{"id":665,"date":"2021-06-12T16:24:22","date_gmt":"2021-06-12T16:24:22","guid":{"rendered":"http:\/\/localhost\/wordpress\/?p=665"},"modified":"2021-06-12T20:41:27","modified_gmt":"2021-06-12T20:41:27","slug":"introduction-to-gans-part-1","status":"publish","type":"post","link":"http:\/\/localhost\/wordpress\/introduction-to-gans-part-1\/","title":{"rendered":"Introduction to GANS Part 1\/2"},"content":{"rendered":"\t\t
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\n\t\t\t\n\n\n\nUntitled<\/title>\n\n<script src=\"https:\/\/cdnjs.cloudflare.com\/ajax\/libs\/require.js\/2.1.10\/require.min.js\"><\/script>\n<script src=\"https:\/\/cdnjs.cloudflare.com\/ajax\/libs\/jquery\/2.0.3\/jquery.min.js\"><\/script>\n\n\n\n<style type=\"text\/css\">\n \/*!\n*\n* Twitter Bootstrap\n*\n*\/\n\/*!\n * Bootstrap v3.3.7 (http:\/\/getbootstrap.com)\n * Copyright 2011-2016 Twitter, Inc.\n * Licensed under MIT (https:\/\/github.com\/twbs\/bootstrap\/blob\/master\/LICENSE)\n *\/\n\/*! normalize.css v3.0.3 | MIT License | github.com\/necolas\/normalize.css *\/\nhtml {\n font-family: sans-serif;\n -ms-text-size-adjust: 100%;\n -webkit-text-size-adjust: 100%;\n}\nbody {\n margin: 0;\n}\narticle,\naside,\ndetails,\nfigcaption,\nfigure,\nfooter,\nheader,\nhgroup,\nmain,\nmenu,\nnav,\nsection,\nsummary {\n display: block;\n}\naudio,\ncanvas,\nprogress,\nvideo {\n display: inline-block;\n vertical-align: baseline;\n}\naudio:not([controls]) {\n display: none;\n height: 0;\n}\n[hidden],\ntemplate {\n display: none;\n}\na {\n background-color: transparent;\n}\na:active,\na:hover {\n outline: 0;\n}\nabbr[title] {\n border-bottom: 1px dotted;\n}\nb,\nstrong {\n font-weight: bold;\n}\ndfn {\n font-style: italic;\n}\nh1 {\n font-size: 2em;\n margin: 0.67em 0;\n}\nmark {\n background: #ff0;\n color: #000;\n}\nsmall {\n font-size: 80%;\n}\nsub,\nsup {\n font-size: 75%;\n line-height: 0;\n position: relative;\n vertical-align: baseline;\n}\nsup {\n top: -0.5em;\n}\nsub {\n bottom: -0.25em;\n}\nimg {\n border: 0;\n}\nsvg:not(:root) {\n overflow: hidden;\n}\nfigure {\n margin: 1em 40px;\n}\nhr {\n box-sizing: content-box;\n height: 0;\n}\npre {\n overflow: auto;\n}\ncode,\nkbd,\npre,\nsamp {\n font-family: monospace, monospace;\n font-size: 1em;\n}\nbutton,\ninput,\noptgroup,\nselect,\ntextarea {\n color: inherit;\n font: inherit;\n margin: 0;\n}\nbutton {\n overflow: visible;\n}\nbutton,\nselect {\n text-transform: none;\n}\nbutton,\nhtml input[type=\"button\"],\ninput[type=\"reset\"],\ninput[type=\"submit\"] {\n -webkit-appearance: button;\n cursor: pointer;\n}\nbutton[disabled],\nhtml input[disabled] {\n cursor: default;\n}\nbutton::-moz-focus-inner,\ninput::-moz-focus-inner {\n border: 0;\n padding: 0;\n}\ninput {\n line-height: normal;\n}\ninput[type=\"checkbox\"],\ninput[type=\"radio\"] {\n