.tabs-below>.nav-tabs>.active>a:hover,.tabs-below>.nav-tabs>.active>a:focus{border-color:transparent #ddd #ddd #ddd}
.tabs-left>.nav-tabs>li,.tabs-right>.nav-tabs>li{float:none}
.tabs-left>.nav-tabs>li>a,.tabs-right>.nav-tabs>li>a{min-width:74px;margin-right:0;margin-bottom:3px}
.tabs-left>.nav-tabs{float:left;margin-right:19px;border-right:1px solid #ddd}
.tabs-left>.nav-tabs>li>a{margin-right:-1px;border-radius:4px 0 0 4px;-webkit-border-radius:4px 0 0 4px;-moz-border-radius:4px 0 0 4px;border-radius:4px 0 0 4px}
.tabs-left>.nav-tabs>li>a:hover,.tabs-left>.nav-tabs>li>a:focus{border-color:#eee #ddd #eee #eee}
.tabs-left>.nav-tabs .active>a,.tabs-left>.nav-tabs .active>a:hover,.tabs-left>.nav-tabs .active>a:focus{border-color:#ddd transparent #ddd #ddd;*border-right-color:#fff}
.tabs-right>.nav-tabs{float:right;margin-left:19px;border-left:1px solid #ddd}
.tabs-right>.nav-tabs>li>a{margin-left:-1px;border-radius:0 4px 4px 0;-webkit-border-radius:0 4px 4px 0;-moz-border-radius:0 4px 4px 0;border-radius:0 4px 4px 0}
.tabs-right>.nav-tabs>li>a:hover,.tabs-right>.nav-tabs>li>a:focus{border-color:#eee #eee #eee #ddd}
.tabs-right>.nav-tabs .active>a,.tabs-right>.nav-tabs .active>a:hover,.tabs-right>.nav-tabs .active>a:focus{border-color:#ddd #ddd #ddd transparent;*border-left-color:#fff}
.nav>.disabled>a{color:#999}
.nav>.disabled>a:hover,.nav>.disabled>a:focus{text-decoration:none;background-color:transparent;cursor:default}
.navbar{overflow:visible;margin-bottom:20px;*position:relative;*z-index:2}
.navbar-inner{min-height:36px;padding-left:20px;padding-right:20px;background-color:#fafafa;background-image:-moz-linear-gradient(top, #fff, #f2f2f2);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#fff), to(#f2f2f2));background-image:-webkit-linear-gradient(top, #fff, #f2f2f2);background-image:-o-linear-gradient(top, #fff, #f2f2f2);background-image:linear-gradient(to bottom, #fff, #f2f2f2);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffffffff', endColorstr='#fff2f2f2', GradientType=0);border:1px solid #d4d4d4;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;-webkit-box-shadow:0 1px 4px rgba(0,0,0,0.065);-moz-box-shadow:0 1px 4px rgba(0,0,0,0.065);box-shadow:0 1px 4px rgba(0,0,0,0.065);*zoom:1}.navbar-inner:before,.navbar-inner:after{display:table;content:"";line-height:0}
.navbar-inner:after{clear:both}
.navbar .container{width:auto}
.nav-collapse.collapse{height:auto;overflow:visible}
.navbar .brand{float:left;display:block;padding:8px 20px 8px;margin-left:-20px;font-size:20px;font-weight:200;color:#777;text-shadow:0 1px 0 #fff}.navbar .brand:hover,.navbar .brand:focus{text-decoration:none}
.navbar-text{margin-bottom:0;line-height:36px;color:#777}
.navbar-link{color:#777}.navbar-link:hover,.navbar-link:focus{color:#333}
.navbar .divider-vertical{height:36px;margin:0 9px;border-left:1px solid #f2f2f2;border-right:1px solid #fff}
.navbar .btn,.navbar .btn-group{margin-top:3px}
.navbar .btn-group .btn,.navbar .input-prepend .btn,.navbar .input-append .btn,.navbar .input-prepend .btn-group,.navbar .input-append .btn-group{margin-top:0}
.navbar-form{margin-bottom:0;*zoom:1}.navbar-form:before,.navbar-form:after{display:table;content:"";line-height:0}
.navbar-form:after{clear:both}
.navbar-form input,.navbar-form select,.navbar-form .radio,.navbar-form .checkbox{margin-top:3px}
.navbar-form input,.navbar-form select,.navbar-form .btn{display:inline-block;margin-bottom:0}
.navbar-form input[type="image"],.navbar-form input[type="checkbox"],.navbar-form input[type="radio"]{margin-top:3px}
.navbar-form .input-append,.navbar-form .input-prepend{margin-top:5px;white-space:nowrap}.navbar-form .input-append input,.navbar-form .input-prepend input{margin-top:0}
.navbar-search{position:relative;float:left;margin-top:3px;margin-bottom:0}.navbar-search .search-query{margin-bottom:0;padding:4px 14px;font-family:"Helvetica Neue",Helvetica,Arial,sans-serif;font-size:13px;font-weight:normal;line-height:1;border-radius:15px;-webkit-border-radius:15px;-moz-border-radius:15px;border-radius:15px}
.navbar-static-top{position:static;margin-bottom:0}.navbar-static-top .navbar-inner{border-radius:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0}
.navbar-fixed-top,.navbar-fixed-bottom{position:fixed;right:0;left:0;z-index:1030;margin-bottom:0}
.navbar-fixed-top .navbar-inner,.navbar-static-top .navbar-inner{border-width:0 0 1px}
.navbar-fixed-bottom .navbar-inner{border-width:1px 0 0}
.navbar-fixed-top .navbar-inner,.navbar-fixed-bottom .navbar-inner{padding-left:0;padding-right:0;border-radius:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0}
.navbar-static-top .container,.navbar-fixed-top .container,.navbar-fixed-bottom .container{width:940px}
.navbar-fixed-top{top:0}
.navbar-fixed-top .navbar-inner,.navbar-static-top .navbar-inner{-webkit-box-shadow:0 1px 10px rgba(0,0,0,.1);-moz-box-shadow:0 1px 10px rgba(0,0,0,.1);box-shadow:0 1px 10px rgba(0,0,0,.1)}
.navbar-fixed-bottom{bottom:0}.navbar-fixed-bottom .navbar-inner{-webkit-box-shadow:0 -1px 10px rgba(0,0,0,.1);-moz-box-shadow:0 -1px 10px rgba(0,0,0,.1);box-shadow:0 -1px 10px rgba(0,0,0,.1)}
.navbar .nav{position:relative;left:0;display:block;float:left;margin:0 10px 0 0}
.navbar .nav.pull-right{float:right;margin-right:0}
.navbar .nav>li{float:left}
.navbar .nav>li>a{float:none;padding:8px 15px 8px;color:#777;text-decoration:none;text-shadow:0 1px 0 #fff}
.navbar .nav .dropdown-toggle .caret{margin-top:8px}
.navbar .nav>li>a:focus,.navbar .nav>li>a:hover{background-color:transparent;color:#333;text-decoration:none}
.navbar .nav>.active>a,.navbar .nav>.active>a:hover,.navbar .nav>.active>a:focus{color:#555;text-decoration:none;background-color:#e5e5e5;-webkit-box-shadow:inset 0 3px 8px rgba(0,0,0,0.125);-moz-box-shadow:inset 0 3px 8px rgba(0,0,0,0.125);box-shadow:inset 0 3px 8px rgba(0,0,0,0.125)}
.navbar .btn-navbar{display:none;float:right;padding:7px 10px;margin-left:5px;margin-right:5px;color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#ededed;background-image:-moz-linear-gradient(top, #f2f2f2, #e5e5e5);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#f2f2f2), to(#e5e5e5));background-image:-webkit-linear-gradient(top, #f2f2f2, #e5e5e5);background-image:-o-linear-gradient(top, #f2f2f2, #e5e5e5);background-image:linear-gradient(to bottom, #f2f2f2, #e5e5e5);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff2f2f2', endColorstr='#ffe5e5e5', GradientType=0);border-color:#e5e5e5 #e5e5e5 #bfbfbf;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#e5e5e5;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false);-webkit-box-shadow:inset 0 1px 0 rgba(255,255,255,.1), 0 1px 0 rgba(255,255,255,.075);-moz-box-shadow:inset 0 1px 0 rgba(255,255,255,.1), 0 1px 0 rgba(255,255,255,.075);box-shadow:inset 0 1px 0 rgba(255,255,255,.1), 0 1px 0 rgba(255,255,255,.075)}.navbar .btn-navbar:hover,.navbar .btn-navbar:focus,.navbar .btn-navbar:active,.navbar .btn-navbar.active,.navbar .btn-navbar.disabled,.navbar .btn-navbar[disabled]{color:#fff;background-color:#e5e5e5;*background-color:#d9d9d9}
.navbar .btn-navbar:active,.navbar .btn-navbar.active{background-color:#ccc \9}
.navbar .btn-navbar .icon-bar{display:block;width:18px;height:2px;background-color:#f5f5f5;-webkit-border-radius:1px;-moz-border-radius:1px;border-radius:1px;-webkit-box-shadow:0 1px 0 rgba(0,0,0,0.25);-moz-box-shadow:0 1px 0 rgba(0,0,0,0.25);box-shadow:0 1px 0 rgba(0,0,0,0.25)}
.btn-navbar .icon-bar+.icon-bar{margin-top:3px}
.navbar .nav>li>.dropdown-menu:before{content:'';display:inline-block;border-left:7px solid transparent;border-right:7px solid transparent;border-bottom:7px solid #ccc;border-bottom-color:rgba(0,0,0,0.2);position:absolute;top:-7px;left:9px}
.navbar .nav>li>.dropdown-menu:after{content:'';display:inline-block;border-left:6px solid transparent;border-right:6px solid transparent;border-bottom:6px solid #fff;position:absolute;top:-6px;left:10px}
.navbar-fixed-bottom .nav>li>.dropdown-menu:before{border-top:7px solid #ccc;border-top-color:rgba(0,0,0,0.2);border-bottom:0;bottom:-7px;top:auto}
.navbar-fixed-bottom .nav>li>.dropdown-menu:after{border-top:6px solid #fff;border-bottom:0;bottom:-6px;top:auto}
.navbar .nav li.dropdown>a:hover .caret,.navbar .nav li.dropdown>a:focus .caret{border-top-color:#333;border-bottom-color:#333}
.navbar .nav li.dropdown.open>.dropdown-toggle,.navbar .nav li.dropdown.active>.dropdown-toggle,.navbar .nav li.dropdown.open.active>.dropdown-toggle{background-color:#e5e5e5;color:#555}
.navbar .nav li.dropdown>.dropdown-toggle .caret{border-top-color:#777;border-bottom-color:#777}
.navbar .nav li.dropdown.open>.dropdown-toggle .caret,.navbar .nav li.dropdown.active>.dropdown-toggle .caret,.navbar .nav li.dropdown.open.active>.dropdown-toggle .caret{border-top-color:#555;border-bottom-color:#555}
.navbar .pull-right>li>.dropdown-menu,.navbar .nav>li>.dropdown-menu.pull-right{left:auto;right:0}.navbar .pull-right>li>.dropdown-menu:before,.navbar .nav>li>.dropdown-menu.pull-right:before{left:auto;right:12px}
.navbar .pull-right>li>.dropdown-menu:after,.navbar .nav>li>.dropdown-menu.pull-right:after{left:auto;right:13px}
.navbar .pull-right>li>.dropdown-menu .dropdown-menu,.navbar .nav>li>.dropdown-menu.pull-right .dropdown-menu{left:auto;right:100%;margin-left:0;margin-right:-1px;border-radius:6px 0 6px 6px;-webkit-border-radius:6px 0 6px 6px;-moz-border-radius:6px 0 6px 6px;border-radius:6px 0 6px 6px}
.navbar-inverse .navbar-inner{background-color:#1b1b1b;background-image:-moz-linear-gradient(top, #222, #111);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#222), to(#111));background-image:-webkit-linear-gradient(top, #222, #111);background-image:-o-linear-gradient(top, #222, #111);background-image:linear-gradient(to bottom, #222, #111);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff222222', endColorstr='#ff111111', GradientType=0);border-color:#252525}
.navbar-inverse .brand,.navbar-inverse .nav>li>a{color:#999;text-shadow:0 -1px 0 rgba(0,0,0,0.25)}.navbar-inverse .brand:hover,.navbar-inverse .nav>li>a:hover,.navbar-inverse .brand:focus,.navbar-inverse .nav>li>a:focus{color:#fff}
.navbar-inverse .brand{color:#999}
.navbar-inverse .navbar-text{color:#999}
.navbar-inverse .nav>li>a:focus,.navbar-inverse .nav>li>a:hover{background-color:transparent;color:#fff}
.navbar-inverse .nav .active>a,.navbar-inverse .nav .active>a:hover,.navbar-inverse .nav .active>a:focus{color:#fff;background-color:#111}
.navbar-inverse .navbar-link{color:#999}.navbar-inverse .navbar-link:hover,.navbar-inverse .navbar-link:focus{color:#fff}
.navbar-inverse .divider-vertical{border-left-color:#111;border-right-color:#222}
.navbar-inverse .nav li.dropdown.open>.dropdown-toggle,.navbar-inverse .nav li.dropdown.active>.dropdown-toggle,.navbar-inverse .nav li.dropdown.open.active>.dropdown-toggle{background-color:#111;color:#fff}
.navbar-inverse .nav li.dropdown>a:hover .caret,.navbar-inverse .nav li.dropdown>a:focus .caret{border-top-color:#fff;border-bottom-color:#fff}
.navbar-inverse .nav li.dropdown>.dropdown-toggle .caret{border-top-color:#999;border-bottom-color:#999}
.navbar-inverse .nav li.dropdown.open>.dropdown-toggle .caret,.navbar-inverse .nav li.dropdown.active>.dropdown-toggle .caret,.navbar-inverse .nav li.dropdown.open.active>.dropdown-toggle .caret{border-top-color:#fff;border-bottom-color:#fff}
.navbar-inverse .navbar-search .search-query{color:#fff;background-color:#515151;border-color:#111;-webkit-box-shadow:inset 0 1px 2px rgba(0,0,0,.1), 0 1px 0 rgba(255,255,255,.15);-moz-box-shadow:inset 0 1px 2px rgba(0,0,0,.1), 0 1px 0 rgba(255,255,255,.15);box-shadow:inset 0 1px 2px rgba(0,0,0,.1), 0 1px 0 rgba(255,255,255,.15);-webkit-transition:none;-moz-transition:none;-o-transition:none;transition:none}.navbar-inverse .navbar-search .search-query:-moz-placeholder{color:#ccc}
.navbar-inverse .navbar-search .search-query:-ms-input-placeholder{color:#ccc}
.navbar-inverse .navbar-search .search-query::-webkit-input-placeholder{color:#ccc}
.navbar-inverse .navbar-search .search-query:focus,.navbar-inverse .navbar-search .search-query.focused{padding:5px 15px;color:#333;text-shadow:0 1px 0 #fff;background-color:#fff;border:0;-webkit-box-shadow:0 0 3px rgba(0,0,0,0.15);-moz-box-shadow:0 0 3px rgba(0,0,0,0.15);box-shadow:0 0 3px rgba(0,0,0,0.15);outline:0}
.navbar-inverse .btn-navbar{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#0e0e0e;background-image:-moz-linear-gradient(top, #151515, #040404);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#151515), to(#040404));background-image:-webkit-linear-gradient(top, #151515, #040404);background-image:-o-linear-gradient(top, #151515, #040404);background-image:linear-gradient(to bottom, #151515, #040404);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff151515', endColorstr='#ff040404', GradientType=0);border-color:#040404 #040404 #000;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#040404;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false)}.navbar-inverse .btn-navbar:hover,.navbar-inverse .btn-navbar:focus,.navbar-inverse .btn-navbar:active,.navbar-inverse .btn-navbar.active,.navbar-inverse .btn-navbar.disabled,.navbar-inverse .btn-navbar[disabled]{color:#fff;background-color:#040404;*background-color:#000}
.navbar-inverse .btn-navbar:active,.navbar-inverse .btn-navbar.active{background-color:#000 \9}
.breadcrumb{padding:8px 15px;margin:0 0 20px;list-style:none;background-color:#f5f5f5;border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}.breadcrumb>li{display:inline-block;*display:inline;*zoom:1;text-shadow:0 1px 0 #fff}.breadcrumb>li>.divider{padding:0 5px;color:#ccc}
.breadcrumb>.active{color:#999}
.pagination{margin:20px 0}
.pagination ul{display:inline-block;*display:inline;*zoom:1;margin-left:0;margin-bottom:0;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;-webkit-box-shadow:0 1px 2px rgba(0,0,0,0.05);-moz-box-shadow:0 1px 2px rgba(0,0,0,0.05);box-shadow:0 1px 2px rgba(0,0,0,0.05)}
.pagination ul>li{display:inline}
.pagination ul>li>a,.pagination ul>li>span{float:left;padding:4px 12px;line-height:20px;text-decoration:none;background-color:#fff;border:1px solid #ddd;border-left-width:0}
.pagination ul>li>a:hover,.pagination ul>li>a:focus,.pagination ul>.active>a,.pagination ul>.active>span{background-color:#f5f5f5}
.pagination ul>.active>a,.pagination ul>.active>span{color:#999;cursor:default}
.pagination ul>.disabled>span,.pagination ul>.disabled>a,.pagination ul>.disabled>a:hover,.pagination ul>.disabled>a:focus{color:#999;background-color:transparent;cursor:default}
.pagination ul>li:first-child>a,.pagination ul>li:first-child>span{border-left-width:1px;-webkit-border-top-left-radius:4px;-moz-border-radius-topleft:4px;border-top-left-radius:4px;-webkit-border-bottom-left-radius:4px;-moz-border-radius-bottomleft:4px;border-bottom-left-radius:4px}
.pagination ul>li:last-child>a,.pagination ul>li:last-child>span{-webkit-border-top-right-radius:4px;-moz-border-radius-topright:4px;border-top-right-radius:4px;-webkit-border-bottom-right-radius:4px;-moz-border-radius-bottomright:4px;border-bottom-right-radius:4px}
.pagination-centered{text-align:center}
.pagination-right{text-align:right}
.pagination-large ul>li>a,.pagination-large ul>li>span{padding:11px 19px;font-size:16.25px}
.pagination-large ul>li:first-child>a,.pagination-large ul>li:first-child>span{-webkit-border-top-left-radius:6px;-moz-border-radius-topleft:6px;border-top-left-radius:6px;-webkit-border-bottom-left-radius:6px;-moz-border-radius-bottomleft:6px;border-bottom-left-radius:6px}
.pagination-large ul>li:last-child>a,.pagination-large ul>li:last-child>span{-webkit-border-top-right-radius:6px;-moz-border-radius-topright:6px;border-top-right-radius:6px;-webkit-border-bottom-right-radius:6px;-moz-border-radius-bottomright:6px;border-bottom-right-radius:6px}
.pagination-mini ul>li:first-child>a,.pagination-small ul>li:first-child>a,.pagination-mini ul>li:first-child>span,.pagination-small ul>li:first-child>span{-webkit-border-top-left-radius:3px;-moz-border-radius-topleft:3px;border-top-left-radius:3px;-webkit-border-bottom-left-radius:3px;-moz-border-radius-bottomleft:3px;border-bottom-left-radius:3px}
.pagination-mini ul>li:last-child>a,.pagination-small ul>li:last-child>a,.pagination-mini ul>li:last-child>span,.pagination-small ul>li:last-child>span{-webkit-border-top-right-radius:3px;-moz-border-radius-topright:3px;border-top-right-radius:3px;-webkit-border-bottom-right-radius:3px;-moz-border-radius-bottomright:3px;border-bottom-right-radius:3px}
.pagination-small ul>li>a,.pagination-small ul>li>span{padding:2px 10px;font-size:11.049999999999999px}
.pagination-mini ul>li>a,.pagination-mini ul>li>span{padding:0 6px;font-size:9.75px}
.pager{margin:20px 0;list-style:none;text-align:center;*zoom:1}.pager:before,.pager:after{display:table;content:"";line-height:0}
.pager:after{clear:both}
.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;-webkit-border-radius:15px;-moz-border-radius:15px;border-radius:15px}
.pager li>a:hover,.pager li>a:focus{text-decoration:none;background-color:#f5f5f5}
.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:#999;background-color:#fff;cursor:default}
.modal-backdrop{position:fixed;top:0;right:0;bottom:0;left:0;z-index:1040;background-color:#000}.modal-backdrop.fade{opacity:0}
.modal-backdrop,.modal-backdrop.fade.in{opacity:.8;filter:alpha(opacity=80)}
.modal{position:fixed;top:10%;left:50%;z-index:1050;width:560px;margin-left:-280px;background-color:#fff;border:1px solid #999;border:1px solid rgba(0,0,0,0.3);*border:1px solid #999;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;-webkit-box-shadow:0 3px 7px rgba(0,0,0,0.3);-moz-box-shadow:0 3px 7px rgba(0,0,0,0.3);box-shadow:0 3px 7px rgba(0,0,0,0.3);-webkit-background-clip:padding-box;-moz-background-clip:padding-box;background-clip:padding-box;outline:none}.modal.fade{-webkit-transition:opacity .3s linear, top .3s ease-out;-moz-transition:opacity .3s linear, top .3s ease-out;-o-transition:opacity .3s linear, top .3s ease-out;transition:opacity .3s linear, top .3s ease-out;top:-25%}
.modal.fade.in{top:10%}
.modal-header{padding:9px 15px;border-bottom:1px solid #eee}.modal-header .close{margin-top:2px}
.modal-header h3{margin:0;line-height:30px}
.modal-body{position:relative;overflow-y:auto;max-height:400px;padding:15px}
.modal-form{margin-bottom:0}
.modal-footer{padding:14px 15px 15px;margin-bottom:0;text-align:right;background-color:#f5f5f5;border-top:1px solid #ddd;-webkit-border-radius:0 0 6px 6px;-moz-border-radius:0 0 6px 6px;border-radius:0 0 6px 6px;-webkit-box-shadow:inset 0 1px 0 #fff;-moz-box-shadow:inset 0 1px 0 #fff;box-shadow:inset 0 1px 0 #fff;*zoom:1}.modal-footer:before,.modal-footer:after{display:table;content:"";line-height:0}
.modal-footer:after{clear:both}
.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}
.tooltip{position:absolute;z-index:1030;display:block;visibility:visible;font-size:11px;line-height:1.4;opacity:0;filter:alpha(opacity=0)}.tooltip.in{opacity:.8;filter:alpha(opacity=80)}
.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:8px;color:#fff;text-align:center;text-decoration:none;background-color:#000;border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}
.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.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}
.popover{position:absolute;top:0;left:0;z-index:1010;display:none;max-width:276px;padding:1px;text-align:left;background-color:#fff;-webkit-background-clip:padding-box;-moz-background-clip:padding;background-clip:padding-box;border:1px solid #ccc;border:1px solid rgba(0,0,0,0.2);-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;-webkit-box-shadow:0 5px 10px rgba(0,0,0,0.2);-moz-box-shadow:0 5px 10px rgba(0,0,0,0.2);box-shadow:0 5px 10px rgba(0,0,0,0.2);white-space:normal}.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:14px;font-weight:normal;line-height:18px;background-color:#f7f7f7;border-bottom:1px solid #ebebeb;border-radius:5px 5px 0 0;-webkit-border-radius:5px 5px 0 0;-moz-border-radius:5px 5px 0 0;border-radius:5px 5px 0 0}.popover-title:empty{display:none}
.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:#999;border-top-color:rgba(0,0,0,0.25);bottom:-11px}.popover.top .arrow:after{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:#999;border-right-color:rgba(0,0,0,0.25)}.popover.right .arrow:after{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:#999;border-bottom-color:rgba(0,0,0,0.25);top:-11px}.popover.bottom .arrow:after{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:#999;border-left-color:rgba(0,0,0,0.25)}.popover.left .arrow:after{right:1px;border-right-width:0;border-left-color:#fff;bottom:-10px}
.thumbnails{margin-left:-20px;list-style:none;*zoom:1}.thumbnails:before,.thumbnails:after{display:table;content:"";line-height:0}
.thumbnails:after{clear:both}
.row-fluid .thumbnails{margin-left:0}
.thumbnails>li{float:left;margin-bottom:20px;margin-left:20px}
.thumbnail{display:block;padding:4px;line-height:20px;border:1px solid #ddd;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;-webkit-box-shadow:0 1px 3px rgba(0,0,0,0.055);-moz-box-shadow:0 1px 3px rgba(0,0,0,0.055);box-shadow:0 1px 3px rgba(0,0,0,0.055);-webkit-transition:all .2s ease-in-out;-moz-transition:all .2s ease-in-out;-o-transition:all .2s ease-in-out;transition:all .2s ease-in-out}
a.thumbnail:hover,a.thumbnail:focus{border-color:#08c;-webkit-box-shadow:0 1px 4px rgba(0,105,214,0.25);-moz-box-shadow:0 1px 4px rgba(0,105,214,0.25);box-shadow:0 1px 4px rgba(0,105,214,0.25)}
.thumbnail>img{display:block;max-width:100%;margin-left:auto;margin-right:auto}
.thumbnail .caption{padding:9px;color:#555}
.media,.media-body{overflow:hidden;*overflow:visible;zoom:1}
.media,.media .media{margin-top:15px}
.media:first-child{margin-top:0}
.media-object{display:block}
.media-heading{margin:0 0 5px}
.media>.pull-left{margin-right:10px}
.media>.pull-right{margin-left:10px}
.media-list{margin-left:0;list-style:none}
.label,.badge{display:inline-block;padding:2px 4px;font-size:10.998px;font-weight:bold;line-height:14px;color:#fff;vertical-align:baseline;white-space:nowrap;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#999}
.label{border-radius:3px;-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px}
.badge{padding-left:9px;padding-right:9px;border-radius:9px;-webkit-border-radius:9px;-moz-border-radius:9px;border-radius:9px}
.label:empty,.badge:empty{display:none}
a.label:hover,a.label:focus,a.badge:hover,a.badge:focus{color:#fff;text-decoration:none;cursor:pointer}