box-sizing: border-box;\n padding: 0;\n}\ninput[type=\"number\"]::-webkit-inner-spin-button,\ninput[type=\"number\"]::-webkit-outer-spin-button {\n height: auto;\n}\ninput[type=\"search\"] {\n -webkit-appearance: textfield;\n box-sizing: content-box;\n}\ninput[type=\"search\"]::-webkit-search-cancel-button,\ninput[type=\"search\"]::-webkit-search-decoration {\n -webkit-appearance: none;\n}\nfieldset {\n border: 1px solid #c0c0c0;\n margin: 0 2px;\n padding: 0.35em 0.625em 0.75em;\n}\nlegend {\n border: 0;\n padding: 0;\n}\ntextarea {\n overflow: auto;\n}\noptgroup {\n font-weight: bold;\n}\ntable {\n border-collapse: collapse;\n border-spacing: 0;\n}\ntd,\nth {\n padding: 0;\n}\n\/*! 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\"\\e226\";\n}\n.glyphicon-bitcoin:before {\n content: \"\\e227\";\n}\n.glyphicon-btc:before {\n content: \"\\e227\";\n}\n.glyphicon-xbt:before {\n content: \"\\e227\";\n}\n.glyphicon-yen:before {\n content: \"\\00a5\";\n}\n.glyphicon-jpy:before {\n content: \"\\00a5\";\n}\n.glyphicon-ruble:before {\n content: \"\\20bd\";\n}\n.glyphicon-rub:before {\n content: \"\\20bd\";\n}\n.glyphicon-scale:before {\n content: \"\\e230\";\n}\n.glyphicon-ice-lolly:before {\n content: \"\\e231\";\n}\n.glyphicon-ice-lolly-tasted:before {\n content: \"\\e232\";\n}\n.glyphicon-education:before {\n content: \"\\e233\";\n}\n.glyphicon-option-horizontal:before {\n content: \"\\e234\";\n}\n.glyphicon-option-vertical:before {\n content: \"\\e235\";\n}\n.glyphicon-menu-hamburger:before {\n content: \"\\e236\";\n}\n.glyphicon-modal-window:before {\n content: \"\\e237\";\n}\n.glyphicon-oil:before {\n content: \"\\e238\";\n}\n.glyphicon-grain:before {\n content: \"\\e239\";\n}\n.glyphicon-sunglasses:before {\n content: \"\\e240\";\n}\n.glyphicon-text-size:before {\n content: \"\\e241\";\n}\n.glyphicon-text-color:before {\n content: \"\\e242\";\n}\n.glyphicon-text-background:before {\n content: \"\\e243\";\n}\n.glyphicon-object-align-top:before {\n content: \"\\e244\";\n}\n.glyphicon-object-align-bottom:before {\n content: \"\\e245\";\n}\n.glyphicon-object-align-horizontal:before {\n content: \"\\e246\";\n}\n.glyphicon-object-align-left:before {\n content: \"\\e247\";\n}\n.glyphicon-object-align-vertical:before {\n content: \"\\e248\";\n}\n.glyphicon-object-align-right:before {\n content: \"\\e249\";\n}\n.glyphicon-triangle-right:before {\n content: \"\\e250\";\n}\n.glyphicon-triangle-left:before {\n content: \"\\e251\";\n}\n.glyphicon-triangle-bottom:before {\n content: \"\\e252\";\n}\n.glyphicon-triangle-top:before {\n content: \"\\e253\";\n}\n.glyphicon-console:before {\n content: \"\\e254\";\n}\n.glyphicon-superscript:before {\n content: \"\\e255\";\n}\n.glyphicon-subscript:before {\n content: \"\\e256\";\n}\n.glyphicon-menu-left:before {\n content: \"\\e257\";\n}\n.glyphicon-menu-right:before {\n content: \"\\e258\";\n}\n.glyphicon-menu-down:before {\n content: \"\\e259\";\n}\n.glyphicon-menu-up:before {\n content: \"\\e260\";\n}\n* {\n -webkit-box-sizing: border-box;\n -moz-box-sizing: border-box;\n box-sizing: border-box;\n}\n*:before,\n*:after {\n -webkit-box-sizing: border-box;\n -moz-box-sizing: border-box;\n box-sizing: border-box;\n}\nhtml {\n font-size: 10px;\n -webkit-tap-highlight-color: rgba(0, 0, 0, 0);\n}\nbody {\n font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n font-size: 13px;\n line-height: 1.42857143;\n color: #000;\n background-color: #fff;\n}\ninput,\nbutton,\nselect,\ntextarea {\n font-family: inherit;\n font-size: inherit;\n line-height: inherit;\n}\na {\n color: #337ab7;\n text-decoration: none;\n}\na:hover,\na:focus {\n color: #23527c;\n text-decoration: underline;\n}\na:focus {\n outline: 5px auto -webkit-focus-ring-color;\n outline-offset: -2px;\n}\nfigure {\n margin: 0;\n}\nimg {\n vertical-align: middle;\n}\n.img-responsive,\n.thumbnail > img,\n.thumbnail a > img,\n.carousel-inner > .item > img,\n.carousel-inner > .item > a > img {\n display: block;\n max-width: 100%;\n height: auto;\n}\n.img-rounded {\n border-radius: 3px;\n}\n.img-thumbnail {\n padding: 4px;\n line-height: 1.42857143;\n background-color: #fff;\n border: 1px solid #ddd;\n border-radius: 2px;\n -webkit-transition: all 0.2s ease-in-out;\n -o-transition: all 0.2s ease-in-out;\n transition: all 0.2s ease-in-out;\n display: inline-block;\n max-width: 100%;\n height: auto;\n}\n.img-circle {\n border-radius: 50%;\n}\nhr {\n margin-top: 18px;\n margin-bottom: 18px;\n border: 0;\n border-top: 1px solid #eeeeee;\n}\n.sr-only {\n position: absolute;\n width: 1px;\n height: 1px;\n margin: -1px;\n padding: 0;\n overflow: hidden;\n clip: rect(0, 0, 0, 0);\n border: 0;\n}\n.sr-only-focusable:active,\n.sr-only-focusable:focus {\n position: static;\n width: auto;\n height: auto;\n margin: 0;\n overflow: visible;\n clip: auto;\n}\n[role=\"button\"] {\n cursor: pointer;\n}\nh1,\nh2,\nh3,\nh4,\nh5,\nh6,\n.h1,\n.h2,\n.h3,\n.h4,\n.h5,\n.h6 {\n font-family: inherit;\n font-weight: 500;\n line-height: 1.1;\n color: inherit;\n}\nh1 small,\nh2 small,\nh3 small,\nh4 small,\nh5 small,\nh6 small,\n.h1 small,\n.h2 small,\n.h3 small,\n.h4 small,\n.h5 small,\n.h6 small,\nh1 .small,\nh2 .small,\nh3 .small,\nh4 .small,\nh5 .small,\nh6 .small,\n.h1 .small,\n.h2 .small,\n.h3 .small,\n.h4 .small,\n.h5 .small,\n.h6 .small {\n font-weight: normal;\n line-height: 1;\n color: #777777;\n}\nh1,\n.h1,\nh2,\n.h2,\nh3,\n.h3 {\n margin-top: 18px;\n margin-bottom: 9px;\n}\nh1 small,\n.h1 small,\nh2 small,\n.h2 small,\nh3 small,\n.h3 small,\nh1 .small,\n.h1 .small,\nh2 .small,\n.h2 .small,\nh3 .small,\n.h3 .small {\n font-size: 65%;\n}\nh4,\n.h4,\nh5,\n.h5,\nh6,\n.h6 {\n margin-top: 9px;\n margin-bottom: 9px;\n}\nh4 small,\n.h4 small,\nh5 small,\n.h5 small,\nh6 small,\n.h6 small,\nh4 .small,\n.h4 .small,\nh5 .small,\n.h5 .small,\nh6 .small,\n.h6 .small {\n font-size: 75%;\n}\nh1,\n.h1 {\n font-size: 33px;\n}\nh2,\n.h2 {\n font-size: 27px;\n}\nh3,\n.h3 {\n font-size: 23px;\n}\nh4,\n.h4 {\n font-size: 17px;\n}\nh5,\n.h5 {\n font-size: 13px;\n}\nh6,\n.h6 {\n font-size: 12px;\n}\np {\n margin: 0 0 9px;\n}\n.lead {\n margin-bottom: 18px;\n font-size: 14px;\n font-weight: 300;\n line-height: 1.4;\n}\n@media (min-width: 768px) {\n .lead {\n font-size: 19.5px;\n }\n}\nsmall,\n.small {\n font-size: 92%;\n}\nmark,\n.mark {\n background-color: #fcf8e3;\n padding: .2em;\n}\n.text-left {\n text-align: left;\n}\n.text-right {\n text-align: right;\n}\n.text-center {\n text-align: center;\n}\n.text-justify {\n text-align: justify;\n}\n.text-nowrap {\n white-space: nowrap;\n}\n.text-lowercase {\n text-transform: lowercase;\n}\n.text-uppercase {\n text-transform: uppercase;\n}\n.text-capitalize {\n text-transform: capitalize;\n}\n.text-muted {\n color: #777777;\n}\n.text-primary {\n color: #337ab7;\n}\na.text-primary:hover,\na.text-primary:focus {\n color: #286090;\n}\n.text-success {\n color: #3c763d;\n}\na.text-success:hover,\na.text-success:focus {\n color: #2b542c;\n}\n.text-info {\n color: #31708f;\n}\na.text-info:hover,\na.text-info:focus {\n color: #245269;\n}\n.text-warning {\n color: #8a6d3b;\n}\na.text-warning:hover,\na.text-warning:focus {\n color: #66512c;\n}\n.text-danger {\n color: #a94442;\n}\na.text-danger:hover,\na.text-danger:focus {\n color: #843534;\n}\n.bg-primary {\n color: #fff;\n background-color: #337ab7;\n}\na.bg-primary:hover,\na.bg-primary:focus {\n background-color: #286090;\n}\n.bg-success {\n background-color: #dff0d8;\n}\na.bg-success:hover,\na.bg-success:focus {\n background-color: #c1e2b3;\n}\n.bg-info {\n background-color: #d9edf7;\n}\na.bg-info:hover,\na.bg-info:focus {\n background-color: #afd9ee;\n}\n.bg-warning {\n background-color: #fcf8e3;\n}\na.bg-warning:hover,\na.bg-warning:focus {\n background-color: #f7ecb5;\n}\n.bg-danger {\n background-color: #f2dede;\n}\na.bg-danger:hover,\na.bg-danger:focus {\n background-color: #e4b9b9;\n}\n.page-header {\n padding-bottom: 8px;\n margin: 36px 0 18px;\n border-bottom: 1px solid #eeeeee;\n}\nul,\nol {\n margin-top: 0;\n margin-bottom: 9px;\n}\nul ul,\nol ul,\nul ol,\nol ol {\n margin-bottom: 0;\n}\n.list-unstyled {\n padding-left: 0;\n list-style: none;\n}\n.list-inline {\n padding-left: 0;\n list-style: none;\n margin-left: -5px;\n}\n.list-inline > li {\n display: inline-block;\n padding-left: 5px;\n padding-right: 5px;\n}\ndl {\n margin-top: 0;\n margin-bottom: 18px;\n}\ndt,\ndd {\n line-height: 1.42857143;\n}\ndt {\n font-weight: bold;\n}\ndd {\n