.label-important,.badge-important{background-color:#b94a48}
.label-important[href],.badge-important[href]{background-color:#953b39}
.label-warning,.badge-warning{background-color:#f89406}
.label-warning[href],.badge-warning[href]{background-color:#c67605}
.label-success,.badge-success{background-color:#468847}
.label-success[href],.badge-success[href]{background-color:#356635}
.label-info,.badge-info{background-color:#3a87ad}
.label-info[href],.badge-info[href]{background-color:#2d6987}
.label-inverse,.badge-inverse{background-color:#333}
.label-inverse[href],.badge-inverse[href]{background-color:#1a1a1a}
.btn .label,.btn .badge{position:relative;top:-1px}
.btn-mini .label,.btn-mini .badge{top:0}
@-webkit-keyframes progress-bar-stripes{from{background-position:40px 0} to{background-position:0 0}}@-moz-keyframes progress-bar-stripes{from{background-position:40px 0} to{background-position:0 0}}@-ms-keyframes progress-bar-stripes{from{background-position:40px 0} to{background-position:0 0}}@-o-keyframes progress-bar-stripes{from{background-position:0 0} to{background-position:40px 0}}@keyframes progress-bar-stripes{from{background-position:40px 0} to{background-position:0 0}}.progress{overflow:hidden;height:20px;margin-bottom:20px;background-color:#f7f7f7;background-image:-moz-linear-gradient(top, #f5f5f5, #f9f9f9);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#f5f5f5), to(#f9f9f9));background-image:-webkit-linear-gradient(top, #f5f5f5, #f9f9f9);background-image:-o-linear-gradient(top, #f5f5f5, #f9f9f9);background-image:linear-gradient(to bottom, #f5f5f5, #f9f9f9);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff5f5f5', endColorstr='#fff9f9f9', GradientType=0);-webkit-box-shadow:inset 0 1px 2px rgba(0,0,0,0.1);-moz-box-shadow:inset 0 1px 2px rgba(0,0,0,0.1);box-shadow:inset 0 1px 2px rgba(0,0,0,0.1);border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}
.progress .bar{width:0;height:100%;color:#fff;float:left;font-size:12px;text-align:center;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#0e90d2;background-image:-moz-linear-gradient(top, #149bdf, #0480be);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#149bdf), to(#0480be));background-image:-webkit-linear-gradient(top, #149bdf, #0480be);background-image:-o-linear-gradient(top, #149bdf, #0480be);background-image:linear-gradient(to bottom, #149bdf, #0480be);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff149bdf', endColorstr='#ff0480be', GradientType=0);-webkit-box-shadow:inset 0 -1px 0 rgba(0,0,0,0.15);-moz-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-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box;-webkit-transition:width .6s ease;-moz-transition:width .6s ease;-o-transition:width .6s ease;transition:width .6s ease}
.progress .bar+.bar{-webkit-box-shadow:inset 1px 0 0 rgba(0,0,0,.15), inset 0 -1px 0 rgba(0,0,0,.15);-moz-box-shadow:inset 1px 0 0 rgba(0,0,0,.15), inset 0 -1px 0 rgba(0,0,0,.15);box-shadow:inset 1px 0 0 rgba(0,0,0,.15), inset 0 -1px 0 rgba(0,0,0,.15)}
.progress-striped .bar{background-color:#149bdf;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(.25, rgba(255,255,255,0.15)), color-stop(.25, transparent), color-stop(.5, transparent), color-stop(.5, rgba(255,255,255,0.15)), color-stop(.75, rgba(255,255,255,0.15)), color-stop(.75, transparent), to(transparent));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:-moz-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);-webkit-background-size:40px 40px;-moz-background-size:40px 40px;-o-background-size:40px 40px;background-size:40px 40px}
.progress.active .bar{-webkit-animation:progress-bar-stripes 2s linear infinite;-moz-animation:progress-bar-stripes 2s linear infinite;-ms-animation:progress-bar-stripes 2s linear infinite;-o-animation:progress-bar-stripes 2s linear infinite;animation:progress-bar-stripes 2s linear infinite}
.progress-danger .bar,.progress .bar-danger{background-color:#dd514c;background-image:-moz-linear-gradient(top, #ee5f5b, #c43c35);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#ee5f5b), to(#c43c35));background-image:-webkit-linear-gradient(top, #ee5f5b, #c43c35);background-image:-o-linear-gradient(top, #ee5f5b, #c43c35);background-image:linear-gradient(to bottom, #ee5f5b, #c43c35);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffee5f5b', endColorstr='#ffc43c35', GradientType=0)}
.progress-danger.progress-striped .bar,.progress-striped .bar-danger{background-color:#ee5f5b;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(.25, rgba(255,255,255,0.15)), color-stop(.25, transparent), color-stop(.5, transparent), color-stop(.5, rgba(255,255,255,0.15)), color-stop(.75, rgba(255,255,255,0.15)), color-stop(.75, transparent), to(transparent));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:-moz-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-success .bar,.progress .bar-success{background-color:#5eb95e;background-image:-moz-linear-gradient(top, #62c462, #57a957);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#62c462), to(#57a957));background-image:-webkit-linear-gradient(top, #62c462, #57a957);background-image:-o-linear-gradient(top, #62c462, #57a957);background-image:linear-gradient(to bottom, #62c462, #57a957);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff62c462', endColorstr='#ff57a957', GradientType=0)}
.progress-success.progress-striped .bar,.progress-striped .bar-success{background-color:#62c462;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(.25, rgba(255,255,255,0.15)), color-stop(.25, transparent), color-stop(.5, transparent), color-stop(.5, rgba(255,255,255,0.15)), color-stop(.75, rgba(255,255,255,0.15)), color-stop(.75, transparent), to(transparent));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:-moz-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-info .bar,.progress .bar-info{background-color:#4bb1cf;background-image:-moz-linear-gradient(top, #5bc0de, #339bb9);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#5bc0de), to(#339bb9));background-image:-webkit-linear-gradient(top, #5bc0de, #339bb9);background-image:-o-linear-gradient(top, #5bc0de, #339bb9);background-image:linear-gradient(to bottom, #5bc0de, #339bb9);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff5bc0de', endColorstr='#ff339bb9', GradientType=0)}
.progress-info.progress-striped .bar,.progress-striped .bar-info{background-color:#5bc0de;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(.25, rgba(255,255,255,0.15)), color-stop(.25, transparent), color-stop(.5, transparent), color-stop(.5, rgba(255,255,255,0.15)), color-stop(.75, rgba(255,255,255,0.15)), color-stop(.75, transparent), to(transparent));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:-moz-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-warning .bar,.progress .bar-warning{background-color:#faa732;background-image:-moz-linear-gradient(top, #fbb450, #f89406);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#fbb450), to(#f89406));background-image:-webkit-linear-gradient(top, #fbb450, #f89406);background-image:-o-linear-gradient(top, #fbb450, #f89406);background-image:linear-gradient(to bottom, #fbb450, #f89406);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fffbb450', endColorstr='#fff89406', GradientType=0)}
.progress-warning.progress-striped .bar,.progress-striped .bar-warning{background-color:#fbb450;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(.25, rgba(255,255,255,0.15)), color-stop(.25, transparent), color-stop(.5, transparent), color-stop(.5, rgba(255,255,255,0.15)), color-stop(.75, rgba(255,255,255,0.15)), color-stop(.75, transparent), to(transparent));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:-moz-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)}
.accordion{margin-bottom:20px}
.accordion-group{margin-bottom:2px;border:1px solid #e5e5e5;border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}
.accordion-heading{border-bottom:0}
.accordion-heading .accordion-toggle{display:block;padding:8px 15px}
.accordion-toggle{cursor:pointer}
.accordion-inner{padding:9px 15px;border-top:1px solid #e5e5e5}
.carousel{position:relative;margin-bottom:20px;line-height:1}
.carousel-inner{overflow:hidden;width:100%;position:relative}
.carousel-inner>.item{display:none;position:relative;-webkit-transition:.6s ease-in-out left;-moz-transition:.6s ease-in-out left;-o-transition:.6s ease-in-out left;transition:.6s ease-in-out left}.carousel-inner>.item>img,.carousel-inner>.item>a>img{display:block;line-height:1}
.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:40%;left:15px;width:40px;height:40px;margin-top:-20px;font-size:60px;font-weight:100;line-height:30px;color:#fff;text-align:center;background:#222;border:3px solid #fff;-webkit-border-radius:23px;-moz-border-radius:23px;border-radius:23px;opacity:.5;filter:alpha(opacity=50)}.carousel-control.right{left:auto;right:15px}
.carousel-control:hover,.carousel-control:focus{color:#fff;text-decoration:none;opacity:.9;filter:alpha(opacity=90)}
.carousel-indicators{position:absolute;top:15px;right:15px;z-index:5;margin:0;list-style:none}.carousel-indicators li{display:block;float:left;width:10px;height:10px;margin-left:5px;text-indent:-999px;background-color:#ccc;background-color:rgba(255,255,255,0.25);border-radius:5px}
.carousel-indicators .active{background-color:#fff}
.carousel-caption{position:absolute;left:0;right:0;bottom:0;padding:15px;background:#333;background:rgba(0,0,0,0.75)}
.carousel-caption h4,.carousel-caption p{color:#fff;line-height:20px}
.carousel-caption h4{margin:0 0 5px}
.carousel-caption p{margin-bottom:0}
.hero-unit{padding:60px;margin-bottom:30px;font-size:18px;font-weight:200;line-height:30px;color:inherit;background-color:#eee;border-radius:6px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px}.hero-unit h1{margin-bottom:0;font-size:60px;line-height:1;color:inherit;letter-spacing:-1px}
.hero-unit li{line-height:30px}
.pull-right{float:right}
.pull-left{float:left}
.hide{display:none}
.show{display:block}
.invisible{visibility:hidden}
.affix{position:fixed}
@-ms-viewport{width:device-width}.hidden{display:none;visibility:hidden}
.visible-phone{display:none !important}
.visible-tablet{display:none !important}
.hidden-desktop{display:none !important}
.visible-desktop{display:inherit !important}
@media (min-width:768px) and (max-width:979px){.hidden-desktop{display:inherit !important} .visible-desktop{display:none !important} .visible-tablet{display:inherit !important} .hidden-tablet{display:none !important}}@media (max-width:767px){.hidden-desktop{display:inherit !important} .visible-desktop{display:none !important} .visible-phone{display:inherit !important} .hidden-phone{display:none !important}}.visible-print{display:none !important}
@media print{.visible-print{display:inherit !important} .hidden-print{display:none !important}}@media (min-width:1200px){.row{margin-left:-30px;*zoom:1}.row:before,.row:after{display:table;content:"";line-height:0} .row:after{clear:both} [class*="span"]{float:left;min-height:1px;margin-left:30px} .container,.navbar-static-top .container,.navbar-fixed-top .container,.navbar-fixed-bottom .container{width:1170px} .span12{width:1170px} .span11{width:1070px} .span10{width:970px} .span9{width:870px} .span8{width:770px} .span7{width:670px} .span6{width:570px} .span5{width:470px} .span4{width:370px} .span3{width:270px} .span2{width:170px} .span1{width:70px} .offset12{margin-left:1230px} .offset11{margin-left:1130px} .offset10{margin-left:1030px} .offset9{margin-left:930px} .offset8{margin-left:830px} .offset7{margin-left:730px} .offset6{margin-left:630px} .offset5{margin-left:530px} .offset4{margin-left:430px} .offset3{margin-left:330px} .offset2{margin-left:230px} .offset1{margin-left:130px} .row-fluid{width:100%;*zoom:1}.row-fluid:before,.row-fluid:after{display:table;content:"";line-height:0} .row-fluid:after{clear:both} .row-fluid [class*="span"]{display:block;width:100%;min-height:30px;-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box;float:left;margin-left:2.564102564102564%;*margin-left:2.5109110747408616%} .row-fluid [class*="span"]:first-child{margin-left:0} .row-fluid .controls-row [class*="span"]+[class*="span"]{margin-left:2.564102564102564%} .row-fluid .span12{width:100%;*width:99.94680851063829%} .row-fluid .span11{width:91.45299145299145%;*width:91.39979996362975%} .row-fluid .span10{width:82.90598290598291%;*width:82.8527914166212%} .row-fluid .span9{width:74.35897435897436%;*width:74.30578286961266%} .row-fluid .span8{width:65.81196581196582%;*width:65.75877432260411%} .row-fluid .span7{width:57.26495726495726%;*width:57.21176577559556%} .row-fluid .span6{width:48.717948717948715%;*width:48.664757228587014%} .row-fluid .span5{width:40.17094017094017%;*width:40.11774868157847%} .row-fluid .span4{width:31.623931623931625%;*width:31.570740134569924%} .row-fluid .span3{width:23.076923076923077%;*width:23.023731587561375%} .row-fluid .span2{width:14.52991452991453%;*width:14.476723040552828%} .row-fluid .span1{width:5.982905982905983%;*width:5.929714493544281%} .row-fluid .offset12{margin-left:105.12820512820512%;*margin-left:105.02182214948171%} .row-fluid .offset12:first-child{margin-left:102.56410256410257%;*margin-left:102.45771958537915%} .row-fluid .offset11{margin-left:96.58119658119658%;*margin-left:96.47481360247316%} .row-fluid .offset11:first-child{margin-left:94.01709401709402%;*margin-left:93.91071103837061%} .row-fluid .offset10{margin-left:88.03418803418803%;*margin-left:87.92780505546462%} .row-fluid .offset10:first-child{margin-left:85.47008547008548%;*margin-left:85.36370249136206%} .row-fluid .offset9{margin-left:79.48717948717949%;*margin-left:79.38079650845607%} .row-fluid .offset9:first-child{margin-left:76.92307692307693%;*margin-left:76.81669394435352%} .row-fluid .offset8{margin-left:70.94017094017094%;*margin-left:70.83378796144753%} .row-fluid .offset8:first-child{margin-left:68.37606837606839%;*margin-left:68.26968539734497%} .row-fluid .offset7{margin-left:62.393162393162385%;*margin-left:62.28677941443899%} .row-fluid .offset7:first-child{margin-left:59.82905982905982%;*margin-left:59.72267685033642%} .row-fluid .offset6{margin-left:53.84615384615384%;*margin-left:53.739770867430444%} .row-fluid .offset6:first-child{margin-left:51.28205128205128%;*margin-left:51.175668303327875%} .row-fluid .offset5{margin-left:45.299145299145295%;*margin-left:45.1927623204219%} .row-fluid .offset5:first-child{margin-left:42.73504273504273%;*margin-left:42.62865975631933%} .row-fluid .offset4{margin-left:36.75213675213675%;*margin-left:36.645753773413354%} .row-fluid .offset4:first-child{margin-left:34.18803418803419%;*margin-left:34.081651209310785%} .row-fluid .offset3{margin-left:28.205128205128204%;*margin-left:28.0987452264048%} .row-fluid .offset3:first-child{margin-left:25.641025641025642%;*margin-left:25.53464266230224%} .row-fluid .offset2{margin-left:19.65811965811966%;*margin-left:19.551736679396257%} .row-fluid .offset2:first-child{margin-left:17.094017094017094%;*margin-left:16.98763411529369%} .row-fluid .offset1{margin-left:11.11111111111111%;*margin-left:11.004728132387708%} .row-fluid .offset1:first-child{margin-left:8.547008547008547%;*margin-left:8.440625568285142%} input,textarea,.uneditable-input{margin-left:0} .controls-row [class*="span"]+[class*="span"]{margin-left:30px} input.span12,textarea.span12,.uneditable-input.span12{width:1156px} input.span11,textarea.span11,.uneditable-input.span11{width:1056px} input.span10,textarea.span10,.uneditable-input.span10{width:956px} input.span9,textarea.span9,.uneditable-input.span9{width:856px} input.span8,textarea.span8,.uneditable-input.span8{width:756px} input.span7,textarea.span7,.uneditable-input.span7{width:656px} input.span6,textarea.span6,.uneditable-input.span6{width:556px} input.span5,textarea.span5,.uneditable-input.span5{width:456px} input.span4,textarea.span4,.uneditable-input.span4{width:356px} input.span3,textarea.span3,.uneditable-input.span3{width:256px} input.span2,textarea.span2,.uneditable-input.span2{width:156px} input.span1,textarea.span1,.uneditable-input.span1{width:56px} .thumbnails{margin-left:-30px} .thumbnails>li{margin-left:30px} .row-fluid .thumbnails{margin-left:0}}@media (min-width:768px) and (max-width:979px){.row{margin-left:-20px;*zoom:1}.row:before,.row:after{display:table;content:"";line-height:0} .row:after{clear:both} [class*="span"]{float:left;min-height:1px;margin-left:20px} .container,.navbar-static-top .container,.navbar-fixed-top .container,.navbar-fixed-bottom .container{width:724px} .span12{width:724px} .span11{width:662px} .span10{width:600px} .span9{width:538px} .span8{width:476px} .span7{width:414px} .span6{width:352px} .span5{width:290px} .span4{width:228px} .span3{width:166px} .span2{width:104px} .span1{width:42px} .offset12{margin-left:764px} .offset11{margin-left:702px} .offset10{margin-left:640px} .offset9{margin-left:578px} .offset8{margin-left:516px} .offset7{margin-left:454px} .offset6{margin-left:392px} .offset5{margin-left:330px} .offset4{margin-left:268px} .offset3{margin-left:206px} .offset2{margin-left:144px} .offset1{margin-left:82px} .row-fluid{width:100%;*zoom:1}.row-fluid:before,.row-fluid:after{display:table;content:"";line-height:0} .row-fluid:after{clear:both} .row-fluid [class*="span"]{display:block;width:100%;min-height:30px;-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box;float:left;margin-left:2.7624309392265194%;*margin-left:2.709239449864817%} .row-fluid [class*="span"]:first-child{margin-left:0} .row-fluid .controls-row [class*="span"]+[class*="span"]{margin-left:2.7624309392265194%} .row-fluid .span12{width:100%;*width:99.94680851063829%} .row-fluid .span11{width:91.43646408839778%;*width:91.38327259903608%} .row-fluid .span10{width:82.87292817679558%;*width:82.81973668743387%} .row-fluid .span9{width:74.30939226519337%;*width:74.25620077583166%} .row-fluid .span8{width:65.74585635359117%;*width:65.69266486422946%} .row-fluid .span7{width:57.18232044198895%;*width:57.12912895262725%} .row-fluid .span6{width:48.61878453038674%;*width:48.56559304102504%} .row-fluid .span5{width:40.05524861878453%;*width:40.00205712942283%} .row-fluid .span4{width:31.491712707182323%;*width:31.43852121782062%} .row-fluid .span3{width:22.92817679558011%;*width:22.87498530621841%} .row-fluid .span2{width:14.3646408839779%;*width:14.311449394616199%} .row-fluid .span1{width:5.801104972375691%;*width:5.747913483013988%} .row-fluid .offset12{margin-left:105.52486187845304%;*margin-left:105.41847889972962%} .row-fluid .offset12:first-child{margin-left:102.76243093922652%;*margin-left:102.6560479605031%} .row-fluid .offset11{margin-left:96.96132596685082%;*margin-left:96.8549429881274%} .row-fluid .offset11:first-child{margin-left:94.1988950276243%;*margin-left:94.09251204890089%} .row-fluid .offset10{margin-left:88.39779005524862%;*margin-left:88.2914070765252%} .row-fluid .offset10:first-child{margin-left:85.6353591160221%;*margin-left:85.52897613729868%} .row-fluid .offset9{margin-left:79.8342541436464%;*margin-left:79.72787116492299%} .row-fluid .offset9:first-child{margin-left:77.07182320441989%;*margin-left:76.96544022569647%} .row-fluid .offset8{margin-left:71.2707182320442%;*margin-left:71.16433525332079%} .row-fluid .offset8:first-child{margin-left:68.50828729281768%;*margin-left:68.40190431409427%} .row-fluid .offset7{margin-left:62.70718232044199%;*margin-left:62.600799341718584%} .row-fluid .offset7:first-child{margin-left:59.94475138121547%;*margin-left:59.838368402492065%} .row-fluid .offset6{margin-left:54.14364640883978%;*margin-left:54.037263430116376%} .row-fluid .offset6:first-child{margin-left:51.38121546961326%;*margin-left:51.27483249088986%} .row-fluid .offset5{margin-left:45.58011049723757%;*margin-left:45.47372751851417%} .row-fluid .offset5:first-child{margin-left:42.81767955801105%;*margin-left:42.71129657928765%} .row-fluid .offset4{margin-left:37.01657458563536%;*margin-left:36.91019160691196%} .row-fluid .offset4:first-child{margin-left:34.25414364640884%;*margin-left:34.14776066768544%} .row-fluid .offset3{margin-left:28.45303867403315%;*margin-left:28.346655695309746%} .row-fluid .offset3:first-child{margin-left:25.69060773480663%;*margin-left:25.584224756083227%} .row-fluid .offset2{margin-left:19.88950276243094%;*margin-left:19.783119783707537%} .row-fluid .offset2:first-child{margin-left:17.12707182320442%;*margin-left:17.02068884448102%} .row-fluid .offset1{margin-left:11.32596685082873%;*margin-left:11.219583872105325%} .row-fluid .offset1:first-child{margin-left:8.56353591160221%;*margin-left:8.457152932878806%} input,textarea,.uneditable-input{margin-left:0} .controls-row [class*="span"]+[class*="span"]{margin-left:20px} input.span12,textarea.span12,.uneditable-input.span12{width:710px} input.span11,textarea.span11,.uneditable-input.span11{width:648px} input.span10,textarea.span10,.uneditable-input.span10{width:586px} input.span9,textarea.span9,.uneditable-input.span9{width:524px} input.span8,textarea.span8,.uneditable-input.span8{width:462px} input.span7,textarea.span7,.uneditable-input.span7{width:400px} input.span6,textarea.span6,.uneditable-input.span6{width:338px} input.span5,textarea.span5,.uneditable-input.span5{width:276px} input.span4,textarea.span4,.uneditable-input.span4{width:214px} input.span3,textarea.span3,.uneditable-input.span3{width:152px} input.span2,textarea.span2,.uneditable-input.span2{width:90px} input.span1,textarea.span1,.uneditable-input.span1{width:28px}}@media (max-width:767px){body{padding-left:20px;padding-right:20px} .navbar-fixed-top,.navbar-fixed-bottom,.navbar-static-top{margin-left:-20px;margin-right:-20px} .container-fluid{padding:0} .dl-horizontal dt{float:none;clear:none;width:auto;text-align:left} .dl-horizontal dd{margin-left:0} .container{width:auto} .row-fluid{width:100%} .row,.thumbnails{margin-left:0} .thumbnails>li{float:none;margin-left:0} [class*="span"],.uneditable-input[class*="span"],.row-fluid [class*="span"]{float:none;display:block;width:100%;margin-left:0;-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box} .span12,.row-fluid .span12{width:100%;-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box} .row-fluid [class*="offset"]:first-child{margin-left:0} .input-large,.input-xlarge,.input-xxlarge,input[class*="span"],select[class*="span"],textarea[class*="span"],.uneditable-input{display:block;width:100%;min-height:30px;-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box} .input-prepend input,.input-append input,.input-prepend input[class*="span"],.input-append input[class*="span"]{display:inline-block;width:auto} .controls-row [class*="span"]+[class*="span"]{margin-left:0} .modal{position:fixed;top:20px;left:20px;right:20px;width:auto;margin:0}.modal.fade{top:-100px} .modal.fade.in{top:20px}}@media (max-width:480px){.nav-collapse{-webkit-transform:translate3d(0, 0, 0)} .page-header h1 small{display:block;line-height:20px} input[type="checkbox"],input[type="radio"]{border:1px solid #ccc} .form-horizontal .control-label{float:none;width:auto;padding-top:0;text-align:left} .form-horizontal .controls{margin-left:0} .form-horizontal .control-list{padding-top:0} .form-horizontal .form-actions{padding-left:10px;padding-right:10px} .media .pull-left,.media .pull-right{float:none;display:block;margin-bottom:10px} .media-object{margin-right:0;margin-left:0} .modal{top:10px;left:10px;right:10px} .modal-header .close{padding:10px;margin:-10px} .carousel-caption{position:static}}@media (max-width:979px){body{padding-top:0} .navbar-fixed-top,.navbar-fixed-bottom{position:static} .navbar-fixed-top{margin-bottom:20px} .navbar-fixed-bottom{margin-top:20px} .navbar-fixed-top .navbar-inner,.navbar-fixed-bottom .navbar-inner{padding:5px} .navbar .container{width:auto;padding:0} .navbar .brand{padding-left:10px;padding-right:10px;margin:0 0 0 -5px} .nav-collapse{clear:both} .nav-collapse .nav{float:none;margin:0 0 10px} .nav-collapse .nav>li{float:none} .nav-collapse .nav>li>a{margin-bottom:2px} .nav-collapse .nav>.divider-vertical{display:none} .nav-collapse .nav .nav-header{color:#777;text-shadow:none} .nav-collapse .nav>li>a,.nav-collapse .dropdown-menu a{padding:9px 15px;font-weight:bold;color:#777;border-radius:3px;-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px} .nav-collapse .btn{padding:4px 10px 4px;font-weight:normal;border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px} .nav-collapse .dropdown-menu li+li a{margin-bottom:2px} .nav-collapse .nav>li>a:hover,.nav-collapse .nav>li>a:focus,.nav-collapse .dropdown-menu a:hover,.nav-collapse .dropdown-menu a:focus{background-color:#f2f2f2} .navbar-inverse .nav-collapse .nav>li>a,.navbar-inverse .nav-collapse .dropdown-menu a{color:#999} .navbar-inverse .nav-collapse .nav>li>a:hover,.navbar-inverse .nav-collapse .nav>li>a:focus,.navbar-inverse .nav-collapse .dropdown-menu a:hover,.navbar-inverse .nav-collapse .dropdown-menu a:focus{background-color:#111} .nav-collapse.in .btn-group{margin-top:5px;padding:0} .nav-collapse .dropdown-menu{position:static;top:auto;left:auto;float:none;display:none;max-width:none;margin:0 15px;padding:0;background-color:transparent;border:none;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0;-webkit-box-shadow:none;-moz-box-shadow:none;box-shadow:none} .nav-collapse .open>.dropdown-menu{display:block} .nav-collapse .dropdown-menu:before,.nav-collapse .dropdown-menu:after{display:none} .nav-collapse .dropdown-menu .divider{display:none} .nav-collapse .nav>li>.dropdown-menu:before,.nav-collapse .nav>li>.dropdown-menu:after{display:none} .nav-collapse .navbar-form,.nav-collapse .navbar-search{float:none;padding:10px 15px;margin:10px 0;border-top:1px solid #f2f2f2;border-bottom:1px solid #f2f2f2;-webkit-box-shadow:inset 0 1px 0 rgba(255,255,255,.1), 0 1px 0 rgba(255,255,255,.1);-moz-box-shadow:inset 0 1px 0 rgba(255,255,255,.1), 0 1px 0 rgba(255,255,255,.1);box-shadow:inset 0 1px 0 rgba(255,255,255,.1), 0 1px 0 rgba(255,255,255,.1)} .navbar-inverse .nav-collapse .navbar-form,.navbar-inverse .nav-collapse .navbar-search{border-top-color:#111;border-bottom-color:#111} .navbar .nav-collapse .nav.pull-right{float:none;margin-left:0} .nav-collapse,.nav-collapse.collapse{overflow:hidden;height:0} .navbar .btn-navbar{display:block} .navbar-static .navbar-inner{padding-left:10px;padding-right:10px}}@media (min-width:979px + 1){.nav-collapse.collapse{height:auto !important;overflow:visible !important}}@font-face{font-family:'FontAwesome';src:url('../components/font-awesome/font/fontawesome-webfont.eot?v=3.2.1');src:url('../components/font-awesome/font/fontawesome-webfont.eot?#iefix&v=3.2.1') format('embedded-opentype'),url('../components/font-awesome/font/fontawesome-webfont.woff?v=3.2.1') format('woff'),url('../components/font-awesome/font/fontawesome-webfont.ttf?v=3.2.1') format('truetype'),url('../components/font-awesome/font/fontawesome-webfont.svg#fontawesomeregular?v=3.2.1') format('svg');font-weight:normal;font-style:normal}[class^="icon-"],[class*=" icon-"]{font-family:FontAwesome;font-weight:normal;font-style:normal;text-decoration:inherit;-webkit-font-smoothing:antialiased;*margin-right:.3em}
[class^="icon-"]:before,[class*=" icon-"]:before{text-decoration:inherit;display:inline-block;speak:none}
.icon-large:before{vertical-align:-10%;font-size:1.3333333333333333em}
a [class^="icon-"],a [class*=" icon-"]{display:inline}
[class^="icon-"].icon-fixed-width,[class*=" icon-"].icon-fixed-width{display:inline-block;width:1.1428571428571428em;text-align:right;padding-right:.2857142857142857em}[class^="icon-"].icon-fixed-width.icon-large,[class*=" icon-"].icon-fixed-width.icon-large{width:1.4285714285714286em}
.icons-ul{margin-left:2.142857142857143em;list-style-type:none}.icons-ul>li{position:relative}
.icons-ul .icon-li{position:absolute;left:-2.142857142857143em;width:2.142857142857143em;text-align:center;line-height:inherit}
[class^="icon-"].hide,[class*=" icon-"].hide{display:none}
.icon-muted{color:#eee}
.icon-light{color:#fff}
.icon-dark{color:#333}
.icon-border{border:solid 1px #eee;padding:.2em .25em .15em;border-radius:3px;-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px}
.icon-2x{font-size:2em}.icon-2x.icon-border{border-width:2px;border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}
.icon-3x{font-size:3em}.icon-3x.icon-border{border-width:3px;border-radius:5px;-webkit-border-radius:5px;-moz-border-radius:5px;border-radius:5px}
.icon-4x{font-size:4em}.icon-4x.icon-border{border-width:4px;border-radius:6px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px}
.icon-5x{font-size:5em}.icon-5x.icon-border{border-width:5px;border-radius:7px;-webkit-border-radius:7px;-moz-border-radius:7px;border-radius:7px}
.pull-right{float:right}
.pull-left{float:left}
[class^="icon-"].pull-left,[class*=" icon-"].pull-left{margin-right:.3em}
[class^="icon-"].pull-right,[class*=" icon-"].pull-right{margin-left:.3em}
[class^="icon-"],[class*=" icon-"]{display:inline;width:auto;height:auto;line-height:normal;vertical-align:baseline;background-image:none;background-position:0 0;background-repeat:repeat;margin-top:0}
.icon-white,.nav-pills>.active>a>[class^="icon-"],.nav-pills>.active>a>[class*=" icon-"],.nav-list>.active>a>[class^="icon-"],.nav-list>.active>a>[class*=" icon-"],.navbar-inverse .nav>.active>a>[class^="icon-"],.navbar-inverse .nav>.active>a>[class*=" icon-"],.dropdown-menu>li>a:hover>[class^="icon-"],.dropdown-menu>li>a:hover>[class*=" icon-"],.dropdown-menu>.active>a>[class^="icon-"],.dropdown-menu>.active>a>[class*=" icon-"],.dropdown-submenu:hover>a>[class^="icon-"],.dropdown-submenu:hover>a>[class*=" icon-"]{background-image:none}
.btn [class^="icon-"].icon-large,.nav [class^="icon-"].icon-large,.btn [class*=" icon-"].icon-large,.nav [class*=" icon-"].icon-large{line-height:.9em}
.btn [class^="icon-"].icon-spin,.nav [class^="icon-"].icon-spin,.btn [class*=" icon-"].icon-spin,.nav [class*=" icon-"].icon-spin{display:inline-block}
.nav-tabs [class^="icon-"],.nav-pills [class^="icon-"],.nav-tabs [class*=" icon-"],.nav-pills [class*=" icon-"],.nav-tabs [class^="icon-"].icon-large,.nav-pills [class^="icon-"].icon-large,.nav-tabs [class*=" icon-"].icon-large,.nav-pills [class*=" icon-"].icon-large{line-height:.9em}
.btn [class^="icon-"].pull-left.icon-2x,.btn [class*=" icon-"].pull-left.icon-2x,.btn [class^="icon-"].pull-right.icon-2x,.btn [class*=" icon-"].pull-right.icon-2x{margin-top:.18em}
.btn [class^="icon-"].icon-spin.icon-large,.btn [class*=" icon-"].icon-spin.icon-large{line-height:.8em}
.btn.btn-small [class^="icon-"].pull-left.icon-2x,.btn.btn-small [class*=" icon-"].pull-left.icon-2x,.btn.btn-small [class^="icon-"].pull-right.icon-2x,.btn.btn-small [class*=" icon-"].pull-right.icon-2x{margin-top:.25em}
.btn.btn-large [class^="icon-"],.btn.btn-large [class*=" icon-"]{margin-top:0}.btn.btn-large [class^="icon-"].pull-left.icon-2x,.btn.btn-large [class*=" icon-"].pull-left.icon-2x,.btn.btn-large [class^="icon-"].pull-right.icon-2x,.btn.btn-large [class*=" icon-"].pull-right.icon-2x{margin-top:.05em}
.btn.btn-large [class^="icon-"].pull-left.icon-2x,.btn.btn-large [class*=" icon-"].pull-left.icon-2x{margin-right:.2em}
.btn.btn-large [class^="icon-"].pull-right.icon-2x,.btn.btn-large [class*=" icon-"].pull-right.icon-2x{margin-left:.2em}
.nav-list [class^="icon-"],.nav-list [class*=" icon-"]{line-height:inherit}
.icon-stack{position:relative;display:inline-block;width:2em;height:2em;line-height:2em;vertical-align:-35%}.icon-stack [class^="icon-"],.icon-stack [class*=" icon-"]{display:block;text-align:center;position:absolute;width:100%;height:100%;font-size:1em;line-height:inherit;*line-height:2em}
.icon-stack .icon-stack-base{font-size:2em;*line-height:1em}
.icon-spin{display:inline-block;-moz-animation:spin 2s infinite linear;-o-animation:spin 2s infinite linear;-webkit-animation:spin 2s infinite linear;animation:spin 2s infinite linear}
a .icon-stack,a .icon-spin{display:inline-block;text-decoration:none}
@-moz-keyframes spin{0%{-moz-transform:rotate(0deg)} 100%{-moz-transform:rotate(359deg)}}@-webkit-keyframes spin{0%{-webkit-transform:rotate(0deg)} 100%{-webkit-transform:rotate(359deg)}}@-o-keyframes spin{0%{-o-transform:rotate(0deg)} 100%{-o-transform:rotate(359deg)}}@-ms-keyframes spin{0%{-ms-transform:rotate(0deg)} 100%{-ms-transform:rotate(359deg)}}@keyframes spin{0%{transform:rotate(0deg)} 100%{transform:rotate(359deg)}}.icon-rotate-90:before{-webkit-transform:rotate(90deg);-moz-transform:rotate(90deg);-ms-transform:rotate(90deg);-o-transform:rotate(90deg);transform:rotate(90deg);filter:progid:DXImageTransform.Microsoft.BasicImage(rotation=1)}
.icon-rotate-180:before{-webkit-transform:rotate(180deg);-moz-transform:rotate(180deg);-ms-transform:rotate(180deg);-o-transform:rotate(180deg);transform:rotate(180deg);filter:progid:DXImageTransform.Microsoft.BasicImage(rotation=2)}
.icon-rotate-270:before{-webkit-transform:rotate(270deg);-moz-transform:rotate(270deg);-ms-transform:rotate(270deg);-o-transform:rotate(270deg);transform:rotate(270deg);filter:progid:DXImageTransform.Microsoft.BasicImage(rotation=3)}
.icon-flip-horizontal:before{-webkit-transform:scale(-1, 1);-moz-transform:scale(-1, 1);-ms-transform:scale(-1, 1);-o-transform:scale(-1, 1);transform:scale(-1, 1)}
.icon-flip-vertical:before{-webkit-transform:scale(1, -1);-moz-transform:scale(1, -1);-ms-transform:scale(1, -1);-o-transform:scale(1, -1);transform:scale(1, -1)}
a .icon-rotate-90:before,a .icon-rotate-180:before,a .icon-rotate-270:before,a .icon-flip-horizontal:before,a .icon-flip-vertical:before{display:inline-block}
.icon-glass:before{content:"\f000"}
.icon-music:before{content:"\f001"}
.icon-search:before{content:"\f002"}
.icon-envelope-alt:before{content:"\f003"}
.icon-heart:before{content:"\f004"}
.icon-star:before{content:"\f005"}
.icon-star-empty:before{content:"\f006"}
.icon-user:before{content:"\f007"}
.icon-film:before{content:"\f008"}
.icon-th-large:before{content:"\f009"}
.icon-th:before{content:"\f00a"}
.icon-th-list:before{content:"\f00b"}
.icon-ok:before{content:"\f00c"}
.icon-remove:before{content:"\f00d"}
.icon-zoom-in:before{content:"\f00e"}
.icon-zoom-out:before{content:"\f010"}
.icon-power-off:before,.icon-off:before{content:"\f011"}
.icon-signal:before{content:"\f012"}
.icon-gear:before,.icon-cog:before{content:"\f013"}
.icon-trash:before{content:"\f014"}
.icon-home:before{content:"\f015"}
.icon-file-alt:before{content:"\f016"}
.icon-time:before{content:"\f017"}
.icon-road:before{content:"\f018"}
.icon-download-alt:before{content:"\f019"}
.icon-download:before{content:"\f01a"}
.icon-upload:before{content:"\f01b"}
.icon-inbox:before{content:"\f01c"}
.icon-play-circle:before{content:"\f01d"}
.icon-rotate-right:before,.icon-repeat:before{content:"\f01e"}
.icon-refresh:before{content:"\f021"}
.icon-list-alt:before{content:"\f022"}
.icon-lock:before{content:"\f023"}
.icon-flag:before{content:"\f024"}
.icon-headphones:before{content:"\f025"}
.icon-volume-off:before{content:"\f026"}
.icon-volume-down:before{content:"\f027"}
.icon-volume-up:before{content:"\f028"}
.icon-qrcode:before{content:"\f029"}
.icon-barcode:before{content:"\f02a"}
.icon-tag:before{content:"\f02b"}
.icon-tags:before{content:"\f02c"}
.icon-book:before{content:"\f02d"}
.icon-bookmark:before{content:"\f02e"}
.icon-print:before{content:"\f02f"}
.icon-camera:before{content:"\f030"}
.icon-font:before{content:"\f031"}
.icon-bold:before{content:"\f032"}
.icon-italic:before{content:"\f033"}
.icon-text-height:before{content:"\f034"}
.icon-text-width:before{content:"\f035"}
.icon-align-left:before{content:"\f036"}
.icon-align-center:before{content:"\f037"}
.icon-align-right:before{content:"\f038"}
.icon-align-justify:before{content:"\f039"}
.icon-list:before{content:"\f03a"}
.icon-indent-left:before{content:"\f03b"}
.icon-indent-right:before{content:"\f03c"}
.icon-facetime-video:before{content:"\f03d"}
.icon-picture:before{content:"\f03e"}
.icon-pencil:before{content:"\f040"}
.icon-map-marker:before{content:"\f041"}
.icon-adjust:before{content:"\f042"}
.icon-tint:before{content:"\f043"}
.icon-edit:before{content:"\f044"}
.icon-share:before{content:"\f045"}
.icon-check:before{content:"\f046"}
.icon-move:before{content:"\f047"}
.icon-step-backward:before{content:"\f048"}
.icon-fast-backward:before{content:"\f049"}
.icon-backward:before{content:"\f04a"}
.icon-play:before{content:"\f04b"}
.icon-pause:before{content:"\f04c"}
.icon-stop:before{content:"\f04d"}
.icon-forward:before{content:"\f04e"}
.icon-fast-forward:before{content:"\f050"}
.icon-step-forward:before{content:"\f051"}
.icon-eject:before{content:"\f052"}
.icon-chevron-left:before{content:"\f053"}
.icon-chevron-right:before{content:"\f054"}
.icon-plus-sign:before{content:"\f055"}
.icon-minus-sign:before{content:"\f056"}
.icon-remove-sign:before{content:"\f057"}
.icon-ok-sign:before{content:"\f058"}
.icon-question-sign:before{content:"\f059"}
.icon-info-sign:before{content:"\f05a"}
.icon-screenshot:before{content:"\f05b"}
.icon-remove-circle:before{content:"\f05c"}
.icon-ok-circle:before{content:"\f05d"}
.icon-ban-circle:before{content:"\f05e"}
.icon-arrow-left:before{content:"\f060"}
.icon-arrow-right:before{content:"\f061"}
.icon-arrow-up:before{content:"\f062"}
.icon-arrow-down:before{content:"\f063"}
.icon-mail-forward:before,.icon-share-alt:before{content:"\f064"}
.icon-resize-full:before{content:"\f065"}
.icon-resize-small:before{content:"\f066"}
.icon-plus:before{content:"\f067"}
.icon-minus:before{content:"\f068"}
.icon-asterisk:before{content:"\f069"}
.icon-exclamation-sign:before{content:"\f06a"}
.icon-gift:before{content:"\f06b"}
.icon-leaf:before{content:"\f06c"}
.icon-fire:before{content:"\f06d"}
.icon-eye-open:before{content:"\f06e"}
.icon-eye-close:before{content:"\f070"}
.icon-warning-sign:before{content:"\f071"}
.icon-plane:before{content:"\f072"}
.icon-calendar:before{content:"\f073"}
.icon-random:before{content:"\f074"}
.icon-comment:before{content:"\f075"}
.icon-magnet:before{content:"\f076"}
.icon-chevron-up:before{content:"\f077"}
.icon-chevron-down:before{content:"\f078"}
.icon-retweet:before{content:"\f079"}
.icon-shopping-cart:before{content:"\f07a"}
.icon-folder-close:before{content:"\f07b"}
.icon-folder-open:before{content:"\f07c"}
.icon-resize-vertical:before{content:"\f07d"}
.icon-resize-horizontal:before{content:"\f07e"}
.icon-bar-chart:before{content:"\f080"}
.icon-twitter-sign:before{content:"\f081"}
.icon-facebook-sign:before{content:"\f082"}
.icon-camera-retro:before{content:"\f083"}
.icon-key:before{content:"\f084"}
.icon-gears:before,.icon-cogs:before{content:"\f085"}
.icon-comments:before{content:"\f086"}
.icon-thumbs-up-alt:before{content:"\f087"}
.icon-thumbs-down-alt:before{content:"\f088"}
.icon-star-half:before{content:"\f089"}
.icon-heart-empty:before{content:"\f08a"}
.icon-signout:before{content:"\f08b"}
.icon-linkedin-sign:before{content:"\f08c"}
.icon-pushpin:before{content:"\f08d"}
.icon-external-link:before{content:"\f08e"}
.icon-signin:before{content:"\f090"}
.icon-trophy:before{content:"\f091"}
.icon-github-sign:before{content:"\f092"}
.icon-upload-alt:before{content:"\f093"}
.icon-lemon:before{content:"\f094"}
.icon-phone:before{content:"\f095"}
.icon-unchecked:before,.icon-check-empty:before{content:"\f096"}
.icon-bookmark-empty:before{content:"\f097"}
.icon-phone-sign:before{content:"\f098"}
.icon-twitter:before{content:"\f099"}
.icon-facebook:before{content:"\f09a"}
.icon-github:before{content:"\f09b"}
.icon-unlock:before{content:"\f09c"}
.icon-credit-card:before{content:"\f09d"}
.icon-rss:before{content:"\f09e"}
.icon-hdd:before{content:"\f0a0"}
.icon-bullhorn:before{content:"\f0a1"}
.icon-bell:before{content:"\f0a2"}
.icon-certificate:before{content:"\f0a3"}
.icon-hand-right:before{content:"\f0a4"}
.icon-hand-left:before{content:"\f0a5"}
.icon-hand-up:before{content:"\f0a6"}
.icon-hand-down:before{content:"\f0a7"}
.icon-circle-arrow-left:before{content:"\f0a8"}
.icon-circle-arrow-right:before{content:"\f0a9"}
.icon-circle-arrow-up:before{content:"\f0aa"}
.icon-circle-arrow-down:before{content:"\f0ab"}
.icon-globe:before{content:"\f0ac"}
.icon-wrench:before{content:"\f0ad"}
.icon-tasks:before{content:"\f0ae"}
.icon-filter:before{content:"\f0b0"}
.icon-briefcase:before{content:"\f0b1"}
.icon-fullscreen:before{content:"\f0b2"}
.icon-group:before{content:"\f0c0"}
.icon-link:before{content:"\f0c1"}
.icon-cloud:before{content:"\f0c2"}
.icon-beaker:before{content:"\f0c3"}
.icon-cut:before{content:"\f0c4"}
.icon-copy:before{content:"\f0c5"}
.icon-paperclip:before,.icon-paper-clip:before{content:"\f0c6"}
.icon-save:before{content:"\f0c7"}
.icon-sign-blank:before{content:"\f0c8"}
.icon-reorder:before{content:"\f0c9"}
.icon-list-ul:before{content:"\f0ca"}
.icon-list-ol:before{content:"\f0cb"}
.icon-strikethrough:before{content:"\f0cc"}
.icon-underline:before{content:"\f0cd"}
.icon-table:before{content:"\f0ce"}
.icon-magic:before{content:"\f0d0"}
.icon-truck:before{content:"\f0d1"}
.icon-pinterest:before{content:"\f0d2"}
.icon-pinterest-sign:before{content:"\f0d3"}
.icon-google-plus-sign:before{content:"\f0d4"}
.icon-google-plus:before{content:"\f0d5"}
.icon-money:before{content:"\f0d6"}
.icon-caret-down:before{content:"\f0d7"}
.icon-caret-up:before{content:"\f0d8"}
.icon-caret-left:before{content:"\f0d9"}
.icon-caret-right:before{content:"\f0da"}
.icon-columns:before{content:"\f0db"}
.icon-sort:before{content:"\f0dc"}
.icon-sort-down:before{content:"\f0dd"}
.icon-sort-up:before{content:"\f0de"}
.icon-envelope:before{content:"\f0e0"}
.icon-linkedin:before{content:"\f0e1"}
.icon-rotate-left:before,.icon-undo:before{content:"\f0e2"}
.icon-legal:before{content:"\f0e3"}
.icon-dashboard:before{content:"\f0e4"}
.icon-comment-alt:before{content:"\f0e5"}
.icon-comments-alt:before{content:"\f0e6"}
.icon-bolt:before{content:"\f0e7"}
.icon-sitemap:before{content:"\f0e8"}
.icon-umbrella:before{content:"\f0e9"}
.icon-paste:before{content:"\f0ea"}
.icon-lightbulb:before{content:"\f0eb"}
.icon-exchange:before{content:"\f0ec"}
.icon-cloud-download:before{content:"\f0ed"}
.icon-cloud-upload:before{content:"\f0ee"}
.icon-user-md:before{content:"\f0f0"}
.icon-stethoscope:before{content:"\f0f1"}
.icon-suitcase:before{content:"\f0f2"}
.icon-bell-alt:before{content:"\f0f3"}
.icon-coffee:before{content:"\f0f4"}
.icon-food:before{content:"\f0f5"}
.icon-file-text-alt:before{content:"\f0f6"}
.icon-building:before{content:"\f0f7"}
.icon-hospital:before{content:"\f0f8"}
.icon-ambulance:before{content:"\f0f9"}
.icon-medkit:before{content:"\f0fa"}
.icon-fighter-jet:before{content:"\f0fb"}
.icon-beer:before{content:"\f0fc"}
.icon-h-sign:before{content:"\f0fd"}
.icon-plus-sign-alt:before{content:"\f0fe"}
.icon-double-angle-left:before{content:"\f100"}
.icon-double-angle-right:before{content:"\f101"}
.icon-double-angle-up:before{content:"\f102"}
.icon-double-angle-down:before{content:"\f103"}
.icon-angle-left:before{content:"\f104"}
.icon-angle-right:before{content:"\f105"}
.icon-angle-up:before{content:"\f106"}
.icon-angle-down:before{content:"\f107"}
.icon-desktop:before{content:"\f108"}
.icon-laptop:before{content:"\f109"}
.icon-tablet:before{content:"\f10a"}
.icon-mobile-phone:before{content:"\f10b"}
.icon-circle-blank:before{content:"\f10c"}
.icon-quote-left:before{content:"\f10d"}
.icon-quote-right:before{content:"\f10e"}
.icon-spinner:before{content:"\f110"}
.icon-circle:before{content:"\f111"}
.icon-mail-reply:before,.icon-reply:before{content:"\f112"}
.icon-github-alt:before{content:"\f113"}
.icon-folder-close-alt:before{content:"\f114"}
.icon-folder-open-alt:before{content:"\f115"}
.icon-expand-alt:before{content:"\f116"}
.icon-collapse-alt:before{content:"\f117"}
.icon-smile:before{content:"\f118"}
.icon-frown:before{content:"\f119"}
.icon-meh:before{content:"\f11a"}
.icon-gamepad:before{content:"\f11b"}
.icon-keyboard:before{content:"\f11c"}
.icon-flag-alt:before{content:"\f11d"}
.icon-flag-checkered:before{content:"\f11e"}
.icon-terminal:before{content:"\f120"}
.icon-code:before{content:"\f121"}
.icon-reply-all:before{content:"\f122"}
.icon-mail-reply-all:before{content:"\f122"}
.icon-star-half-full:before,.icon-star-half-empty:before{content:"\f123"}
.icon-location-arrow:before{content:"\f124"}
.icon-crop:before{content:"\f125"}
.icon-code-fork:before{content:"\f126"}
.icon-unlink:before{content:"\f127"}
.icon-question:before{content:"\f128"}
.icon-info:before{content:"\f129"}
.icon-exclamation:before{content:"\f12a"}
.icon-superscript:before{content:"\f12b"}
.icon-subscript:before{content:"\f12c"}
.icon-eraser:before{content:"\f12d"}
.icon-puzzle-piece:before{content:"\f12e"}
.icon-microphone:before{content:"\f130"}
.icon-microphone-off:before{content:"\f131"}
.icon-shield:before{content:"\f132"}
.icon-calendar-empty:before{content:"\f133"}
.icon-fire-extinguisher:before{content:"\f134"}
.icon-rocket:before{content:"\f135"}
.icon-maxcdn:before{content:"\f136"}
.icon-chevron-sign-left:before{content:"\f137"}
.icon-chevron-sign-right:before{content:"\f138"}
.icon-chevron-sign-up:before{content:"\f139"}
.icon-chevron-sign-down:before{content:"\f13a"}
.icon-html5:before{content:"\f13b"}