margin-left: 0;\n}\n@media (min-width: 541px) {\n .dl-horizontal dt {\n float: left;\n width: 160px;\n clear: left;\n text-align: right;\n overflow: hidden;\n text-overflow: ellipsis;\n white-space: nowrap;\n }\n .dl-horizontal dd {\n margin-left: 180px;\n }\n}\nabbr[title],\nabbr[data-original-title] {\n cursor: help;\n border-bottom: 1px dotted #777777;\n}\n.initialism {\n font-size: 90%;\n text-transform: uppercase;\n}\nblockquote {\n padding: 9px 18px;\n margin: 0 0 18px;\n font-size: inherit;\n border-left: 5px solid #eeeeee;\n}\nblockquote p:last-child,\nblockquote ul:last-child,\nblockquote ol:last-child {\n margin-bottom: 0;\n}\nblockquote footer,\nblockquote small,\nblockquote .small {\n display: block;\n font-size: 80%;\n line-height: 1.42857143;\n color: #777777;\n}\nblockquote footer:before,\nblockquote small:before,\nblockquote .small:before {\n content: '\\2014 \\00A0';\n}\n.blockquote-reverse,\nblockquote.pull-right {\n padding-right: 15px;\n padding-left: 0;\n border-right: 5px solid #eeeeee;\n border-left: 0;\n text-align: right;\n}\n.blockquote-reverse footer:before,\nblockquote.pull-right footer:before,\n.blockquote-reverse small:before,\nblockquote.pull-right small:before,\n.blockquote-reverse .small:before,\nblockquote.pull-right .small:before {\n content: '';\n}\n.blockquote-reverse footer:after,\nblockquote.pull-right footer:after,\n.blockquote-reverse small:after,\nblockquote.pull-right small:after,\n.blockquote-reverse .small:after,\nblockquote.pull-right .small:after {\n content: '\\00A0 \\2014';\n}\naddress {\n margin-bottom: 18px;\n font-style: normal;\n line-height: 1.42857143;\n}\ncode,\nkbd,\npre,\nsamp {\n font-family: monospace;\n}\ncode {\n padding: 2px 4px;\n font-size: 90%;\n color: #c7254e;\n background-color: #f9f2f4;\n border-radius: 2px;\n}\nkbd {\n padding: 2px 4px;\n font-size: 90%;\n color: #888;\n background-color: transparent;\n border-radius: 1px;\n box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);\n}\nkbd kbd {\n padding: 0;\n font-size: 100%;\n font-weight: bold;\n box-shadow: none;\n}\npre {\n display: block;\n padding: 8.5px;\n margin: 0 0 9px;\n font-size: 12px;\n line-height: 1.42857143;\n word-break: break-all;\n word-wrap: break-word;\n color: #333333;\n background-color: #f5f5f5;\n border: 1px solid #ccc;\n border-radius: 2px;\n}\npre code {\n padding: 0;\n font-size: inherit;\n color: inherit;\n white-space: pre-wrap;\n background-color: transparent;\n border-radius: 0;\n}\n.pre-scrollable {\n max-height: 340px;\n overflow-y: scroll;\n}\n.container {\n margin-right: auto;\n margin-left: auto;\n padding-left: 0px;\n padding-right: 0px;\n}\n@media (min-width: 768px) {\n .container {\n width: 768px;\n }\n}\n@media (min-width: 992px) {\n .container {\n width: 940px;\n }\n}\n@media (min-width: 1200px) {\n .container {\n width: 1140px;\n }\n}\n.container-fluid {\n margin-right: auto;\n margin-left: auto;\n padding-left: 0px;\n padding-right: 0px;\n}\n.row {\n margin-left: 0px;\n margin-right: 0px;\n}\n.