.icon-css3:before{content:"\f13c"}
.icon-anchor:before{content:"\f13d"}
.icon-unlock-alt:before{content:"\f13e"}
.icon-bullseye:before{content:"\f140"}
.icon-ellipsis-horizontal:before{content:"\f141"}
.icon-ellipsis-vertical:before{content:"\f142"}
.icon-rss-sign:before{content:"\f143"}
.icon-play-sign:before{content:"\f144"}
.icon-ticket:before{content:"\f145"}
.icon-minus-sign-alt:before{content:"\f146"}
.icon-check-minus:before{content:"\f147"}
.icon-level-up:before{content:"\f148"}
.icon-level-down:before{content:"\f149"}
.icon-check-sign:before{content:"\f14a"}
.icon-edit-sign:before{content:"\f14b"}
.icon-external-link-sign:before{content:"\f14c"}
.icon-share-sign:before{content:"\f14d"}
.icon-compass:before{content:"\f14e"}
.icon-collapse:before{content:"\f150"}
.icon-collapse-top:before{content:"\f151"}
.icon-expand:before{content:"\f152"}
.icon-euro:before,.icon-eur:before{content:"\f153"}
.icon-gbp:before{content:"\f154"}
.icon-dollar:before,.icon-usd:before{content:"\f155"}
.icon-rupee:before,.icon-inr:before{content:"\f156"}
.icon-yen:before,.icon-jpy:before{content:"\f157"}
.icon-renminbi:before,.icon-cny:before{content:"\f158"}
.icon-won:before,.icon-krw:before{content:"\f159"}
.icon-bitcoin:before,.icon-btc:before{content:"\f15a"}
.icon-file:before{content:"\f15b"}
.icon-file-text:before{content:"\f15c"}
.icon-sort-by-alphabet:before{content:"\f15d"}
.icon-sort-by-alphabet-alt:before{content:"\f15e"}
.icon-sort-by-attributes:before{content:"\f160"}
.icon-sort-by-attributes-alt:before{content:"\f161"}
.icon-sort-by-order:before{content:"\f162"}
.icon-sort-by-order-alt:before{content:"\f163"}
.icon-thumbs-up:before{content:"\f164"}
.icon-thumbs-down:before{content:"\f165"}
.icon-youtube-sign:before{content:"\f166"}
.icon-youtube:before{content:"\f167"}
.icon-xing:before{content:"\f168"}
.icon-xing-sign:before{content:"\f169"}
.icon-youtube-play:before{content:"\f16a"}
.icon-dropbox:before{content:"\f16b"}
.icon-stackexchange:before{content:"\f16c"}
.icon-instagram:before{content:"\f16d"}
.icon-flickr:before{content:"\f16e"}
.icon-adn:before{content:"\f170"}
.icon-bitbucket:before{content:"\f171"}
.icon-bitbucket-sign:before{content:"\f172"}
.icon-tumblr:before{content:"\f173"}
.icon-tumblr-sign:before{content:"\f174"}
.icon-long-arrow-down:before{content:"\f175"}
.icon-long-arrow-up:before{content:"\f176"}
.icon-long-arrow-left:before{content:"\f177"}
.icon-long-arrow-right:before{content:"\f178"}
.icon-apple:before{content:"\f179"}
.icon-windows:before{content:"\f17a"}
.icon-android:before{content:"\f17b"}
.icon-linux:before{content:"\f17c"}
.icon-dribbble:before{content:"\f17d"}
.icon-skype:before{content:"\f17e"}
.icon-foursquare:before{content:"\f180"}
.icon-trello:before{content:"\f181"}
.icon-female:before{content:"\f182"}
.icon-male:before{content:"\f183"}
.icon-gittip:before{content:"\f184"}
.icon-sun:before{content:"\f185"}
.icon-moon:before{content:"\f186"}
.icon-archive:before{content:"\f187"}
.icon-bug:before{content:"\f188"}
.icon-vk:before{content:"\f189"}
.icon-weibo:before{content:"\f18a"}
.icon-renren:before{content:"\f18b"}
code{color:#000}
pre{font-size:inherit;line-height:inherit}
.border-box-sizing{box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box}
.corner-all{border-radius:4px}
.hbox{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;display:flex;flex-direction:row;align-items:stretch}
.hbox>*{-webkit-box-flex:0;-moz-box-flex:0;box-flex:0;flex:none}
.vbox{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;display:flex;flex-direction:column;align-items:stretch}
.vbox>*{-webkit-box-flex:0;-moz-box-flex:0;box-flex:0;flex:none}
.hbox.reverse,.vbox.reverse,.reverse{-webkit-box-direction:reverse;-moz-box-direction:reverse;box-direction:reverse;flex-direction:row-reverse}
.hbox.box-flex0,.vbox.box-flex0,.box-flex0{-webkit-box-flex:0;-moz-box-flex:0;box-flex:0;flex:none;width:auto}
.hbox.box-flex1,.vbox.box-flex1,.box-flex1{-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}
.hbox.box-flex,.vbox.box-flex,.box-flex{-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}
.hbox.box-flex2,.vbox.box-flex2,.box-flex2{-webkit-box-flex:2;-moz-box-flex:2;box-flex:2;flex:2}
.box-group1{-webkit-box-flex-group:1;-moz-box-flex-group:1;box-flex-group:1}
.box-group2{-webkit-box-flex-group:2;-moz-box-flex-group:2;box-flex-group:2}
.hbox.start,.vbox.start,.start{-webkit-box-pack:start;-moz-box-pack:start;box-pack:start;justify-content:flex-start}
.hbox.end,.vbox.end,.end{-webkit-box-pack:end;-moz-box-pack:end;box-pack:end;justify-content:flex-end}
.hbox.center,.vbox.center,.center{-webkit-box-pack:center;-moz-box-pack:center;box-pack:center;justify-content:center}
.hbox.align-start,.vbox.align-start,.align-start{-webkit-box-align:start;-moz-box-align:start;box-align:start;align-items:flex-start}
.hbox.align-end,.vbox.align-end,.align-end{-webkit-box-align:end;-moz-box-align:end;box-align:end;align-items:flex-end}
.hbox.align-center,.vbox.align-center,.align-center{-webkit-box-align:center;-moz-box-align:center;box-align:center;align-items:center}
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}
body{background-color:#fff;position:absolute;left:0;right:0;top:0;bottom:0;overflow:visible}
div#header{display:none}
#ipython_notebook{padding-left:16px}
#noscript{width:auto;padding-top:16px;padding-bottom:16px;text-align:center;font-size:22px;color:#f00;font-weight:bold}
#ipython_notebook img{font-family:Verdana,"Helvetica Neue",Arial,Helvetica,Geneva,sans-serif;height:24px;text-decoration:none;color:#000}
#site{width:100%;display:none}
.ui-button .ui-button-text{padding:.2em .8em;font-size:77%}
input.ui-button{padding:.3em .9em}
.navbar span{margin-top:3px}
span#login_widget{float:right}
.nav-header{text-transform:none}
.navbar-nobg{background-color:transparent;background-image:none}
#header>span{margin-top:10px}
.modal_stretch{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;display:flex;flex-direction:column;align-items:stretch;height:80%}.modal_stretch .modal-body{max-height:none;flex:1}
@media (min-width:768px){.modal{width:700px;margin-left:-350px}}.center-nav{display:inline-block;margin-bottom:-4px}
.alternate_upload{background-color:none;display:inline}
.alternate_upload.form{padding:0;margin:0}
.alternate_upload input.fileinput{background-color:#f00;position:relative;opacity:0;z-index:2;width:295px;margin-left:163px;cursor:pointer;height:26px}
ul#tabs{margin-bottom:4px}
ul#tabs a{padding-top:4px;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}
.list_toolbar [class*="span"]{min-height:26px}
.list_header{font-weight:bold}
.list_container{margin-top:4px;margin-bottom:20px;border:1px solid #ababab;border-radius:4px}
.list_container>div{border-bottom:1px solid #ababab}.list_container>div:hover .list-item{background-color:#f00}
.list_container>div:last-child{border:none}
.list_item:hover .list_item{background-color:#ddd}
.list_item a{text-decoration:none}
.list_header>div,.list_item>div{padding-top:4px;padding-bottom:4px;padding-left:7px;padding-right:7px;height:22px;line-height:22px}
.item_name{line-height:22px;height:26px}
.item_icon{font-size:14px;color:#5e5e5e;margin-right:7px}
.item_buttons{line-height:1em}
.toolbar_info{height:26px;line-height:26px}
input.nbname_input,input.engine_num_input{padding-top:3px;padding-bottom:3px;height:14px;line-height:14px;margin:0}
input.engine_num_input{width:60px}
.highlight_text{color:#00f}
#project_name>.breadcrumb{padding:0;margin-bottom:0;background-color:transparent;font-weight:bold}
.folder_icon:before{font-family:FontAwesome;font-weight:normal;font-style:normal;text-decoration:inherit;-webkit-font-smoothing:antialiased;*margin-right:.3em;content:"\f114"}
.notebook_icon:before{font-family:FontAwesome;font-weight:normal;font-style:normal;text-decoration:inherit;-webkit-font-smoothing:antialiased;*margin-right:.3em;content:"\f02d"}
.ansibold{font-weight:bold}
.ansiblack{color:#000}
.ansired{color:#8b0000}
.ansigreen{color:#006400}
.ansiyellow{color:#a52a2a}
.ansiblue{color:#00008b}
.ansipurple{color:#9400d3}
.ansicyan{color:#4682b4}
.ansigray{color:#808080}
.ansibgblack{background-color:#000}
.ansibgred{background-color:#f00}
.ansibggreen{background-color:#008000}
.ansibgyellow{background-color:#ff0}
.ansibgblue{background-color:#00f}
.ansibgpurple{background-color:#f0f}
.ansibgcyan{background-color:#0ff}
.ansibggray{background-color:#808080}
div.cell{border:1px solid transparent;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;display:flex;flex-direction:column;align-items:stretch}div.cell.selected{border-radius:4px;border:thin #ababab solid}
div.cell.edit_mode{border-radius:4px;border:thin #008000 solid}
div.cell{width:100%;padding:5px 5px 5px 0;margin:0;outline:none}
div.prompt{min-width:11ex;padding:.4em;margin:0;font-family:monospace;text-align:right;line-height:1.21429em}
@media (max-width:480px){div.prompt{text-align:left}}div.inner_cell{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;display:flex;flex-direction:column;align-items:stretch;-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}
div.input_area{border:1px solid #cfcfcf;border-radius:4px;background:#f7f7f7;line-height:1.21429em}
div.prompt:empty{padding-top:0;padding-bottom:0}
div.input{page-break-inside:avoid;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;display:flex;flex-direction:row;align-items:stretch}
@media (max-width:480px){div.input{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;display:flex;flex-direction:column;align-items:stretch}}div.input_prompt{color:#000080;border-top:1px solid transparent}
div.input_area>div.highlight{margin:.4em;border:none;padding:0;background-color:transparent}
div.input_area>div.highlight>pre{margin:0;border:none;padding:0;background-color:transparent}
.CodeMirror{line-height:1.21429em;height:auto;background:none;}
.CodeMirror-scroll{overflow-y:hidden;overflow-x:auto}
.CodeMirror-lines{padding:.4em}
.CodeMirror-linenumber{padding:0 8px 0 4px}
.CodeMirror-gutters{border-bottom-left-radius:4px;border-top-left-radius:4px}
.CodeMirror pre{padding:0;border:0;border-radius:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0}
pre code{display:block;padding:.5em}
.highlight-base,pre code,pre .subst,pre .tag .title,pre .lisp .title,pre .clojure .built_in,pre .nginx .title{color:#000}
.highlight-string,pre .string,pre .constant,pre .parent,pre .tag .value,pre .rules .value,pre .rules .value .number,pre .preprocessor,pre .ruby .symbol,pre .ruby .symbol .string,pre .aggregate,pre .template_tag,pre .django .variable,pre .smalltalk .class,pre .addition,pre .flow,pre .stream,pre .bash .variable,pre .apache .tag,pre .apache .cbracket,pre .tex .command,pre .tex .special,pre .erlang_repl .function_or_atom,pre .markdown .header{color:#ba2121}
.highlight-comment,pre .comment,pre .annotation,pre .template_comment,pre .diff .header,pre .chunk,pre .markdown .blockquote{color:#408080;font-style:italic}
.highlight-number,pre .number,pre .date,pre .regexp,pre .literal,pre .smalltalk .symbol,pre .smalltalk .char,pre .go .constant,pre .change,pre .markdown .bullet,pre .markdown .link_url{color:#080}
pre .label,pre .javadoc,pre .ruby .string,pre .decorator,pre .filter .argument,pre .localvars,pre .array,pre .attr_selector,pre .important,pre .pseudo,pre .pi,pre .doctype,pre .deletion,pre .envvar,pre .shebang,pre .apache .sqbracket,pre .nginx .built_in,pre .tex .formula,pre .erlang_repl .reserved,pre .prompt,pre .markdown .link_label,pre .vhdl .attribute,pre .clojure .attribute,pre .coffeescript .property{color:#88f}
.highlight-keyword,pre .keyword,pre .id,pre .phpdoc,pre .aggregate,pre .css .tag,pre .javadoctag,pre .phpdoc,pre .yardoctag,pre .smalltalk .class,pre .winutils,pre .bash .variable,pre .apache .tag,pre .go .typename,pre .tex .command,pre .markdown .strong,pre .request,pre .status{color:#008000;font-weight:bold}
.highlight-builtin,pre .built_in{color:#008000}
pre .markdown .emphasis{font-style:italic}
pre .nginx .built_in{font-weight:normal}
pre .coffeescript .javascript,pre .javascript .xml,pre .tex .formula,pre .xml .javascript,pre .xml .vbscript,pre .xml .css,pre .xml .cdata{opacity:.5}
.cm-s-ipython span.cm-variable{color:#000}
.cm-s-ipython span.cm-keyword{color:#008000;font-weight:bold}
.cm-s-ipython span.cm-number{color:#080}
.cm-s-ipython span.cm-comment{color:#408080;font-style:italic}
.cm-s-ipython span.cm-string{color:#ba2121}
.cm-s-ipython span.cm-builtin{color:#008000}
.cm-s-ipython span.cm-error{color:#f00}
.cm-s-ipython span.cm-operator{color:#a2f;font-weight:bold}
.cm-s-ipython span.cm-meta{color:#a2f}
.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{position:relative;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;display:flex;flex-direction:column;align-items:stretch}
div.output_scroll{height:24em;width:100%;overflow:auto;border-radius:4px;-webkit-box-shadow:inset 0 2px 8px rgba(0,0,0,0.8);-moz-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}
div.output_collapsed{margin:0;padding:0;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;display:flex;flex-direction:column;align-items:stretch}
div.out_prompt_overlay{height:100%;padding:0 .4em;position:absolute;border-radius:4px}
div.out_prompt_overlay:hover{-webkit-box-shadow:inset 0 0 1px #000;-moz-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:#8b0000}
div.output_area{padding:0;page-break-inside:avoid;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;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}
.output{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;display:flex;flex-direction:column;align-items:stretch}
@media (max-width:480px){div.output_area{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;display:flex;flex-direction:column;align-items:stretch}}div.output_area pre{margin:0;padding:0;border:0;vertical-align:baseline;color:#000;background-color:transparent;border-radius:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0}
div.output_subarea{padding:.4em .4em 0 .4em;-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}
div.output_text{text-align:left;color:#000;line-height:1.21429em}
div.output_stderr{background:#fdd;}
div.output_latex{text-align:left}
div.output_javascript:empty{padding:0}
.js-error{color:#8b0000}
div.raw_input_container{font-family:monospace;padding-top:5px}
span.raw_input_prompt{}
input.raw_input{font-family:inherit;font-size:inherit;color:inherit;width:auto;vertical-align:baseline;padding:0 .25em;margin:0 .25em}
input.raw_input:focus{box-shadow:none}
p.p-space{margin-bottom:10px}
.rendered_html{color:#000;}.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}
.rendered_html h2{font-size:157.1%;margin:1.27em 0 0 0;font-weight:bold;line-height:1}
.rendered_html h3{font-size:128.6%;margin:1.55em 0 0 0;font-weight:bold;line-height:1}
.rendered_html h4{font-size:100%;margin:2em 0 0 0;font-weight:bold;line-height:1}
.rendered_html h5{font-size:100%;margin:2em 0 0 0;font-weight:bold;line-height:1;font-style:italic}
.rendered_html h6{font-size:100%;margin:2em 0 0 0;font-weight:bold;line-height:1;font-style:italic}
.rendered_html h1:first-child{margin-top:.538em}
.rendered_html h2:first-child{margin-top:.636em}
.rendered_html h3:first-child{margin-top:.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:0 2em}
.rendered_html ul ul{list-style:square;margin:0 2em}
.rendered_html ul ul ul{list-style:circle;margin:0 2em}
.rendered_html ol{list-style:decimal;margin:0 2em}
.rendered_html ol ol{list-style:upper-alpha;margin:0 2em}
.rendered_html ol ol ol{list-style:lower-alpha;margin:0 2em}
.rendered_html ol ol ol ol{list-style:lower-roman;margin:0 2em}
.rendered_html ol ol ol ol ol{list-style:decimal;margin:0 2em}
.rendered_html *+ul{margin-top:1em}
.rendered_html *+ol{margin-top:1em}
.rendered_html hr{color:#000;background-color:#000}
.rendered_html pre{margin:1em 2em}
.rendered_html pre,.rendered_html code{border:0;background-color:#fff;color:#000;font-size:100%;padding:0}
.rendered_html blockquote{margin:1em 2em}
.rendered_html table{margin-left:auto;margin-right:auto;border:1px solid #000;border-collapse:collapse}
.rendered_html tr,.rendered_html th,.rendered_html td{border:1px solid #000;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:justify}
.rendered_html *+p{margin-top:1em}
.rendered_html img{display:block;margin-left:auto;margin-right:auto}
.rendered_html *+img{margin-top:1em}
div.text_cell{padding:5px 5px 5px 0;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;display:flex;flex-direction:row;align-items:stretch}
@media (max-width:480px){div.text_cell>div.prompt{display:none}}div.text_cell_render{outline:none;resize:none;width:inherit;border-style:none;padding:.5em .5em .5em .4em;color:#000}
a.anchor-link:link{text-decoration:none;padding:0 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}
div.cell.text_cell.rendered{padding:0}
.widget-area{page-break-inside:avoid;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;display:flex;flex-direction:row;align-items:stretch}.widget-area .widget-subarea{padding:.44em .4em .4em 1px;margin-left:6px;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;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;display:flex;flex-direction:column;align-items:stretch;-webkit-box-flex:2;-moz-box-flex:2;box-flex:2;flex:2;-webkit-box-align:start;-moz-box-align:start;box-align:start;align-items:flex-start}
.widget-hlabel{min-width:10ex;padding-right:8px;padding-top:3px;text-align:right;vertical-align:text-top}
.widget-vlabel{padding-bottom:5px;text-align:center;vertical-align:text-bottom}
.widget-hreadout{padding-left:8px;padding-top:3px;text-align:left;vertical-align:text-top}
.widget-vreadout{padding-top:5px;text-align:center;vertical-align:text-top}
.slide-track{border:1px solid #ccc;background:#fff;border-radius:4px;}
.widget-hslider{padding-left:8px;padding-right:5px;overflow:visible;width:348px;height:5px;max-height:5px;margin-top:11px;margin-bottom:10px;border:1px solid #ccc;background:#fff;border-radius:4px;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;display:flex;flex-direction:row;align-items:stretch}.widget-hslider .ui-slider{border:0 !important;background:none !important;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;display:flex;flex-direction:row;align-items:stretch;-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}.widget-hslider .ui-slider .ui-slider-handle{width:14px !important;height:28px !important;margin-top:-8px !important}
.widget-vslider{padding-bottom:8px;overflow:visible;width:5px;max-width:5px;height:250px;margin-left:12px;border:1px solid #ccc;background:#fff;border-radius:4px;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;display:flex;flex-direction:column;align-items:stretch}.widget-vslider .ui-slider{border:0 !important;background:none !important;margin-left:-4px;margin-top:5px;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;display:flex;flex-direction:column;align-items:stretch;-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}.widget-vslider .ui-slider .ui-slider-handle{width:28px !important;height:14px !important;margin-left:-9px}
.widget-text{width:350px;margin:0 !important}
.widget-listbox{width:364px;margin-bottom:0}
.widget-numeric-text{width:150px;margin:0 !important}
.widget-progress{width:363px}.widget-progress .bar{-webkit-transition:none;-moz-transition:none;-ms-transition:none;-o-transition:none;transition:none}
.widget-combo-btn{min-width:138px;}
.widget-box{margin:5px;-webkit-box-pack:start;-moz-box-pack:start;box-pack:start;justify-content:flex-start;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;-webkit-box-align:start;-moz-box-align:start;box-align:start;align-items:flex-start}
.widget-hbox{margin:5px;-webkit-box-pack:start;-moz-box-pack:start;box-pack:start;justify-content:flex-start;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;-webkit-box-align:start;-moz-box-align:start;box-align:start;align-items:flex-start;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;display:flex;flex-direction:row;align-items:stretch}
.widget-hbox-single{margin:5px;-webkit-box-pack:start;-moz-box-pack:start;box-pack:start;justify-content:flex-start;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;-webkit-box-align:start;-moz-box-align:start;box-align:start;align-items:flex-start;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;display:flex;flex-direction:row;align-items:stretch;height:30px}
.widget-vbox{margin:5px;-webkit-box-pack:start;-moz-box-pack:start;box-pack:start;justify-content:flex-start;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;-webkit-box-align:start;-moz-box-align:start;box-align:start;align-items:flex-start;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;display:flex;flex-direction:column;align-items:stretch}
.widget-vbox-single{margin:5px;-webkit-box-pack:start;-moz-box-pack:start;box-pack:start;justify-content:flex-start;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;-webkit-box-align:start;-moz-box-align:start;box-align:start;align-items:flex-start;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;display:flex;flex-direction:column;align-items:stretch;width:30px}
.widget-modal{overflow:hidden;position:absolute !important;top:0;left:0;margin-left:0 !important}
.widget-modal-body{max-height:none !important}
.widget-container{box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;-webkit-box-align:start;-moz-box-align:start;box-align:start;align-items:flex-start}
.widget-radio-box{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;display:flex;flex-direction:column;align-items:stretch;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;padding-top:4px}
.docked-widget-modal{overflow:hidden;position:relative !important;top:0 !important;left:0 !important;margin-left:0 !important}
body{background-color:#fff}
body.notebook_app{overflow:hidden}
@media (max-width:767px){body.notebook_app{padding-left:0;padding-right:0}}span#notebook_name{height:1em;line-height:1em;padding:3px;border:none;font-size:146.5%}
div#notebook_panel{margin:0 0 0 0;padding:0;-webkit-box-shadow:0 -1px 10px rgba(0,0,0,0.1);-moz-box-shadow:0 -1px 10px rgba(0,0,0,0.1);box-shadow:0 -1px 10px rgba(0,0,0,0.1)}
div#notebook{font-size:14px;line-height:20px;overflow-y:scroll;overflow-x:auto;width:100%;padding:1em 0 1em 0;margin:0;border-top:1px solid #ababab;outline:none;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box}
div.ui-widget-content{border:1px solid #ababab;outline:none}
pre.dialog{background-color:#f7f7f7;border:1px solid #ddd;border-radius:4px;padding:.4em;padding-left:2em}
p.dialog{padding:.2em}
pre,code,kbd,samp{white-space:pre-wrap}
#fonttest{font-family:monospace}
p{margin-bottom:0}
.end_space{height:200px}
.celltoolbar{border:thin solid #cfcfcf;border-bottom:none;background:#eee;border-radius:3px 3px 0 0;width:100%;-webkit-box-pack:end;height:22px;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;display:flex;flex-direction:row;align-items:stretch;-webkit-box-direction:reverse;-moz-box-direction:reverse;box-direction:reverse;flex-direction:row-reverse}
.ctb_hideshow{display:none;vertical-align:bottom;padding-right:2px}
.celltoolbar>div{padding-top:0}
.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{border-top-right-radius:0;border-top-left-radius:0}
.celltoolbar .button_container select{margin:10px;margin-top:1px;margin-bottom:0;padding:0;font-size:87%;width:auto;display:inline-block;height:18px;line-height:18px;vertical-align:top}
.celltoolbar label{display:inline-block;height:15px;line-height:15px;vertical-align:top}
.celltoolbar label span{font-size:85%}
.celltoolbar input[type=checkbox]{margin:0;margin-left:4px;margin-right:4px}
.celltoolbar .ui-button{border:none;vertical-align:top;height:20px;min-width:30px}
.completions{position:absolute;z-index:10;overflow:hidden;border:1px solid #ababab;border-radius:4px;-webkit-box-shadow:0 6px 10px -1px #adadad;-moz-box-shadow:0 6px 10px -1px #adadad;box-shadow:0 6px 10px -1px #adadad}
.completions select{background:#fff;outline:none;border:none;padding:0;margin:0;overflow:auto;font-family:monospace;font-size:110%;color:#000;width:auto}
.completions select option.context{color:#0064cd}
#menubar .navbar-inner{min-height:28px;border-top:1px;border-radius:0 0 4px 4px}
#menubar .navbar{margin-bottom:8px}
.nav-wrapper{border-bottom:1px solid #d4d4d4}
#menubar li.dropdown{line-height:12px}
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}
#notification_area{z-index:10}
.indicator_area{color:#777;padding:4px 3px;margin:0;width:11px;z-index:10;text-align:center}
#kernel_indicator{margin-right:-16px}
.edit_mode_icon:before{font-family:FontAwesome;font-weight:normal;font-style:normal;text-decoration:inherit;-webkit-font-smoothing:antialiased;*margin-right:.3em;content:"\f040"}
.command_mode_icon:before{font-family:FontAwesome;font-weight:normal;font-style:normal;text-decoration:inherit;-webkit-font-smoothing:antialiased;*margin-right:.3em;content:' '}
.kernel_idle_icon:before{font-family:FontAwesome;font-weight:normal;font-style:normal;text-decoration:inherit;-webkit-font-smoothing:antialiased;*margin-right:.3em;content:"\f10c"}
.kernel_busy_icon:before{font-family:FontAwesome;font-weight:normal;font-style:normal;text-decoration:inherit;-webkit-font-smoothing:antialiased;*margin-right:.3em;content:"\f111"}
.notification_widget{color:#777;padding:1px 12px;margin:2px 4px;z-index:10;border:1px solid #ccc;border-radius:4px;background:rgba(240,240,240,0.5)}.notification_widget.span{padding-right:2px}
div#pager_splitter{height:8px}
#pager-container{position:relative;padding:15px 0}
div#pager{font-size:14px;line-height:20px;overflow:auto;display:none}div#pager pre{line-height:1.21429em;color:#000;background-color:#f7f7f7;padding:.4em}
.quickhelp{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;display:flex;flex-direction:row;align-items:stretch}
.shortcut_key{display:inline-block;width:20ex;text-align:right;font-family:monospace}
.shortcut_descr{display:inline-block;-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}
span#save_widget{padding:0 5px;margin-top:12px}
span#checkpoint_status,span#autosave_status{font-size:small}
@media (max-width:767px){span#save_widget{font-size:small} span#checkpoint_status,span#autosave_status{font-size:x-small}}@media (max-width:767px){span#checkpoint_status,span#autosave_status{display:none}}@media (min-width:768px) and (max-width:979px){span#checkpoint_status{display:none} span#autosave_status{font-size:x-small}}.toolbar{padding:0 10px;margin-top:-5px}.toolbar select,.toolbar label{width:auto;height:26px;vertical-align:middle;margin-right:2px;margin-bottom:0;display:inline;font-size:92%;margin-left:.3em;margin-right:.3em;padding:0;padding-top:3px}
.toolbar .btn{padding:2px 8px}
.toolbar .btn-group{margin-top:0}
.toolbar-inner{border:none !important;-webkit-box-shadow:none !important;-moz-box-shadow:none !important;box-shadow:none !important}
#maintoolbar{margin-bottom:0}
@-moz-keyframes fadeOut{from{opacity:1} to{opacity:0}}@-webkit-keyframes fadeOut{from{opacity:1} to{opacity:0}}@-moz-keyframes fadeIn{from{opacity:0} to{opacity:1}}@-webkit-keyframes fadeIn{from{opacity:0} to{opacity:1}}.bigtooltip{overflow:auto;height:200px;-webkit-transition-property:height;-webkit-transition-duration:500ms;-moz-transition-property:height;-moz-transition-duration:500ms;transition-property:height;transition-duration:500ms}
.smalltooltip{-webkit-transition-property:height;-webkit-transition-duration:500ms;-moz-transition-property:height;-moz-transition-duration:500ms;transition-property:height;transition-duration:500ms;text-overflow:ellipsis;overflow:hidden;height:80px}
.tooltipbuttons{position:absolute;padding-right:15px;top:0;right:0}
.tooltiptext{padding-right:30px}
.ipython_tooltip{max-width:700px;-webkit-animation:fadeOut 400ms;-moz-animation:fadeOut 400ms;animation:fadeOut 400ms;-webkit-animation:fadeIn 400ms;-moz-animation:fadeIn 400ms;animation:fadeIn 400ms;vertical-align:middle;background-color:#f7f7f7;overflow:visible;border:#ababab 1px solid;outline:none;padding:3px;margin:0;padding-left:7px;font-family:monospace;min-height:50px;-moz-box-shadow:0 6px 10px -1px #adadad;-webkit-box-shadow:0 6px 10px -1px #adadad;box-shadow:0 6px 10px -1px #adadad;border-radius:4px;position:absolute;z-index:2}.ipython_tooltip a{float:right}
.ipython_tooltip .tooltiptext pre{border:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0;font-size:100%;background-color:#f7f7f7}
.pretooltiparrow{left:0;margin:0;top:-16px;width:40px;height:16px;overflow:hidden;position:absolute}
.pretooltiparrow:before{background-color:#f7f7f7;border:1px #ababab solid;z-index:11;content:"";position:absolute;left:15px;top:10px;width:25px;height:25px;-webkit-transform:rotate(45deg);-moz-transform:rotate(45deg);-ms-transform:rotate(45deg);-o-transform:rotate(45deg)}
</style>
<style type="text/css">
.highlight .hll { background-color: #ffffcc }
.highlight { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
</style>
<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
overflow: visible;
padding: 8px;
}
div#notebook {
overflow: visible;
border-top: none;
}
@media print {
div.cell {
display: block;
page-break-inside: avoid;
}
div.output_wrapper {
display: block;
page-break-inside: avoid;
}
div.output {
display: block;
page-break-inside: avoid;
}
}
</style>
<!-- Custom stylesheet, it must be in the same directory as the html file -->
<link rel="stylesheet" href="custom.css">
<!-- Loading mathjax macro -->
<!-- Load mathjax -->
<script src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS_HTML"></script>
<!-- MathJax configuration -->
<script type="text/x-mathjax-config">
MathJax.Hub.Config({
tex2jax: {
inlineMath: [ ['$','$'], ["\\(","\\)"] ],
displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
processEscapes: true,
processEnvironments: true
},
// Center justify equations in code and markdown cells. Elsewhere
// we use CSS to left justify single line equations in code cells.
displayAlign: 'center',
"HTML-CSS": {
styles: {'.MathJax_Display': {"margin": 0}},
linebreaks: { automatic: true }
}
});
</script>
<!-- End of mathjax configuration -->
</head>
<body>
<div tabindex="-1" id="notebook" class="border-box-sizing">
<div class="container" id="notebook-container">
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">
In&nbsp;[1]:
</div>
<div class="inner_cell">
<div class="input_area">
<div class="highlight"><pre><span class="o">%</span><span class="k">matplotlib</span> <span class="n">inline</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">sklearn.datasets</span> <span class="kn">as</span> <span class="nn">datasets</span>
</pre></div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">
In&nbsp;[2]:
</div>
<div class="inner_cell">
<div class="input_area">
<div class="highlight"><pre><span class="n">digits</span> <span class="o">=</span> <span class="n">datasets</span><span class="o">.</span><span class="n">load_digits</span><span class="p">()</span>
<span class="kn">import</span> <span class="nn">sklearn.svm</span> <span class="kn">as</span> <span class="nn">svm</span>
<span class="n">svc</span> <span class="o">=</span> <span class="n">svm</span><span class="o">.</span><span class="n">LinearSVC</span><span class="p">(</span><span class="n">C</span><span class="o">=</span><span class="mf">1.0</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">RandomState</span><span class="p">(</span><span class="mi">1</span><span class="p">))</span>
<span class="kn">import</span> <span class="nn">sklearn.cross_validation</span> <span class="kn">as</span> <span class="nn">crv</span>
<span class="n">train_data</span><span class="p">,</span> <span class="n">test_data</span><span class="p">,</span> <span class="n">train_target</span><span class="p">,</span> <span class="n">test_target</span> <span class="o">=</span> <span class="n">crv</span><span class="o">.</span><span class="n">train_test_split</span><span class="p">(</span><span class="n">digits</span><span class="o">.</span><span class="n">data</span><span class="p">,</span> <span class="n">digits</span><span class="o">.</span><span class="n">target</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">RandomState</span><span class="p">(</span><span class="mi">1</span><span class="p">))</span>
<span class="n">svc</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">train_data</span><span class="p">,</span> <span class="n">train_target</span><span class="p">)</span>
<span class="n">predicted</span> <span class="o">=</span> <span class="n">svc</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">test_data</span><span class="p">)</span>
<span class="n">predicted</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area"><div class="prompt output_prompt">
Out[2]:</div>
<div class="output_text output_subarea output_pyout">
<pre>
array([1, 5, 0, 7, 1, 0, 6, 1, 5, 4, 9, 2, 7, 8, 4, 6, 9, 3, 7, 4, 7, 4, 8,
6, 0, 9, 6, 1, 3, 7, 5, 9, 8, 3, 2, 8, 8, 1, 1, 0, 7, 9, 0, 0, 8, 7,
2, 7, 4, 3, 4, 3, 4, 0, 4, 7, 0, 5, 9, 5, 2, 1, 7, 0, 5, 1, 8, 3, 3,
4, 0, 3, 7, 4, 3, 4, 2, 9, 7, 3, 2, 5, 3, 4, 1, 5, 5, 2, 1, 2, 2, 2,
2, 7, 0, 8, 1, 7, 4, 2, 3, 8, 2, 3, 9, 0, 2, 9, 5, 2, 3, 2, 8, 1, 1,
9, 1, 2, 0, 1, 8, 5, 4, 4, 7, 6, 7, 6, 6, 1, 7, 5, 6, 3, 8, 3, 7, 1,
8, 5, 3, 4, 7, 8, 5, 0, 6, 0, 6, 3, 7, 6, 5, 6, 2, 1, 2, 3, 0, 7, 6,
5, 6, 4, 1, 0, 6, 0, 6, 4, 0, 9, 3, 5, 1, 2, 3, 1, 9, 0, 7, 6, 2, 9,
3, 5, 3, 4, 6, 3, 3, 7, 4, 9, 2, 7, 6, 1, 6, 8, 4, 0, 3, 1, 0, 9, 9,
9, 4, 1, 8, 6, 8, 0, 9, 5, 9, 8, 2, 3, 5, 3, 0, 8, 7, 4, 0, 3, 3, 3,
6, 3, 3, 2, 9, 1, 6, 9, 0, 4, 2, 2, 7, 9, 1, 6, 7, 6, 5, 9, 1, 9, 3,
4, 0, 6, 4, 8, 1, 3, 6, 3, 1, 4, 0, 4, 4, 8, 7, 9, 1, 5, 2, 7, 0, 9,
0, 4, 4, 0, 1, 4, 6, 4, 2, 9, 5, 0, 3, 6, 0, 1, 8, 2, 0, 9, 5, 6, 7,
0, 5, 0, 9, 1, 4, 7, 1, 7, 0, 6, 6, 8, 0, 2, 2, 6, 9, 9, 7, 5, 1, 4,
6, 4, 6, 1, 9, 4, 7, 1, 3, 7, 8, 1, 6, 9, 8, 9, 2, 4, 8, 7, 5, 5, 6,
9, 9, 9, 5, 0, 0, 4, 9, 9, 0, 4, 9, 4, 2, 5, 4, 9, 6, 4, 2, 6, 0, 0,
5, 6, 7, 1, 9, 2, 5, 1, 5, 9, 8, 7, 7, 0, 6, 9, 3, 1, 9, 9, 9, 8, 7,
0, 2, 3, 9, 9, 2, 8, 1, 9, 2, 3, 0, 0, 7, 3, 8, 7, 9, 9, 7, 1, 0, 4,
5, 4, 1, 7, 3, 6, 5, 4, 9, 0, 5, 9, 5, 4, 5, 0, 4, 3, 4, 2, 3, 9, 0,
8, 7, 8, 6, 9, 4, 5, 7, 8, 3, 7, 8, 3])
</pre>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">
In&nbsp;[3]:
</div>
<div class="inner_cell">
<div class="input_area">
<div class="highlight"><pre><span class="kn">import</span> <span class="nn">sklearn.metrics</span> <span class="kn">as</span> <span class="nn">metrics</span>
<span class="n">metrics</span><span class="o">.</span><span class="n">confusion_matrix</span><span class="p">(</span><span class="n">test_target</span><span class="p">,</span> <span class="n">predicted</span><span class="p">)</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area"><div class="prompt output_prompt">
Out[3]:</div>
<div class="output_text output_subarea output_pyout">
<pre>
array([[51, 0, 0, 0, 2, 0, 0, 0, 0, 0],
[ 0, 40, 0, 0, 1, 1, 0, 0, 0, 0],
[ 0, 1, 38, 1, 0, 0, 0, 1, 0, 0],
[ 0, 0, 1, 46, 0, 1, 0, 0, 0, 4],
[ 0, 1, 0, 0, 46, 0, 0, 0, 0, 0],
[ 0, 2, 0, 0, 0, 35, 0, 0, 0, 2],
[ 0, 0, 0, 0, 0, 0, 43, 0, 0, 0],
[ 0, 0, 0, 0, 1, 0, 0, 46, 0, 1],
[ 0, 0, 0, 0, 0, 1, 0, 0, 34, 2],
[ 0, 0, 0, 0, 0, 1, 0, 0, 0, 47]])
</pre>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">
In&nbsp;[4]:
</div>
<div class="inner_cell">
<div class="input_area">
<div class="highlight"><pre><span class="n">metrics</span><span class="o">.</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">test_target</span><span class="p">,</span> <span class="n">predicted</span><span class="p">)</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area"><div class="prompt output_prompt">
Out[4]:</div>
<div class="output_text output_subarea output_pyout">
<pre>
0.94666666666666666
</pre>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">
In&nbsp;[5]:
</div>
<div class="inner_cell">
<div class="input_area">
<div class="highlight"><pre><span class="kn">import</span> <span class="nn">expandas</span> <span class="kn">as</span> <span class="nn">expd</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">expd</span><span class="o">.</span><span class="n">ModelFrame</span><span class="p">(</span><span class="n">digits</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">data</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area"><div class="prompt output_prompt">
Out[5]:</div>
<div class="output_html rendered_html output_subarea output_pyout">
<div style="max-height:1000px;max-width:1500px;overflow:auto;">
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>0</th>
<th>1</th>
<th>2</th>
<th>3</th>
<th>4</th>
<th>5</th>
<th>6</th>
<th>7</th>
<th>8</th>
<th>9</th>
<th>...</th>
<th>54</th>
<th>55</th>
<th>56</th>
<th>57</th>
<th>58</th>
<th>59</th>
<th>60</th>
<th>61</th>
<th>62</th>
<th>63</th>
</tr>
</thead>
<tbody>
<tr>
<th>0</th>
<td>0</td>
<td>0</td>
<td>5</td>
<td>13</td>
<td>9</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>6</td>
<td>13</td>
<td>10</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>12</td>
<td>13</td>
<td>5</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>11</td>
<td>16</td>
<td>10</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>2</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>4</td>
<td>15</td>
<td>12</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>5</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>3</td>
<td>11</td>
<td>16</td>
<td>9</td>
<td>0</td>
</tr>
<tr>
<th>3</th>
<td>0</td>
<td>0</td>
<td>7</td>
<td>15</td>
<td>13</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>8</td>
<td>...</td>
<td>9</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>7</td>
<td>13</td>
<td>13</td>
<td>9</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>4</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>11</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>2</td>
<td>16</td>
<td>4</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>5</th>
<td>0</td>
<td>0</td>
<td>12</td>
<td>10</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>4</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>9</td>
<td>16</td>
<td>16</td>
<td>10</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>6</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>12</td>
<td>13</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>8</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>9</td>
<td>15</td>
<td>11</td>
<td>3</td>
<td>0</td>
</tr>
<tr>
<th>7</th>
<td>0</td>
<td>0</td>
<td>7</td>
<td>8</td>
<td>13</td>
<td>16</td>
<td>15</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>13</td>
<td>5</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>8</th>
<td>0</td>
<td>0</td>
<td>9</td>
<td>14</td>
<td>8</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>8</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>11</td>
<td>16</td>
<td>15</td>
<td>11</td>
<td>1</td>
<td>0</td>
</tr>
<tr>
<th>9</th>
<td>0</td>
<td>0</td>
<td>11</td>
<td>12</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>2</td>
<td>...</td>
<td>4</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>9</td>
<td>12</td>
<td>13</td>
<td>3</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>10</th>
<td>0</td>
<td>0</td>
<td>1</td>
<td>9</td>
<td>15</td>
<td>11</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>10</td>
<td>13</td>
<td>3</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>11</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>14</td>
<td>13</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>13</td>
<td>16</td>
<td>1</td>
<td>0</td>
</tr>
<tr>
<th>12</th>
<td>0</td>
<td>0</td>
<td>5</td>
<td>12</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>8</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>3</td>
<td>11</td>
<td>8</td>
<td>13</td>
<td>12</td>
<td>4</td>
</tr>
<tr>
<th>13</th>
<td>0</td>
<td>2</td>
<td>9</td>
<td>15</td>
<td>14</td>
<td>9</td>
<td>3</td>
<td>0</td>
<td>0</td>
<td>4</td>
<td>...</td>
<td>6</td>
<td>0</td>
<td>0</td>
<td>2</td>
<td>12</td>
<td>12</td>
<td>13</td>
<td>11</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>14</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>8</td>
<td>15</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>10</td>
<td>15</td>
<td>4</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>15</th>
<td>0</td>
<td>5</td>
<td>12</td>
<td>13</td>
<td>16</td>
<td>16</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>11</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>4</td>
<td>15</td>
<td>16</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>16</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>8</td>
<td>15</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>16</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>7</td>
<td>15</td>
<td>16</td>
<td>11</td>
<td>0</td>
</tr>
<tr>
<th>17</th>
<td>0</td>
<td>0</td>
<td>1</td>
<td>8</td>
<td>15</td>
<td>10</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>3</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>11</td>
<td>9</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>18</th>
<td>0</td>
<td>0</td>
<td>10</td>
<td>7</td>
<td>13</td>
<td>9</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>11</td>
<td>14</td>
<td>5</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>19</th>
<td>0</td>
<td>0</td>
<td>6</td>
<td>14</td>
<td>4</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>16</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>7</td>
<td>16</td>
<td>16</td>
<td>13</td>
<td>11</td>
<td>1</td>
</tr>
<tr>
<th>20</th>
<td>0</td>
<td>0</td>
<td>3</td>
<td>13</td>
<td>11</td>
<td>7</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>2</td>
<td>12</td>
<td>13</td>
<td>4</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>21</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>2</td>
<td>16</td>
<td>16</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>2</td>
<td>12</td>
<td>15</td>
<td>4</td>
<td>0</td>
</tr>
<tr>
<th>22</th>
<td>0</td>
<td>0</td>
<td>8</td>
<td>16</td>
<td>5</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>...</td>
<td>3</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>7</td>
<td>12</td>
<td>12</td>
<td>12</td>
<td>13</td>
<td>1</td>
</tr>
<tr>
<th>23</th>
<td>0</td>
<td>1</td>
<td>8</td>
<td>12</td>
<td>15</td>
<td>14</td>
<td>4</td>
<td>0</td>
<td>0</td>
<td>3</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>14</td>
<td>15</td>
<td>11</td>
<td>2</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>24</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>12</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>12</td>
<td>8</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>25</th>
<td>0</td>
<td>0</td>
<td>12</td>
<td>8</td>
<td>8</td>
<td>7</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>3</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>11</td>
<td>14</td>
<td>9</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>26</th>
<td>0</td>
<td>0</td>
<td>1</td>
<td>13</td>
<td>14</td>
<td>3</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>12</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>3</td>
<td>12</td>
<td>15</td>
<td>14</td>
<td>7</td>
<td>0</td>
</tr>
<tr>
<th>27</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>8</td>
<td>14</td>
<td>14</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>12</td>
<td>13</td>
<td>1</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>28</th>
<td>0</td>
<td>0</td>
<td>10</td>
<td>11</td>
<td>4</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>8</td>
<td>14</td>
<td>7</td>
<td>1</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>29</th>
<td>0</td>
<td>0</td>
<td>9</td>
<td>13</td>
<td>7</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>16</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>7</td>
<td>12</td>
<td>12</td>
<td>12</td>
<td>11</td>
<td>0</td>
</tr>
<tr>
<th>...</th>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
</tr>
<tr>
<th>1767</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>2</td>
<td>16</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>3</td>
<td>16</td>
<td>7</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1768</th>
<td>0</td>
<td>0</td>
<td>5</td>
<td>16</td>
<td>10</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>5</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>4</td>
<td>15</td>
<td>16</td>
<td>8</td>
<td>1</td>
<td>0</td>
</tr>
<tr>
<th>1769</th>
<td>0</td>
<td>0</td>
<td>9</td>
<td>12</td>
<td>14</td>
<td>6</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>12</td>
<td>14</td>
<td>9</td>
<td>2</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1770</th>
<td>0</td>
<td>2</td>
<td>10</td>
<td>12</td>
<td>16</td>
<td>8</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>4</td>
<td>...</td>
<td>5</td>
<td>0</td>
<td>0</td>
<td>2</td>
<td>14</td>
<td>16</td>
<td>12</td>
<td>9</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1771</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>6</td>
<td>12</td>
<td>6</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>12</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>6</td>
<td>11</td>
<td>12</td>
<td>5</td>
<td>0</td>
</tr>
<tr>
<th>1772</th>
<td>0</td>
<td>0</td>
<td>5</td>