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {\n position: relative;\n min-height: 1px;\n padding-left: 0px;\n padding-right: 0px;\n}\n.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {\n float: left;\n}\n.col-xs-12 {\n width: 100%;\n}\n.col-xs-11 {\n width: 91.66666667%;\n}\n.col-xs-10 {\n width: 83.33333333%;\n}\n.col-xs-9 {\n width: 75%;\n}\n.col-xs-8 {\n width: 66.66666667%;\n}\n.col-xs-7 {\n width: 58.33333333%;\n}\n.col-xs-6 {\n width: 50%;\n}\n.col-xs-5 {\n width: 41.66666667%;\n}\n.col-xs-4 {\n width: 33.33333333%;\n}\n.col-xs-3 {\n width: 25%;\n}\n.col-xs-2 {\n width: 16.66666667%;\n}\n.col-xs-1 {\n width: 8.33333333%;\n}\n.col-xs-pull-12 {\n right: 100%;\n}\n.col-xs-pull-11 {\n right: 91.66666667%;\n}\n.col-xs-pull-10 {\n right: 83.33333333%;\n}\n.col-xs-pull-9 {\n right: 75%;\n}\n.col-xs-pull-8 {\n right: 66.66666667%;\n}\n.col-xs-pull-7 {\n right: 58.33333333%;\n}\n.col-xs-pull-6 {\n right: 50%;\n}\n.col-xs-pull-5 {\n right: 41.66666667%;\n}\n.col-xs-pull-4 {\n right: 33.33333333%;\n}\n.col-xs-pull-3 {\n right: 25%;\n}\n.col-xs-pull-2 {\n right: 16.66666667%;\n}\n.col-xs-pull-1 {\n right: 8.33333333%;\n}\n.col-xs-pull-0 {\n right: auto;\n}\n.col-xs-push-12 {\n left: 100%;\n}\n.col-xs-push-11 {\n left: 91.66666667%;\n}\n.col-xs-push-10 {\n left: 83.33333333%;\n}\n.col-xs-push-9 {\n left: 75%;\n}\n.col-xs-push-8 {\n left: 66.66666667%;\n}\n.col-xs-push-7 {\n left: 58.33333333%;\n}\n.col-xs-push-6 {\n left: 50%;\n}\n.col-xs-push-5 {\n left: 41.66666667%;\n}\n.col-xs-push-4 {\n left: 33.33333333%;\n}\n.col-xs-push-3 {\n left: 25%;\n}\n.col-xs-push-2 {\n left: 16.66666667%;\n}\n.col-xs-push-1 {\n left: 8.33333333%;\n}\n.col-xs-push-0 {\n left: auto;\n}\n.col-xs-offset-12 {\n margin-left: 100%;\n}\n.col-xs-offset-11 {\n margin-left: 91.66666667%;\n}\n.col-xs-offset-10 {\n margin-left: 83.33333333%;\n}\n.col-xs-offset-9 {\n margin-left: 75%;\n}\n.col-xs-offset-8 {\n margin-left: 66.66666667%;\n}\n.col-xs-offset-7 {\n margin-left: 58.33333333%;\n}\n.col-xs-offset-6 {\n margin-left: 50%;\n}\n.col-xs-offset-5 {\n margin-left: 41.66666667%;\n}\n.col-xs-offset-4 {\n margin-left: 33.33333333%;\n}\n.col-xs-offset-3 {\n margin-left: 25%;\n}\n.col-xs-offset-2 {\n margin-left: 16.66666667%;\n}\n.col-xs-offset-1 {\n margin-left: 8.33333333%;\n}\n.col-xs-offset-0 {\n margin-left: 0%;\n}\n@media (min-width: 768px) {\n .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {\n float: left;\n }\n .col-sm-12 {\n width: 100%;\n }\n .col-sm-11 {\n width: 91.66666667%;\n }\n .col-sm-10 {\n width: 83.33333333%;\n }\n .col-sm-9 {\n width: 75%;\n }\n .col-sm-8 {\n width: 66.66666667%;\n }\n .col-sm-7 {\n width: 58.33333333%;\n }\n .col-sm-6 {\n width: 50%;\n }\n .col-sm-5 {\n width: 41.66666667%;\n }\n .col-sm-4 {\n width: 33.33333333%;\n }\n .col-sm-3 {\n width: 25%;\n }\n .col-sm-2 {\n width: 16.66666667%;\n }\n .col-sm-1 {\n width: 8.33333333%;\n }\n .col-sm-pull-12 {\n right: 100%;\n }\n .col-sm-pull-11 {\n right: 91.66666667%;\n }\n .col-sm-pull-10 {\n right: 83.33333333%;\n }\n .col-sm-pull-9 {\n right: 75%;\n }\n .col-sm-pull-8 {\n right: 66.66666667%;\n }\n .col-sm-pull-7 {\n right: 58.33333333%;\n }\n .col-sm-pull-6 {\n right: 50%;\n }\n .col-sm-pull-5 {\n right: 41.66666667%;\n }\n .col-sm-pull-4 {\n right: 33.33333333%;\n }\n .col-sm-pull-3 {\n right: 25%;\n }\n .col-sm-pull-2 {\n right: 16.66666667%;\n }\n .col-sm-pull-1 {\n right: 8.33333333%;\n }\n .col-sm-pull-0 {\n right: auto;\n }\n .col-sm-push-12 {\n left: 100%;\n }\n .col-sm-push-11 {\n left: 91.66666667%;\n }\n .col-sm-push-10 {\n left: 83.33333333%;\n }\n .col-sm-push-9 {\n left: 75%;\n }\n .col-sm-push-8 {\n left: 66.66666667%;\n }\n .col-sm-push-7 {\n left: 58.33333333%;\n }\n .col-sm-push-6 {\n left: 50%;\n }\n .col-sm-push-5 {\n left: 41.66666667%;\n }\n .col-sm-push-4 {\n left: 33.33333333%;\n }\n .col-sm-push-3 {\n left: 25%;\n }\n .col-sm-push-2 {\n left: 16.66666667%;\n }\n .col-sm-push-1 {\n left: 8.33333333%;\n }\n .col-sm-push-0 {\n left: auto;\n }\n .col-sm-offset-12 {\n margin-left: 100%;\n }\n .col-sm-offset-11 {\n margin-left: 91.66666667%;\n }\n .col-sm-offset-10 {\n margin-left: 83.33333333%;\n }\n .col-sm-offset-9 {\n margin-left: 75%;\n }\n .col-sm-offset-8 {\n margin-left: 66.66666667%;\n }\n .col-sm-offset-7 {\n margin-left: 58.33333333%;\n }\n .col-sm-offset-6 {\n margin-left: 50%;\n }\n .col-sm-offset-5 {\n margin-left: 41.66666667%;\n }\n .col-sm-offset-4 {\n margin-left: 33.33333333%;\n }\n .col-sm-offset-3 {\n margin-left: 25%;\n }\n .col-sm-offset-2 {\n margin-left: 16.66666667%;\n }\n .col-sm-offset-1 {\n margin-left: 8.33333333%;\n }\n .col-sm-offset-0 {\n margin-left: 0%;\n }\n}\n@media (min-width: 992px) {\n .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {\n float: left;\n }\n .col-md-12 {\n width: 100%;\n }\n .col-md-11 {\n width: 91.66666667%;\n }\n .col-md-10 {\n width: 83.33333333%;\n }\n .col-md-9 {\n width: 75%;\n }\n .col-md-8 {\n width: 66.66666667%;\n }\n .col-md-7 {\n width: 58.33333333%;\n }\n .col-md-6 {\n width: 50%;\n }\n .col-md-5 {\n width: 41.66666667%;\n }\n .col-md-4 {\n width: 33.33333333%;\n }\n .col-md-3 {\n width: 25%;\n }\n .col-md-2 {\n width: 16.66666667%;\n }\n .col-md-1 {\n width: 8.33333333%;\n }\n .col-md-pull-12 {\n right: 100%;\n }\n .col-md-pull-11 {\n right: 91.66666667%;\n }\n .col-md-pull-10 {\n right: 83.33333333%;\n }\n .col-md-pull-9 {\n right: 75%;\n }\n .col-md-pull-8 {\n right: 66.66666