<td>14</td>
<td>11</td>
<td>8</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>4</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>7</td>
<td>15</td>
<td>12</td>
<td>5</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1773</th>
<td>0</td>
<td>0</td>
<td>2</td>
<td>13</td>
<td>10</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>12</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>12</td>
<td>16</td>
<td>14</td>
<td>4</td>
<td>0</td>
</tr>
<tr>
<th>1774</th>
<td>0</td>
<td>0</td>
<td>6</td>
<td>12</td>
<td>12</td>
<td>6</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>2</td>
<td>11</td>
<td>10</td>
<td>4</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1775</th>
<td>0</td>
<td>0</td>
<td>6</td>
<td>16</td>
<td>16</td>
<td>3</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>11</td>
<td>11</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1776</th>
<td>0</td>
<td>0</td>
<td>12</td>
<td>16</td>
<td>16</td>
<td>7</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>3</td>
<td>...</td>
<td>7</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>10</td>
<td>12</td>
<td>12</td>
<td>4</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1777</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>2</td>
<td>14</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>13</td>
<td>3</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1778</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>13</td>
<td>8</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>15</td>
<td>7</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1779</th>
<td>0</td>
<td>0</td>
<td>3</td>
<td>10</td>
<td>16</td>
<td>16</td>
<td>4</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>3</td>
<td>12</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1780</th>
<td>0</td>
<td>3</td>
<td>14</td>
<td>15</td>
<td>6</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>7</td>
<td>...</td>
<td>6</td>
<td>0</td>
<td>0</td>
<td>4</td>
<td>15</td>
<td>13</td>
<td>12</td>
<td>11</td>
<td>1</td>
<td>0</td>
</tr>
<tr>
<th>1781</th>
<td>0</td>
<td>0</td>
<td>10</td>
<td>16</td>
<td>14</td>
<td>5</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>2</td>
<td>...</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>11</td>
<td>16</td>
<td>15</td>
<td>6</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1782</th>
<td>0</td>
<td>1</td>
<td>10</td>
<td>13</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>10</td>
<td>...</td>
<td>13</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>9</td>
<td>13</td>
<td>11</td>
<td>10</td>
<td>9</td>
<td>0</td>
</tr>
<tr>
<th>1783</th>
<td>0</td>
<td>0</td>
<td>15</td>
<td>13</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>14</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>10</td>
<td>13</td>
<td>10</td>
<td>6</td>
<td>2</td>
<td>0</td>
</tr>
<tr>
<th>1784</th>
<td>0</td>
<td>0</td>
<td>1</td>
<td>10</td>
<td>14</td>
<td>13</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>12</td>
<td>14</td>
<td>4</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1785</th>
<td>0</td>
<td>1</td>
<td>10</td>
<td>16</td>
<td>15</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>10</td>
<td>15</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1786</th>
<td>0</td>
<td>0</td>
<td>4</td>
<td>14</td>
<td>15</td>
<td>6</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>5</td>
<td>...</td>
<td>6</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>4</td>
<td>13</td>
<td>15</td>
<td>9</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1787</th>
<td>0</td>
<td>0</td>
<td>10</td>
<td>16</td>
<td>15</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>3</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>6</td>
<td>13</td>
<td>10</td>
<td>4</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1788</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>12</td>
<td>6</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>14</td>
<td>9</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1789</th>
<td>0</td>
<td>0</td>
<td>8</td>
<td>16</td>
<td>3</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>10</td>
<td>16</td>
<td>10</td>
<td>1</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1790</th>
<td>0</td>
<td>0</td>
<td>5</td>
<td>12</td>
<td>8</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>6</td>
<td>12</td>
<td>12</td>
<td>3</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1791</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>3</td>
<td>15</td>
<td>4</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>16</td>
<td>4</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1792</th>
<td>0</td>
<td>0</td>
<td>4</td>
<td>10</td>
<td>13</td>
<td>6</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>...</td>
<td>4</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>2</td>
<td>14</td>
<td>15</td>
<td>9</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1793</th>
<td>0</td>
<td>0</td>
<td>6</td>
<td>16</td>
<td>13</td>
<td>11</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>6</td>
<td>16</td>
<td>14</td>
<td>6</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1794</th>
<td>0</td>
<td>0</td>
<td>1</td>
<td>11</td>
<td>15</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>2</td>
<td>9</td>
<td>13</td>
<td>6</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1795</th>
<td>0</td>
<td>0</td>
<td>2</td>
<td>10</td>
<td>7</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>5</td>
<td>12</td>
<td>16</td>
<td>12</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1796</th>
<td>0</td>
<td>0</td>
<td>10</td>
<td>14</td>
<td>8</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>2</td>
<td>...</td>
<td>8</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>8</td>
<td>12</td>
<td>14</td>
<td>12</td>
<td>1</td>
<td>0</td>
</tr>
</tbody>
</table>
<p>1797 rows × 64 columns</p>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">
In&nbsp;[6]:
</div>
<div class="inner_cell">
<div class="input_area">
<div class="highlight"><pre><span class="n">train_df</span><span class="p">,</span> <span class="n">test_df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">crv</span><span class="o">.</span><span class="n">train_test_split</span><span class="p">(</span><span class="n">random_state</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">RandomState</span><span class="p">(</span><span class="mi">1</span><span class="p">))</span>
<span class="n">svc</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">svm</span><span class="o">.</span><span class="n">LinearSVC</span><span class="p">(</span><span class="n">C</span><span class="o">=</span><span class="mf">1.0</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">RandomState</span><span class="p">(</span><span class="mi">1</span><span class="p">))</span>
<span class="n">train_df</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">svc</span><span class="p">)</span>
<span class="n">test_df</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">svc</span><span class="p">)</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area"><div class="prompt output_prompt">
Out[6]:</div>
<div class="output_text output_subarea output_pyout">
<pre>
1227 1
1576 5
202 0
1184 7
428 1
941 0
598 6
267 1
102 5
1456 4
1759 9
181 2
1728 7
264 8
486 4
...
868 9
286 0
674 8
1467 7
1794 8
1647 6
1454 9
863 4
135 5
1201 7
852 8
1475 3
211 7
1047 8
779 3
Length: 450, dtype: int64
</pre>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">
In&nbsp;[7]:
</div>
<div class="inner_cell">
<div class="input_area">
<div class="highlight"><pre><span class="n">test_df</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">confusion_matrix</span><span class="p">()</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area"><div class="prompt output_prompt">
Out[7]:</div>
<div class="output_html rendered_html output_subarea output_pyout">
<div style="max-height:1000px;max-width:1500px;overflow:auto;">
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th>Predicted</th>
<th>0</th>
<th>1</th>
<th>2</th>
<th>3</th>
<th>4</th>
<th>5</th>
<th>6</th>
<th>7</th>
<th>8</th>
<th>9</th>
</tr>
<tr>
<th>Target</th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
</tr>
</thead>
<tbody>
<tr>
<th>0</th>
<td>51</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1</th>
<td>0</td>
<td>40</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>2</th>
<td>0</td>
<td>1</td>
<td>38</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>3</th>
<td>0</td>
<td>0</td>
<td>1</td>
<td>46</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>4</td>
</tr>
<tr>
<th>4</th>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>46</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>5</th>
<td>0</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>35</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>2</td>
</tr>
<tr>
<th>6</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>43</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>7</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>46</td>
<td>0</td>
<td>1</td>
</tr>
<tr>
<th>8</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>34</td>
<td>2</td>
</tr>
<tr>
<th>9</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>47</td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">
In&nbsp;[8]:
</div>
<div class="inner_cell">
<div class="input_area">
<div class="highlight"><pre><span class="n">test_df</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">accuracy_score</span><span class="p">()</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area"><div class="prompt output_prompt">
Out[8]:</div>
<div class="output_text output_subarea output_pyout">
<pre>
0.94666666666666666
</pre>
</div>
</div>
</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"><pre><span class="n">lb</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">preprocessing</span><span class="o">.</span><span class="n">LabelBinarizer</span><span class="p">()</span>
<span class="n">df</span><span class="o">.</span><span class="n">target</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area"><div class="prompt output_prompt">
Out[9]:</div>
<div class="output_text output_subarea output_pyout">
<pre>
0 0
1 1
2 2
3 3
4 4
5 5
6 6
7 7
8 8
9 9
10 0
11 1
12 2
13 3
14 4
...
1782 2
1783 2
1784 5
1785 7
1786 9
1787 5
1788 4
1789 8
1790 8
1791 4
1792 9
1793 0
1794 8
1795 9
1796 8
Name: .target, Length: 1797, dtype: int64
</pre>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">
In&nbsp;[10]:
</div>
<div class="inner_cell">
<div class="input_area">
<div class="highlight"><pre><span class="n">df</span><span class="o">.</span><span class="n">target</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">lb</span><span class="p">)</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area"><div class="prompt output_prompt">
Out[10]:</div>
<div class="output_html rendered_html output_subarea output_pyout">
<div style="max-height:1000px;max-width:1500px;overflow:auto;">
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>0</th>
<th>1</th>
<th>2</th>
<th>3</th>
<th>4</th>
<th>5</th>
<th>6</th>
<th>7</th>
<th>8</th>
<th>9</th>
</tr>
</thead>
<tbody>
<tr>
<th>0</th>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1</th>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>2</th>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>3</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>4</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>5</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>6</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>7</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>8</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
</tr>
<tr>
<th>9</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
</tr>
<tr>
<th>10</th>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>11</th>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>12</th>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>13</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>14</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>15</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>16</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>17</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>18</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
</tr>
<tr>
<th>19</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
</tr>
<tr>
<th>20</th>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>21</th>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>22</th>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>23</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>24</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>25</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>26</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>27</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>28</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
</tr>
<tr>
<th>29</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
</tr>
<tr>
<th>...</th>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
</tr>
<tr>
<th>1767</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1768</th>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1769</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1770</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1771</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1772</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
</tr>
<tr>
<th>1773</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1774</th>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1775</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1776</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1777</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1778</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1779</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1780</th>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1781</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
</tr>
<tr>
<th>1782</th>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1783</th>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1784</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1785</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1786</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
</tr>
<tr>
<th>1787</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1788</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1789</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
</tr>
<tr>
<th>1790</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
</tr>
<tr>
<th>1791</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1792</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
</tr>
<tr>
<th>1793</th>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1794</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
</tr>
<tr>
<th>1795</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
</tr>
<tr>
<th>1796</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
</tr>
</tbody>
</table>
<p>1797 rows × 10 columns</p>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">
In&nbsp;[11]:
</div>
<div class="inner_cell">
<div class="input_area">
<div class="highlight"><pre><span class="n">tgt</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">target</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">lb</span><span class="p">)</span>
<span class="n">tgt</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="s">&#39;L0&#39;</span><span class="p">,</span> <span class="s">&#39;L1&#39;</span><span class="p">,</span> <span class="s">&#39;L2&#39;</span><span class="p">,</span> <span class="s">&#39;L3&#39;</span><span class="p">,</span> <span class="s">&#39;L4&#39;</span><span class="p">,</span> <span class="s">&#39;L5&#39;</span><span class="p">,</span> <span class="s">&#39;L6&#39;</span><span class="p">,</span> <span class="s">&#39;L7&#39;</span><span class="p">,</span> <span class="s">&#39;L8&#39;</span><span class="p">,</span> <span class="s">&#39;L9&#39;</span><span class="p">]</span>
<span class="n">df</span><span class="o">.</span><span class="n">target</span> <span class="o">=</span> <span class="n">tgt</span>
<span class="n">df</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area"><div class="prompt"></div>
<div class="output_subarea output_stream output_stderr output_text">
<pre>
expandas/core/frame.py:350: UserWarning: target and target_name are unmatched, target_name will be updated
warnings.warn(msg)
</pre>
</div>
</div>
<div class="output_area"><div class="prompt output_prompt">
Out[11]:</div>
<div class="output_html rendered_html output_subarea output_pyout">
<div style="max-height:1000px;max-width:1500px;overflow:auto;">
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>L0</th>
<th>L1</th>
<th>L2</th>
<th>L3</th>
<th>L4</th>
<th>L5</th>
<th>L6</th>
<th>L7</th>
<th>L8</th>
<th>L9</th>
<th>...</th>
<th>54</th>
<th>55</th>
<th>56</th>
<th>57</th>
<th>58</th>
<th>59</th>
<th>60</th>
<th>61</th>
<th>62</th>
<th>63</th>
</tr>
</thead>
<tbody>
<tr>
<th>0</th>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>6</td>
<td>13</td>
<td>10</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1</th>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>11</td>
<td>16</td>
<td>10</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>2</th>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>5</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>3</td>
<td>11</td>
<td>16</td>
<td>9</td>
<td>0</td>
</tr>
<tr>
<th>3</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>9</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>7</td>
<td>13</td>
<td>13</td>
<td>9</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>4</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>2</td>
<td>16</td>
<td>4</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>5</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>4</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>9</td>
<td>16</td>
<td>16</td>
<td>10</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>6</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>8</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>9</td>
<td>15</td>
<td>11</td>
<td>3</td>
<td>0</td>
</tr>
<tr>
<th>7</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>13</td>
<td>5</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>8</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>...</td>
<td>8</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>11</td>
<td>16</td>
<td>15</td>
<td>11</td>
<td>1</td>
<td>0</td>
</tr>
<tr>
<th>9</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>...</td>
<td>4</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>9</td>
<td>12</td>
<td>13</td>
<td>3</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>10</th>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>10</td>
<td>13</td>
<td>3</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>11</th>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>13</td>
<td>16</td>
<td>1</td>
<td>0</td>
</tr>
<tr>
<th>12</th>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>8</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>3</td>
<td>11</td>
<td>8</td>
<td>13</td>
<td>12</td>
<td>4</td>
</tr>
<tr>
<th>13</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>6</td>
<td>0</td>
<td>0</td>
<td>2</td>
<td>12</td>
<td>12</td>
<td>13</td>
<td>11</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>14</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>10</td>
<td>15</td>
<td>4</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>15</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>4</td>
<td>15</td>
<td>16</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>16</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>16</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>7</td>
<td>15</td>
<td>16</td>
<td>11</td>
<td>0</td>
</tr>
<tr>
<th>17</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>11</td>
<td>9</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>18</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>11</td>
<td>14</td>
<td>5</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>19</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>...</td>
<td>16</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>7</td>
<td>16</td>
<td>16</td>
<td>13</td>
<td>11</td>
<td>1</td>
</tr>
<tr>
<th>20</th>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>2</td>
<td>12</td>
<td>13</td>
<td>4</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>21</th>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>2</td>
<td>12</td>
<td>15</td>
<td>4</td>
<td>0</td>
</tr>
<tr>
<th>22</th>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>3</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>7</td>
<td>12</td>
<td>12</td>
<td>12</td>
<td>13</td>
<td>1</td>
</tr>
<tr>
<th>23</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>14</td>
<td>15</td>
<td>11</td>
<td>2</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>24</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>12</td>
<td>8</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>25</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>11</td>
<td>14</td>
<td>9</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>26</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>12</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>3</td>
<td>12</td>
<td>15</td>
<td>14</td>
<td>7</td>
<td>0</td>
</tr>
<tr>
<th>27</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>12</td>
<td>13</td>
<td>1</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>28</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>8</td>
<td>14</td>
<td>7</td>
<td>1</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>29</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>...</td>
<td>16</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>7</td>
<td>12</td>
<td>12</td>
<td>12</td>
<td>11</td>
<td>0</td>
</tr>
<tr>
<th>...</th>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
</tr>
<tr>
<th>1767</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>3</td>
<td>16</td>
<td>7</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1768</th>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>5</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>4</td>
<td>15</td>
<td>16</td>
<td>8</td>
<td>1</td>
<td>0</td>
</tr>
<tr>
<th>1769</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>12</td>
<td>14</td>
<td>9</td>
<td>2</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1770</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>5</td>
<td>0</td>
<td>0</td>
<td>2</td>
<td>14</td>
<td>16</td>
<td>12</td>
<td>9</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1771</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>12</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>6</td>
<td>11</td>
<td>12</td>
<td>5</td>
<td>0</td>
</tr>
<tr>
<th>1772</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>7</td>
<td>15</td>
<td>12</td>
<td>5</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1773</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>12</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>12</td>
<td>16</td>
<td>14</td>
<td>4</td>
<td>0</td>
</tr>
<tr>
<th>1774</th>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>2</td>
<td>11</td>
<td>10</td>
<td>4</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1775</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>11</td>
<td>11</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1776</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>7</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>10</td>
<td>12</td>
<td>12</td>
<td>4</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1777</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>13</td>
<td>3</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1778</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>15</td>
<td>7</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1779</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>3</td>
<td>12</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1780</th>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>6</td>
<td>0</td>
<td>0</td>
<td>4</td>
<td>15</td>
<td>13</td>
<td>12</td>
<td>11</td>
<td>1</td>
<td>0</td>
</tr>
<tr>
<th>1781</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>...</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>11</td>
<td>16</td>
<td>15</td>
<td>6</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1782</th>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>13</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>9</td>
<td>13</td>
<td>11</td>
<td>10</td>
<td>9</td>
<td>0</td>
</tr>
<tr>
<th>1783</th>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>14</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>10</td>
<td>13</td>
<td>10</td>
<td>6</td>
<td>2</td>
<td>0</td>
</tr>
<tr>
<th>1784</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>12</td>
<td>14</td>
<td>4</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1785</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>10</td>
<td>15</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1786</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>...</td>
<td>6</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>4</td>
<td>13</td>
<td>15</td>
<td>9</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1787</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>3</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>6</td>
<td>13</td>
<td>10</td>
<td>4</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1788</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>14</td>
<td>9</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1789</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>10</td>
<td>16</td>
<td>10</td>
<td>1</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1790</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>6</td>
<td>12</td>
<td>12</td>
<td>3</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1791</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>16</td>
<td>4</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1792</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>...</td>
<td>4</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>2</td>
<td>14</td>
<td>15</td>
<td>9</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1793</th>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>...</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>6</td>
<td>16</td>
<td>14</td>
<td>6</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1794</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>...</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>2</td>
<td>9</td>
<td>13</td>
<td>6</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1795</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>...</td>
<td>2</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>5</td>
<td>12</td>
<td>16</td>
<td>12</td>
<td>0</td>
<td>0</td>
</tr>
<tr>
<th>1796</th>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>0</td>
<td>...</td>
<td>8</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>8</td>
<td>12</td>
<td>14</td>
<td>12</td>
<td>1</td>
<td>0</td>
</tr>
</tbody>
</table>
<p>1797 rows × 74 columns</p>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">
In&nbsp;[12]:
</div>
<div class="inner_cell">
<div class="input_area">
<div class="highlight"><pre><span class="c">#################################################################################</span>
</pre></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"><pre><span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
<span class="n">n</span> <span class="o">=</span> <span class="mi">500</span>
<span class="c"># 2 latents vars:</span>
<span class="n">l1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">normal</span><span class="p">(</span><span class="n">size</span><span class="o">=</span><span class="n">n</span><span class="p">)</span>
<span class="n">l2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">normal</span><span class="p">(</span><span class="n">size</span><span class="o">=</span><span class="n">n</span><span class="p">)</span>
<span class="n">latents</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">l1</span><span class="p">,</span> <span class="n">l1</span><span class="p">,</span> <span class="n">l2</span><span class="p">,</span> <span class="n">l2</span><span class="p">])</span><span class="o">.</span><span class="n">T</span>
<span class="n">X</span> <span class="o">=</span> <span class="n">latents</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">normal</span><span class="p">(</span><span class="n">size</span><span class="o">=</span><span class="mi">4</span> <span class="o">*</span> <span class="n">n</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">((</span><span class="n">n</span><span class="p">,</span> <span class="mi">4</span><span class="p">))</span>
<span class="n">Y</span> <span class="o">=</span> <span class="n">latents</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">normal</span><span class="p">(</span><span class="n">size</span><span class="o">=</span><span class="mi">4</span> <span class="o">*</span> <span class="n">n</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">((</span><span class="n">n</span><span class="p">,</span> <span class="mi">4</span><span class="p">))</span>
<span class="n">train_df</span> <span class="o">=</span> <span class="n">expd</span><span class="o">.</span><span class="n">ModelFrame</span><span class="p">(</span><span class="n">X</span><span class="p">[:</span><span class="n">n</span> <span class="o">/</span> <span class="mi">2</span><span class="p">,</span> <span class="p">],</span> <span class="n">Y</span><span class="p">[:</span><span class="n">n</span> <span class="o">/</span> <span class="mi">2</span><span class="p">,</span> <span class="p">])</span>
<span class="n">test_df</span> <span class="o">=</span> <span class="n">expd</span><span class="o">.</span><span class="n">ModelFrame</span><span class="p">(</span><span class="n">X</span><span class="p">[</span><span class="n">n</span> <span class="o">/</span> <span class="mi">2</span><span class="p">:,</span> <span class="p">],</span> <span class="n">Y</span><span class="p">[</span><span class="n">n</span> <span class="o">/</span> <span class="mi">2</span><span class="p">:,</span> <span class="p">])</span>
</pre></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"><pre><span class="n">train_df</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area"><div class="prompt output_prompt">
Out[14]:</div>
<div class="output_html rendered_html output_subarea output_pyout">
<div style="max-height:1000px;max-width:1500px;overflow:auto;">
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>.target 0</th>
<th>.target 1</th>
<th>.target 2</th>
<th>.target 3</th>
<th>0</th>
<th>1</th>
<th>2</th>
<th>3</th>
</tr>
</thead>
<tbody>
<tr>
<th>0</th>
<td>-0.489324</td>
<td>-0.618447</td>
<td>-3.149611</td>
<td>-2.783497</td>
<td>-1.216876</td>
<td>-0.584618</td>
<td>-1.037158</td>
<td>-3.268098</td>
</tr>
<tr>
<th>1</th>
<td>-0.834783</td>
<td>0.572793</td>
<td>-1.593244</td>
<td>1.397376</td>
<td>0.344702</td>
<td>1.031202</td>
<td>2.022713</td>
<td>0.471140</td>
</tr>
<tr>
<th>2</th>
<td>2.394216</td>
<td>2.373403</td>
<td>0.926852</td>
<td>2.579843</td>
<td>1.399215</td>
<td>2.021249</td>
<td>1.913468</td>
<td>0.270820</td>
</tr>
<tr>
<th>3</th>
<td>-0.962602</td>
<td>-0.214229</td>
<td>-0.102083</td>
<td>-3.794253</td>
<td>-3.147550</td>
<td>0.416612</td>
<td>-0.354052</td>
<td>0.950657</td>
</tr>
<tr>
<th>4</th>
<td>-0.041674</td>
<td>-1.132898</td>
<td>0.669034</td>
<td>1.043096</td>
<td>0.322913</td>
<td>-2.177366</td>
<td>1.276549</td>
<td>0.172779</td>
</tr>
<tr>
<th>5</th>
<td>-1.131949</td>
<td>-2.227630</td>
<td>-2.130776</td>
<td>0.684172</td>
<td>-0.847903</td>
<td>0.056466</td>
<td>0.331291</td>
<td>1.008915</td>
</tr>
<tr>
<th>6</th>
<td>0.573166</td>
<td>2.256060</td>
<td>-0.256311</td>
<td>0.290428</td>
<td>1.320615</td>
<td>-1.364277</td>
<td>-1.523496</td>
<td>-0.667456</td>
</tr>
<tr>
<th>7</th>
<td>-0.199562</td>
<td>1.564517</td>
<td>-1.969655</td>
<td>-0.733920</td>
<td>-1.299373</td>
<td>-1.840037</td>
<td>-1.810158</td>
<td>-0.951080</td>
</tr>
<tr>
<th>8</th>
<td>-0.012723</td>
<td>1.696863</td>
<td>1.274337</td>
<td>1.363838</td>
<td>-0.277028</td>
<td>-0.123861</td>
<td>0.618835</td>
<td>-0.486824</td>
</tr>
<tr>
<th>9</th>
<td>1.153668</td>
<td>-0.472768</td>
<td>0.113672</td>
<td>-1.736234</td>
<td>0.442372</td>
<td>-0.240141</td>
<td>-0.126753</td>
<td>-1.270745</td>
</tr>
<tr>
<th>10</th>
<td>3.174160</td>
<td>-1.006685</td>
<td>2.623492</td>
<td>-0.730161</td>
<td>2.261075</td>
<td>1.677240</td>
<td>0.329624</td>
<td>-1.389826</td>
</tr>
<tr>
<th>11</th>
<td>-0.622491</td>
<td>0.114437</td>
<td>-0.869765</td>
<td>-0.556568</td>
<td>-0.483961</td>
<td>0.984032</td>
<td>-1.145646</td>
<td>-0.403476</td>
</tr>
<tr>
<th>12</th>
<td>-1.631363</td>
<td>-1.119221</td>
<td>2.828867</td>
<td>-0.642621</td>
<td>0.656391</td>
<td>-0.193836</td>
<td>0.268076</td>
<td>0.469185</td>
</tr>
<tr>
<th>13</th>
<td>2.875053</td>
<td>0.496665</td>
<td>0.994266</td>
<td>0.161989</td>
<td>-0.404388</td>
<td>1.683396</td>
<td>-0.510807</td>
<td>0.020240</td>
</tr>
<tr>
<th>14</th>
<td>-1.245405</td>
<td>0.509155</td>
<td>1.086839</td>
<td>2.663171</td>
<td>-0.365251</td>
<td>-1.275737</td>
<td>0.811308</td>
<td>0.672521</td>
</tr>
<tr>
<th>15</th>
<td>0.842001</td>
<td>-1.772545</td>
<td>0.011200</td>
<td>-3.383155</td>
<td>-1.198687</td>
<td>-0.171021</td>
<td>-0.674444</td>
<td>-0.622282</td>
</tr>
<tr>
<th>16</th>
<td>1.638121</td>
<td>1.642407</td>
<td>-0.793494</td>
<td>-0.175501</td>
<td>-0.607877</td>
<td>2.114374</td>
<td>0.907302</td>
<td>-1.262527</td>
</tr>
<tr>
<th>17</th>
<td>-1.490104</td>
<td>0.527992</td>
<td>2.865420</td>
<td>2.267052</td>
<td>-0.442944</td>
<td>-1.699336</td>
<td>2.989552</td>
<td>1.856866</td>
</tr>
<tr>
<th>18</th>
<td>0.426325</td>
<td>-0.619766</td>
<td>1.128944</td>
<td>0.715515</td>
<td>0.312474</td>
<td>-0.817751</td>
<td>1.118517</td>
<td>2.863591</td>
</tr>
<tr>
<th>19</th>
<td>0.133567</td>
<td>0.900048</td>
<td>-0.374822</td>
<td>-0.143591</td>
<td>1.387336</td>
<td>0.820706</td>
<td>0.943158</td>
<td>-0.103863</td>
</tr>
<tr>
<th>20</th>
<td>1.200127</td>
<td>2.089666</td>
<td>-1.891897</td>
<td>-3.508603</td>
<td>1.268987</td>
<td>1.318085</td>
<td>-1.915670</td>
<td>-2.804956</td>
</tr>
<tr>
<th>21</th>
<td>0.737199</td>
<td>2.326708</td>
<td>-0.510870</td>
<td>1.042219</td>
<td>2.026572</td>
<td>2.647730</td>
<td>-0.321935</td>
<td>-0.434485</td>
</tr>
<tr>
<th>22</th>
<td>-0.747845</td>
<td>0.125406</td>
<td>2.256444</td>
<td>2.233130</td>
<td>0.871879</td>
<td>1.471327</td>
<td>1.412069</td>
<td>0.393977</td>
</tr>
<tr>
<th>23</th>
<td>-1.408109</td>
<td>-0.850620</td>
<td>1.240167</td>
<td>0.686171</td>
<td>-0.747892</td>
<td>-0.982587</td>
<td>1.122232</td>
<td>-0.322712</td>
</tr>
<tr>
<th>24</th>
<td>-0.359376</td>
<td>-1.667231</td>
<td>1.185766</td>
<td>2.352215</td>
<td>-1.869904</td>
<td>-1.694156</td>
<td>-0.126746</td>
<td>1.691081</td>
</tr>
<tr>
<th>25</th>
<td>-1.325560</td>
<td>-0.426302</td>
<td>2.562128</td>
<td>2.543257</td>
<td>-0.143179</td>
<td>0.228610</td>
<td>1.530385</td>
<td>-0.432589</td>
</tr>
<tr>
<th>26</th>
<td>1.354809</td>
<td>0.874467</td>
<td>-2.161872</td>
<td>1.226532</td>
<td>1.579408</td>
<td>1.730106</td>
<td>1.210655</td>
<td>0.159407</td>
</tr>
<tr>
<th>27</th>
<td>1.709654</td>
<td>1.249054</td>
<td>-1.669273</td>
<td>-3.186137</td>
<td>1.982839</td>
<td>-0.066445</td>
<td>-1.705950</td>
<td>-3.230989</td>
</tr>
<tr>
<th>28</th>
<td>-3.341948</td>
<td>-0.030340</td>
<td>1.024696</td>
<td>-0.722730</td>
<td>-1.415490</td>
<td>-2.161275</td>
<td>-2.373739</td>
<td>-1.025579</td>
</tr>
<tr>
<th>29</th>
<td>0.997156</td>
<td>1.926667</td>
<td>0.467484</td>
<td>-0.691611</td>
<td>-1.022525</td>
<td>2.542084</td>
<td>-0.405335</td>
<td>-0.299116</td>
</tr>
<tr>
<th>...</th>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
</tr>
<tr>
<th>220</th>
<td>0.305420</td>
<td>1.424794</td>
<td>1.607002</td>
<td>-2.334827</td>
<td>0.742211</td>
<td>0.397057</td>
<td>-0.372372</td>
<td>-0.223133</td>
</tr>
<tr>
<th>221</th>
<td>-0.641350</td>
<td>-0.832356</td>
<td>-0.636128</td>
<td>0.442461</td>
<td>-2.415460</td>
<td>-1.281841</td>
<td>-2.475928</td>
<td>0.527765</td>
</tr>
<tr>
<th>222</th>
<td>0.146351</td>
<td>1.583888</td>
<td>1.017875</td>
<td>1.434881</td>
<td>0.218656</td>
<td>-0.506246</td>
<td>0.558377</td>
<td>1.351394</td>
</tr>
<tr>
<th>223</th>
<td>0.862556</td>
<td>2.254522</td>
<td>0.347834</td>
<td>2.073043</td>
<td>1.339962</td>
<td>3.526865</td>
<td>-0.505511</td>
<td>0.623936</td>
</tr>
<tr>
<th>224</th>
<td>-2.541626</td>
<td>-0.912894</td>
<td>-0.507310</td>
<td>-0.647516</td>
<td>-0.888938</td>
<td>-1.141017</td>
<td>-0.248123</td>
<td>0.039817</td>
</tr>
<tr>
<th>225</th>
<td>1.321788</td>
<td>0.430256</td>
<td>-1.133235</td>
<td>-1.981876</td>
<td>1.003173</td>
<td>-1.709691</td>
<td>-3.147388</td>
<td>-2.108702</td>
</tr>
<tr>
<th>226</th>
<td>-0.471164</td>
<td>-1.956071</td>
<td>3.352232</td>
<td>-0.102072</td>
<td>-2.792943</td>
<td>-1.392873</td>
<td>2.532363</td>
<td>0.811724</td>
</tr>
<tr>
<th>227</th>
<td>0.139553</td>
<td>-1.653449</td>
<td>-1.066566</td>
<td>0.142366</td>
<td>0.556024</td>
<td>-2.181989</td>
<td>-2.010241</td>
<td>-0.461280</td>
</tr>
<tr>
<th>228</th>
<td>-1.375067</td>
<td>-2.067627</td>
<td>-0.850299</td>
<td>0.372854</td>
<td>-1.255091</td>
<td>-1.293376</td>
<td>-0.656491</td>
<td>-0.909669</td>
</tr>
<tr>
<th>229</th>
<td>-1.551642</td>
<td>-0.531554</td>
<td>-1.841220</td>
<td>-1.196512</td>
<td>-0.821213</td>
<td>0.310784</td>
<td>-2.855862</td>
<td>-2.248994</td>
</tr>
<tr>
<th>230</th>
<td>0.607513</td>
<td>2.645885</td>
<td>-0.690803</td>
<td>-2.690612</td>
<td>0.995110</td>
<td>1.200167</td>
<td>0.643052</td>
<td>0.762656</td>
</tr>
<tr>
<th>231</th>
<td>1.275155</td>
<td>0.231559</td>
<td>-0.191573</td>
<td>0.172410</td>
<td>-0.043665</td>
<td>1.111399</td>
<td>-0.011745</td>
<td>-2.614469</td>
</tr>
<tr>
<th>232</th>
<td>-0.546272</td>
<td>3.242548</td>
<td>1.151164</td>
<td>1.056170</td>
<td>1.910187</td>
<td>0.845385</td>
<td>-1.298741</td>
<td>0.039948</td>
</tr>
<tr>
<th>233</th>
<td>-1.210094</td>
<td>-1.180388</td>
<td>-1.360352</td>
<td>-0.511242</td>
<td>-1.708062</td>
<td>-0.509477</td>
<td>-2.596129</td>
<td>-0.945936</td>
</tr>
<tr>
<th>234</th>
<td>-1.601705</td>
<td>-1.671258</td>
<td>-0.427987</td>
<td>-0.191684</td>
<td>-2.663062</td>
<td>-0.845180</td>
<td>0.193983</td>
<td>-1.154971</td>
</tr>
<tr>
<th>235</th>
<td>-2.567227</td>
<td>-1.698364</td>
<td>-1.268118</td>
<td>-0.069249</td>
<td>0.975411</td>
<td>0.046191</td>
<td>-0.852558</td>
<td>1.440096</td>
</tr>
<tr>
<th>236</th>
<td>-0.952970</td>
<td>0.050544</td>
<td>-0.044969</td>
<td>-0.577763</td>
<td>-0.040091</td>
<td>-1.717115</td>
<td>-0.520285</td>
<td>0.185913</td>
</tr>
<tr>
<th>237</th>
<td>1.171307</td>
<td>2.082897</td>
<td>-0.457299</td>
<td>-1.384131</td>
<td>2.807044</td>
<td>0.863063</td>
<td>1.065054</td>
<td>-1.147276</td>
</tr>
<tr>
<th>238</th>
<td>-1.506201</td>
<td>-0.015483</td>
<td>1.747810</td>
<td>4.223385</td>
<td>-1.086760</td>
<td>-0.052909</td>
<td>1.449106</td>
<td>0.526102</td>
</tr>
<tr>
<th>239</th>
<td>1.093533</td>
<td>1.825773</td>
<td>2.556185</td>
<td>1.600017</td>
<td>0.249836</td>
<td>-0.394792</td>
<td>2.397382</td>
<td>1.500312</td>
</tr>
<tr>
<th>240</th>
<td>0.254811</td>
<td>-0.653363</td>
<td>1.525454</td>
<td>1.318567</td>
<td>-0.069013</td>
<td>-0.593709</td>
<td>-0.082660</td>
<td>2.234825</td>
</tr>
<tr>
<th>241</th>
<td>2.016606</td>
<td>3.136410</td>
<td>-0.740052</td>
<td>-1.867133</td>
<td>-0.323945</td>
<td>0.264514</td>
<td>-0.534819</td>
<td>-0.494757</td>
</tr>
<tr>
<th>242</th>
<td>-0.570229</td>
<td>-1.103193</td>
<td>0.156794</td>
<td>1.143150</td>
<td>0.782645</td>
<td>-4.626764</td>
<td>-1.765315</td>
<td>0.026833</td>
</tr>
<tr>
<th>243</th>
<td>-0.207766</td>
<td>-0.307818</td>
<td>1.344943</td>
<td>0.440293</td>
<td>-0.296569</td>
<td>-1.369834</td>
<td>-1.109030</td>
<td>1.753239</td>
</tr>
<tr>
<th>244</th>
<td>1.956240</td>
<td>1.899235</td>
<td>0.372042</td>
<td>-1.451018</td>
<td>0.298356</td>
<td>1.281923</td>
<td>0.439839</td>
<td>1.855056</td>
</tr>
<tr>
<th>245</th>
<td>-0.454189</td>
<td>0.639120</td>
<td>0.931956</td>
<td>-0.634827</td>
<td>0.743333</td>
<td>-0.946304</td>
<td>1.804308</td>
<td>-0.530042</td>
</tr>
<tr>
<th>246</th>
<td>1.932510</td>
<td>-1.264840</td>
<td>-0.081990</td>
<td>2.250836</td>
<td>0.262975</td>
<td>1.288998</td>
<td>1.162864</td>
<td>0.676891</td>
</tr>
<tr>
<th>247</th>
<td>1.180034</td>
<td>-3.223376</td>
<td>1.413612</td>
<td>1.423090</td>
<td>-2.075194</td>
<td>-0.697586</td>
<td>0.669120</td>
<td>1.341125</td>
</tr>
<tr>
<th>248</th>
<td>-1.611017</td>
<td>-1.418521</td>
<td>-3.119574</td>
<td>-0.038205</td>
<td>-2.367112</td>
<td>-1.040297</td>
<td>-2.392801</td>
<td>-1.329909</td>
</tr>
<tr>
<th>249</th>
<td>0.586731</td>
<td>0.586480</td>
<td>-1.385463</td>
<td>-0.870961</td>
<td>1.674221</td>
<td>-1.094593</td>
<td>-3.074958</td>
<td>-0.840775</td>
</tr>
</tbody>
</table>
<p>250 rows × 8 columns</p>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">
In&nbsp;[15]:
</div>
<div class="inner_cell">
<div class="input_area">
<div class="highlight"><pre><span class="n">test_df</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area"><div class="prompt output_prompt">
Out[15]:</div>
<div class="output_html rendered_html output_subarea output_pyout">
<div style="max-height:1000px;max-width:1500px;overflow:auto;">
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>.target 0</th>
<th>.target 1</th>
<th>.target 2</th>
<th>.target 3</th>
<th>0</th>
<th>1</th>
<th>2</th>
<th>3</th>
</tr>
</thead>
<tbody>
<tr>
<th>0</th>
<td>-1.806804</td>
<td>1.119907</td>
<td>-0.909621</td>
<td>-1.371666</td>
<td>-0.325049</td>
<td>-0.787037</td>
<td>-1.762987</td>
<td>-2.152741</td>
</tr>
<tr>
<th>1</th>
<td>0.936055</td>
<td>0.711757</td>
<td>-1.906380</td>
<td>0.037100</td>
<td>0.841396</td>
<td>0.972863</td>
<td>-1.917259</td>
<td>-2.512933</td>
</tr>
<tr>
<th>2</th>
<td>-2.198263</td>
<td>-0.841512</td>
<td>0.928682</td>
<td>-0.303652</td>
<td>-2.138585</td>
<td>-0.418639</td>
<td>0.249486</td>
<td>1.804904</td>
</tr>
<tr>
<th>3</th>
<td>2.357111</td>
<td>1.286982</td>
<td>-0.562934</td>
<td>-1.689994</td>
<td>2.885420</td>
<td>1.841900</td>
<td>-0.961869</td>
<td>-0.981438</td>
</tr>
<tr>
<th>4</th>
<td>0.127226</td>
<td>0.416753</td>
<td>-0.996943</td>
<td>-0.854984</td>
<td>0.287840</td>
<td>-0.365336</td>
<td>-1.967814</td>
<td>-0.099217</td>
</tr>
<tr>
<th>5</th>
<td>2.900655</td>
<td>0.170444</td>
<td>1.226297</td>
<td>2.056015</td>
<td>1.951127</td>
<td>0.667282</td>
<td>1.101290</td>
<td>0.270797</td>
</tr>
<tr>
<th>6</th>
<td>1.181230</td>
<td>-0.929381</td>
<td>2.521145</td>
<td>-0.111163</td>
<td>0.646790</td>
<td>0.382173</td>
<td>1.575346</td>
<td>2.424237</td>
</tr>
<tr>
<th>7</th>
<td>0.759344</td>
<td>0.510393</td>
<td>1.160814</td>
<td>1.608898</td>
<td>-0.449331</td>
<td>-0.218182</td>
<td>2.062524</td>
<td>1.091652</td>
</tr>
<tr>
<th>8</th>
<td>1.568978</td>
<td>0.533039</td>
<td>-2.323494</td>
<td>-2.083398</td>
<td>0.522643</td>
<td>-0.231777</td>
<td>-3.569210</td>
<td>-3.640483</td>
</tr>
<tr>
<th>9</th>
<td>-1.679999</td>
<td>-1.336439</td>
<td>0.060819</td>
<td>-0.106376</td>
<td>-1.309821</td>
<td>-0.919028</td>
<td>-0.104645</td>
<td>2.475928</td>
</tr>
<tr>
<th>10</th>
<td>0.313511</td>
<td>2.076248</td>
<td>0.093957</td>
<td>0.645282</td>
<td>0.059116</td>
<td>1.783856</td>
<td>0.249370</td>
<td>0.537819</td>
</tr>
<tr>
<th>11</th>
<td>1.909354</td>
<td>1.651778</td>
<td>-1.750283</td>
<td>-2.831630</td>
<td>-0.217265</td>
<td>1.515178</td>
<td>-0.741706</td>
<td>-1.111099</td>
</tr>
<tr>
<th>12</th>
<td>3.083253</td>
<td>1.202623</td>
<td>0.975318</td>
<td>1.021103</td>
<td>-1.472910</td>
<td>2.078308</td>
<td>-0.376682</td>
<td>-0.238203</td>
</tr>
<tr>
<th>13</th>
<td>-0.187149</td>
<td>0.094886</td>
<td>-0.615374</td>
<td>0.479099</td>
<td>-0.372037</td>
<td>-0.861619</td>
<td>-0.415310</td>
<td>0.763834</td>
</tr>
<tr>
<th>14</th>
<td>-0.671475</td>
<td>-0.173793</td>
<td>0.413275</td>
<td>-1.114880</td>
<td>0.531141</td>
<td>-3.079294</td>
<td>0.672550</td>
<td>-0.333609</td>
</tr>
<tr>
<th>15</th>
<td>1.283462</td>
<td>0.782379</td>
<td>-0.124137</td>
<td>0.156060</td>
<td>-0.051778</td>
<td>-2.134269</td>
<td>-0.920666</td>
<td>1.292461</td>
</tr>
<tr>
<th>16</th>
<td>-2.437262</td>
<td>-2.165309</td>
<td>1.032825</td>
<td>1.925070</td>
<td>-0.762104</td>
<td>-0.550911</td>
<td>1.651253</td>
<td>-0.221011</td>
</tr>
<tr>
<th>17</th>
<td>-1.180807</td>
<td>-2.069434</td>
<td>1.107272</td>
<td>-0.163786</td>
<td>-0.351428</td>
<td>-0.592326</td>
<td>1.067433</td>
<td>0.377899</td>
</tr>
<tr>
<th>18</th>
<td>-1.684593</td>
<td>-1.114580</td>
<td>-0.162682</td>
<td>0.884355</td>
<td>-1.639812</td>
<td>-0.644386</td>
<td>0.355491</td>
<td>-1.103267</td>
</tr>
<tr>
<th>19</th>
<td>0.081578</td>
<td>0.050325</td>
<td>1.917482</td>
<td>2.142376</td>
<td>-0.845311</td>
<td>0.062513</td>
<td>0.876563</td>
<td>2.355151</td>
</tr>
<tr>
<th>20</th>
<td>-1.440512</td>
<td>0.483250</td>
<td>0.422175</td>
<td>-2.209059</td>
<td>-1.215075</td>
<td>1.356822</td>
<td>-1.119672</td>
<td>-0.768323</td>
</tr>
<tr>
<th>21</th>
<td>0.102563</td>
<td>0.475761</td>
<td>-0.369465</td>
<td>1.302837</td>
<td>2.005454</td>
<td>3.600045</td>
<td>0.963131</td>
<td>-0.267649</td>
</tr>
<tr>
<th>22</th>
<td>0.181404</td>
<td>2.868805</td>
<td>-0.655082</td>
<td>0.052776</td>
<td>0.959355</td>
<td>1.550419</td>
<td>-1.499972</td>
<td>0.626081</td>
</tr>
<tr>
<th>23</th>
<td>-1.522784</td>
<td>-2.623337</td>
<td>-0.620898</td>
<td>0.602186</td>
<td>-1.615699</td>
<td>-0.187041</td>
<td>-0.045691</td>
<td>-0.417824</td>
</tr>
<tr>
<th>24</th>
<td>0.868045</td>
<td>-1.705035</td>
<td>-1.795836</td>
<td>0.284764</td>
<td>-1.275655</td>
<td>0.875217</td>
<td>-0.374125</td>
<td>-1.496250</td>
</tr>
<tr>
<th>25</th>
<td>-1.867506</td>
<td>-0.804826</td>
<td>-0.820749</td>
<td>1.512758</td>
<td>-0.323994</td>
<td>0.875811</td>
<td>-1.855329</td>
<td>0.518900</td>
</tr>
<tr>
<th>26</th>
<td>-1.830509</td>
<td>0.709007</td>
<td>-2.167437</td>
<td>-0.886064</td>
<td>-1.494054</td>
<td>-0.448670</td>
<td>-0.548899</td>
<td>1.552765</td>
</tr>
<tr>
<th>27</th>
<td>0.083764</td>
<td>-0.785952</td>
<td>2.032498</td>
<td>-0.281184</td>
<td>-0.136048</td>
<td>-0.131704</td>
<td>0.845361</td>
<td>2.517435</td>
</tr>
<tr>
<th>28</th>
<td>-0.811663</td>
<td>-0.475891</td>
<td>0.380589</td>
<td>1.099772</td>
<td>-0.805674</td>
<td>-0.369749</td>
<td>-0.149627</td>
<td>0.880255</td>
</tr>
<tr>
<th>29</th>
<td>-0.510505</td>
<td>-0.773986</td>
<td>0.825671</td>
<td>-0.821331</td>
<td>-1.466181</td>
<td>-1.668829</td>
<td>0.141042</td>
<td>-0.432595</td>
</tr>
<tr>
<th>...</th>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
</tr>
<tr>
<th>220</th>
<td>-0.453715</td>
<td>1.139025</td>
<td>2.208132</td>
<td>1.276430</td>
<td>1.553025</td>
<td>-0.696354</td>
<td>2.187964</td>
<td>1.100770</td>
</tr>
<tr>
<th>221</th>
<td>-0.356151</td>
<td>1.570396</td>
<td>-0.052688</td>
<td>-1.342723</td>
<td>1.235390</td>
<td>2.228074</td>
<td>0.717401</td>
<td>-0.051677</td>
</tr>
<tr>
<th>222</th>
<td>-2.333581</td>
<td>-1.911846</td>
<td>-0.330460</td>
<td>1.297519</td>
<td>-0.327581</td>
<td>-3.211644</td>
<td>-0.528418</td>
<td>0.891192</td>
</tr>
<tr>
<th>223</th>
<td>-1.274422</td>
<td>-0.809092</td>
<td>-2.075496</td>
<td>-0.471027</td>
<td>-1.175642</td>
<td>0.083590</td>
<td>-0.998315</td>
<td>-2.305752</td>
</tr>
<tr>
<th>224</th>
<td>-0.887262</td>
<td>1.082490</td>
<td>-1.681027</td>
<td>-0.642175</td>
<td>-0.754185</td>
<td>0.802145</td>
<td>-1.906071</td>
<td>-0.777681</td>
</tr>
<tr>
<th>225</th>
<td>-0.695312</td>
<td>-0.495452</td>
<td>-0.710692</td>
<td>-3.087213</td>
<td>-0.866700</td>
<td>0.423674</td>
<td>-1.743854</td>
<td>-1.539957</td>
</tr>
<tr>
<th>226</th>
<td>-0.559690</td>
<td>-0.431383</td>
<td>-1.851787</td>
<td>-1.428575</td>
<td>0.072737</td>
<td>0.816329</td>
<td>-1.359610</td>
<td>0.001553</td>
</tr>
<tr>
<th>227</th>
<td>1.347032</td>
<td>-0.008742</td>
<td>-3.140757</td>
<td>-2.315865</td>
<td>-0.058123</td>
<td>1.441795</td>
<td>-2.657516</td>
<td>-2.809046</td>
</tr>
<tr>
<th>228</th>
<td>0.444406</td>
<td>0.688824</td>
<td>-0.902283</td>
<td>-1.237522</td>
<td>-0.093041</td>
<td>-0.396353</td>
<td>-1.551945</td>
<td>0.556665</td>
</tr>
<tr>
<th>229</th>
<td>-0.793688</td>
<td>-0.883432</td>
<td>0.934708</td>
<td>0.753717</td>
<td>-1.913842</td>
<td>0.828859</td>
<td>0.208056</td>
<td>1.992699</td>
</tr>
<tr>
<th>230</th>
<td>-0.845295</td>
<td>-2.074529</td>
<td>0.713143</td>
<td>0.251841</td>
<td>-1.375187</td>
<td>-0.675417</td>
<td>0.356548</td>
<td>-1.049520</td>
</tr>
<tr>
<th>231</th>
<td>1.562095</td>
<td>-0.189007</td>
<td>-2.788663</td>
<td>-1.350094</td>
<td>-0.942299</td>
<td>1.101890</td>
<td>-3.949696</td>
<td>-3.107212</td>
</tr>
<tr>
<th>232</th>
<td>2.153064</td>
<td>0.893916</td>
<td>-0.364018</td>
<td>1.844713</td>
<td>2.919643</td>
<td>2.455606</td>
<td>0.953511</td>
<td>0.177614</td>
</tr>
<tr>
<th>233</th>
<td>1.508763</td>
<td>1.849365</td>
<td>1.011983</td>
<td>2.392743</td>
<td>0.609868</td>
<td>-0.039198</td>
<td>2.803319</td>
<td>1.756800</td>
</tr>
<tr>
<th>234</th>
<td>-0.401092</td>
<td>0.047519</td>
<td>-0.857677</td>
<td>-1.607461</td>
<td>0.644517</td>
<td>1.328497</td>
<td>1.196636</td>
<td>-0.987745</td>
</tr>
<tr>
<th>235</th>
<td>-3.241927</td>
<td>-1.757502</td>
<td>-1.368156</td>
<td>-0.754561</td>
<td>-2.646198</td>
<td>-2.599912</td>
<td>0.617716</td>
<td>0.491456</td>
</tr>
<tr>
<th>236</th>
<td>-1.375825</td>
<td>-0.392400</td>
<td>0.458073</td>
<td>-1.644700</td>
<td>-1.934755</td>
<td>-3.047484</td>
<td>-1.231266</td>
<td>-1.821342</td>
</tr>
<tr>
<th>237</th>
<td>-0.976503</td>
<td>-2.187146</td>
<td>0.915161</td>
<td>-1.561621</td>
<td>-0.432096</td>
<td>-0.999694</td>
<td>0.379847</td>
<td>0.993963</td>
</tr>
<tr>
<th>238</th>
<td>-0.453521</td>
<td>-0.239238</td>
<td>0.845115</td>
<td>1.551923</td>
<td>-0.349380</td>
<td>-0.695428</td>
<td>0.821333</td>
<td>-0.484182</td>
</tr>
<tr>
<th>239</th>
<td>1.634729</td>
<td>-0.794894</td>
<td>0.761546</td>
<td>1.918242</td>
<td>-0.540929</td>
<td>-0.477058</td>
<td>1.068733</td>
<td>-1.382138</td>
</tr>
<tr>
<th>240</th>
<td>0.536986</td>
<td>2.462786</td>
<td>-1.122923</td>
<td>-0.483471</td>
<td>0.143660</td>
<td>0.217775</td>
<td>-3.053389</td>
<td>-2.202980</td>
</tr>
<tr>
<th>241</th>
<td>-0.110498</td>
<td>-0.579356</td>
<td>0.716395</td>
<td>-1.114258</td>
<td>0.897733</td>
<td>0.331805</td>
<td>0.197620</td>
<td>-0.425263</td>
</tr>
<tr>
<th>242</th>
<td>-0.617290</td>
<td>-1.950867</td>
<td>-0.703374</td>
<td>0.213594</td>
<td>-0.431337</td>
<td>0.146129</td>
<td>-2.285196</td>
<td>-2.083925</td>
</tr>
<tr>
<th>243</th>
<td>0.058154</td>
<td>1.467199</td>
<td>-1.006031</td>
<td>1.138606</td>
<td>0.215491</td>
<td>-0.419717</td>
<td>-0.028810</td>
<td>-1.118036</td>
</tr>
<tr>
<th>244</th>
<td>0.211936</td>
<td>-0.393810</td>
<td>-0.230632</td>
<td>1.635233</td>
<td>-0.839456</td>
<td>-0.005266</td>
<td>3.274933</td>
<td>2.086937</td>
</tr>
<tr>
<th>245</th>
<td>3.337320</td>
<td>0.404317</td>
<td>0.428828</td>
<td>0.646464</td>
<td>1.379628</td>
<td>-0.794557</td>
<td>1.207850</td>
<td>1.507341</td>
</tr>
<tr>
<th>246</th>
<td>-2.416479</td>
<td>-1.131308</td>
<td>-2.591379</td>
<td>-0.606485</td>
<td>-0.446626</td>
<td>-2.410986</td>
<td>1.454505</td>
<td>0.051628</td>
</tr>
<tr>
<th>247</th>
<td>-1.663063</td>
<td>-1.223934</td>
<td>1.873511</td>
<td>2.248459</td>
<td>-0.254456</td>
<td>-0.377629</td>
<td>1.496944</td>
<td>1.308806</td>
</tr>
<tr>
<th>248</th>
<td>-2.113936</td>
<td>0.157727</td>
<td>-0.925203</td>
<td>1.057099</td>
<td>0.871413</td>
<td>1.422752</td>
<td>-0.723894</td>
<td>-0.532835</td>
</tr>
<tr>
<th>249</th>
<td>-0.226145</td>
<td>1.959814</td>
<td>-0.696864</td>
<td>-2.386172</td>
<td>-1.141943</td>
<td>-2.564026</td>
<td>-3.993801</td>
<td>-2.117240</td>
</tr>
</tbody>
</table>
<p>250 rows × 8 columns</p>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">
In&nbsp;[16]:
</div>
<div class="inner_cell">
<div class="input_area">
<div class="highlight"><pre><span class="n">plsca</span> <span class="o">=</span> <span class="n">train_df</span><span class="o">.</span><span class="n">cross_decomposition</span><span class="o">.</span><span class="n">PLSCanonical</span><span class="p">(</span><span class="n">n_components</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
<span class="n">train_df</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">plsca</span><span class="p">)</span>
<span class="n">train_transformed</span> <span class="o">=</span> <span class="n">train_df</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">plsca</span><span class="p">)</span>
<span class="n">test_transformed</span> <span class="o">=</span> <span class="n">test_df</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">plsca</span><span class="p">)</span>
<span class="n">train_transformed</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area"><div class="prompt output_prompt">
Out[16]:</div>
<div class="output_html rendered_html output_subarea output_pyout">
<div style="max-height:1000px;max-width:1500px;overflow:auto;">
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>.target 0</th>
<th>.target 1</th>
<th>0</th>
<th>1</th>
</tr>
</thead>
<tbody>
<tr>
<th>0</th>
<td>-2.975209</td>
<td>0.342883</td>
<td>-2.264017</td>
<td>-0.085395</td>
</tr>
<tr>
<th>1</th>
<td>-0.158658</td>
<td>0.038813</td>
<td>1.564379</td>
<td>0.214610</td>
</tr>
<tr>
<th>2</th>
<td>2.418239</td>
<td>1.829811</td>
<td>1.827966</td>
<td>1.303106</td>
</tr>
<tr>
<th>3</th>
<td>-2.016319</td>
<td>-0.136762</td>
<td>-0.348836</td>
<td>-1.554449</td>
</tr>
<tr>
<th>4</th>
<td>0.597123</td>
<td>-0.833072</td>
<td>0.468980</td>
<td>-1.222837</td>
</tr>
<tr>
<th>5</th>
<td>-1.255877</td>
<td>-1.319895</td>
<td>0.472625</td>
<td>-0.706137</td>
</tr>
<tr>
<th>6</th>
<td>0.472137</td>
<td>1.397470</td>
<td>-0.995970</td>
<td>0.331850</td>
</tr>
<tr>
<th>7</th>
<td>-1.056753</td>
<td>1.126225</td>
<td>-1.923205</td>
<td>-1.117038</td>
</tr>
<tr>
<th>8</th>
<td>1.504152</td>
<td>0.445790</td>
<td>0.077893</td>
<td>-0.242978</td>
</tr>
<tr>
<th>9</th>
<td>-0.647763</td>
<td>0.450272</td>
<td>-0.511509</td>
<td>0.349640</td>
</tr>
<tr>
<th>10</th>
<td>1.255225</td>
<td>0.538176</td>
<td>0.415346</td>
<td>2.177243</td>
</tr>
<tr>
<th>11</th>
<td>-0.764396</td>
<td>-0.018450</td>
<td>-0.659904</td>
<td>0.487153</td>
</tr>
<tr>
<th>12</th>
<td>0.572005</td>
<td>-1.784494</td>
<td>0.492558</td>
<td>0.048378</td>
</tr>
<tr>
<th>13</th>
<td>1.097614</td>
<td>1.360792</td>
<td>-0.004131</td>
<td>0.683779</td>
</tr>
<tr>
<th>14</th>
<td>1.617145</td>
<td>-0.820522</td>
<td>0.448736</td>
<td>-1.142854</td>
</tr>
<tr>
<th>15</th>
<td>-1.727721</td>
<td>-0.147187</td>
<td>-0.867685</td>
<td>-0.485697</td>
</tr>
<tr>
<th>16</th>
<td>0.078317</td>
<td>1.733248</td>
<td>0.225285</td>
<td>0.831610</td>
</tr>
<tr>
<th>17</th>
<td>2.236199</td>
<td>-1.215071</td>
<td>2.004175</td>
<td>-2.007791</td>
</tr>
<tr>
<th>18</th>
<td>0.825226</td>
<td>-0.411855</td>
<td>1.773687</td>
<td>-1.084277</td>
</tr>
<tr>
<th>19</th>
<td>-0.082696</td>
<td>0.585962</td>
<td>0.942520</td>
<td>0.934095</td>
</tr>
<tr>
<th>20</th>
<td>-1.988347</td>
<td>2.317314</td>
<td>-1.646401</td>
<td>2.170440</td>
</tr>
<tr>
<th>21</th>
<td>0.740030</td>
<td>1.475685</td>
<td>0.602808</td>
<td>2.455119</td>
</tr>
<tr>
<th>22</th>
<td>1.990049</td>
<td>-0.955668</td>
<td>1.404464</td>
<td>0.819156</td>
</tr>
<tr>
<th>23</th>
<td>0.519770</td>
<td>-1.391774</td>
<td>0.156280</td>
<td>-1.030164</td>
</tr>
<tr>
<th>24</th>
<td>1.308193</td>
<td>-1.483696</td>
<td>-0.011582</td>
<td>-2.167594</td>
</tr>
<tr>
<th>25</th>
<td>2.091071</td>
<td>-1.588453</td>
<td>0.671265</td>
<td>-0.161946</td>
</tr>
<tr>
<th>26</th>
<td>-0.091420</td>
<td>1.325256</td>
<td>1.399106</td>
<td>1.387998</td>
</tr>
<tr>
<th>27</th>
<td>-1.787006</td>
<td>2.056437</td>
<td>-1.809260</td>
<td>1.887611</td>
</tr>
<tr>
<th>28</th>
<td>-0.423977</td>
<td>-1.683601</td>
<td>-2.333227</td>
<td>-1.227251</td>
</tr>
<tr>
<th>29</th>
<td>0.374599</td>
<td>1.398199</td>
<td>-0.066661</td>
<td>0.854545</td>
</tr>
<tr>
<th>...</th>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
</tr>
<tr>
<th>220</th>
<td>-0.048274</td>
<td>0.790565</td>
<td>-0.014663</td>
<td>0.641338</td>
</tr>
<tr>
<th>221</th>
<td>-0.349361</td>
<td>-0.650828</td>
<td>-1.785594</td>
<td>-1.597555</td>
</tr>
<tr>
<th>222</th>
<td>1.423825</td>
<td>0.503272</td>
<td>0.869992</td>
<td>-0.562968</td>
</tr>
<tr>
<th>223</th>
<td>1.633762</td>
<td>1.226129</td>
<td>0.964924</td>
<td>2.359962</td>
</tr>
<tr>
<th>224</th>
<td>-1.125308</td>
<td>-1.475770</td>
<td>-0.467046</td>
<td>-1.028377</td>
</tr>
<tr>
<th>225</th>
<td>-1.174181</td>
<td>1.238956</td>
<td>-2.593338</td>
<td>0.572914</td>
</tr>
<tr>
<th>226</th>
<td>1.126073</td>
<td>-1.822827</td>
<td>0.860998</td>
<td>-2.738754</td>
</tr>
<tr>
<th>227</th>
<td>-0.697364</td>
<td>-0.587567</td>
<td>-1.475828</td>
<td>-0.425986</td>
</tr>
<tr>
<th>228</th>
<td>-0.809339</td>
<td>-1.558916</td>
<td>-1.193185</td>
<td>-1.021067</td>
</tr>
<tr>
<th>229</th>
<td>-1.782631</td>
<td>-0.519406</td>
<td>-2.537724</td>
<td>0.652872</td>
</tr>
<tr>
<th>230</th>
<td>-1.047769</td>
<td>2.008755</td>
<td>1.136759</td>
<td>0.795452</td>
</tr>
<tr>
<th>231</th>
<td>0.230977</td>
<td>0.710932</td>
<td>-0.889245</td>
<td>1.048744</td>
</tr>
<tr>
<th>232</th>
<td>1.469065</td>
<td>1.027496</td>
<td>-0.053981</td>
<td>1.553225</td>
</tr>
<tr>
<th>233</th>
<td>-1.287094</td>
<td>-0.849319</td>
<td>-2.185270</td>
<td>-0.523177</td>
</tr>
<tr>
<th>234</th>
<td>-0.844326</td>
<td>-1.484286</td>
<td>-1.078605</td>
<td>-1.593757</td>
</tr>
<tr>
<th>235</th>
<td>-1.350303</td>
<td>-1.799205</td>
<td>0.431007</td>
<td>0.312125</td>
</tr>
<tr>
<th>236</th>
<td>-0.450062</td>
<td>-0.355281</td>
<td>-0.465198</td>
<td>-0.876735</td>
</tr>
<tr>
<th>237</th>
<td>-0.329358</td>
<td>1.804160</td>
<td>0.878497</td>
<td>1.868418</td>
</tr>
<tr>
<th>238</th>
<td>2.524127</td>
<td>-1.493965</td>
<td>0.781617</td>
<td>-0.966144</td>
</tr>
<tr>
<th>239</th>
<td>2.425807</td>
<td>0.755315</td>
<td>1.924985</td>
<td>-0.829484</td>
</tr>
<tr>
<th>240</th>
<td>1.258580</td>
<td>-0.646738</td>
<td>0.832134</td>
<td>-0.830561</td>
</tr>
<tr>
<th>241</th>
<td>-0.372328</td>
<td>2.825324</td>
<td>-0.471744</td>
<td>0.122975</td>
</tr>
<tr>
<th>242</th>
<td>0.318093</td>
<td>-0.976949</td>
<td>-1.525561</td>
<td>-1.685334</td>
</tr>
<tr>
<th>243</th>
<td>0.745118</td>
<td>-0.559811</td>
<td>-0.099671</td>
<td>-1.062669</td>
</tr>
<tr>
<th>244</th>
<td>0.132376</td>
<td>1.926510</td>
<td>1.358716</td>
<td>0.290260</td>
</tr>
<tr>
<th>245</th>
<td>0.165687</td>
<td>-0.008064</td>
<td>0.757217</td>
<td>-0.332423</td>
</tr>
<tr>
<th>246</th>
<td>1.110902</td>
<td>0.023894</td>
<td>1.229150</td>
<td>0.403373</td>
</tr>
<tr>
<th>247</th>
<td>0.984540</td>
<td>-1.493402</td>
<td>0.389615</td>
<td>-1.828704</td>
</tr>
<tr>
<th>248</th>
<td>-2.005269</td>
<td>-0.874232</td>
<td>-2.480620</td>
<td>-1.074593</td>
</tr>
<tr>
<th>249</th>
<td>-0.874384</td>
<td>0.905924</td>
<td>-1.758700</td>
<td>0.940660</td>
</tr>
</tbody>
</table>
<p>250 rows × 4 columns</p>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">
In&nbsp;[17]:
</div>
<div class="inner_cell">
<div class="input_area">
<div class="highlight"><pre><span class="k">def</span> <span class="nf">cross_scatter</span><span class="p">(</span><span class="n">train</span><span class="p">,</span> <span class="n">test</span><span class="p">):</span>
<span class="c"># Scatter plot of scores</span>
<span class="c"># ~~~~~~~~~~~~~~~~~~~~~~</span>
<span class="c"># 1) On diagonal plot X vs Y scores on each components</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">12</span><span class="p">,</span> <span class="mi">8</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">subplot</span><span class="p">(</span><span class="mi">221</span><span class="p">)</span>
<span class="n">train</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s">&#39;scatter&#39;</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s">&#39;.target 0&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s">&#39;blue&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s">&#39;train&#39;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">)</span>
<span class="n">test</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s">&#39;scatter&#39;</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s">&#39;.target 0&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s">&#39;red&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s">&#39;test&#39;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">&quot;x scores&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&quot;y scores&quot;</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="s">&#39;Comp. 1: X vs Y (test corr = </span><span class="si">%.2f</span><span class="s">)&#39;</span> <span class="o">%</span>
<span class="n">np</span><span class="o">.</span><span class="n">corrcoef</span><span class="p">(</span><span class="n">test</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">test</span><span class="p">[</span><span class="s">&#39;.target 0&#39;</span><span class="p">])[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(())</span>
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</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">subplot</span><span class="p">(</span><span class="mi">224</span><span class="p">)</span>
<span class="n">train</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s">&#39;scatter&#39;</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s">&#39;.target 1&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s">&#39;blue&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s">&#39;train&#39;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">)</span>
<span class="n">test</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s">&#39;scatter&#39;</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s">&#39;.target 1&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s">&#39;red&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s">&#39;test&#39;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">&quot;x scores&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&quot;y scores&quot;</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="s">&#39;Comp. 2: X vs Y (test corr = </span><span class="si">%.2f</span><span class="s">)&#39;</span> <span class="o">%</span>
<span class="n">np</span><span class="o">.</span><span class="n">corrcoef</span><span class="p">(</span><span class="n">test</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">test</span><span class="p">[</span><span class="s">&#39;.target 1&#39;</span><span class="p">])[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(())</span>
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(())</span>
<span class="c"># 2) Off diagonal plot components 1 vs 2 for X and Y</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">222</span><span class="p">)</span>
<span class="n">train</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s">&#39;scatter&#39;</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s">&#39;.target 1&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s">&#39;blue&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s">&#39;train&#39;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">)</span>
<span class="n">test</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s">&#39;scatter&#39;</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s">&#39;.target 1&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s">&#39;red&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s">&#39;test&#39;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">&quot;X comp. 1&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&quot;X comp. 2&quot;</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="s">&#39;X comp. 1 vs X comp. 2 (test corr = </span><span class="si">%.2f</span><span class="s">)&#39;</span>
<span class="o">%</span> <span class="n">np</span><span class="o">.</span><span class="n">corrcoef</span><span class="p">(</span><span class="n">test</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">test</span><span class="p">[</span><span class="mi">1</span><span class="p">])[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(())</span>
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</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">subplot</span><span class="p">(</span><span class="mi">223</span><span class="p">)</span>
<span class="n">train</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s">&#39;scatter&#39;</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s">&#39;.target 0&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s">&#39;blue&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s">&#39;train&#39;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">)</span>
<span class="n">test</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s">&#39;scatter&#39;</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s">&#39;.target 0&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s">&#39;red&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s">&#39;test&#39;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">&quot;Y comp. 1&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&quot;Y comp. 2&quot;</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="s">&#39;Y comp. 1 vs Y comp. 2 , (test corr = </span><span class="si">%.2f</span><span class="s">)&#39;</span>
<span class="o">%</span> <span class="n">np</span><span class="o">.</span><span class="n">corrcoef</span><span class="p">(</span><span class="n">test</span><span class="p">[</span><span class="s">&#39;.target 0&#39;</span><span class="p">],</span> <span class="n">test</span><span class="p">[</span><span class="s">&#39;.target 1&#39;</span><span class="p">])[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(())</span>
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(())</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
<span class="n">cross_scatter</span><span class="p">(</span><span class="n">train_df</span><span class="p">,</span> <span class="n">test_df</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_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAroAAAHqCAYAAADrm+1zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
>
</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"><pre><span class="n">cross_scatter</span><span class="p">(</span><span class="n">train_transformed</span><span class="p">,</span> <span class="n">test_transformed</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_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAroAAAHqCAYAAADrm+1zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
>
</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"><pre>
</pre></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"><pre>
</pre></div>
</div>
</div>
</div>
</div>
</div>
</div>
</body>
</html>
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment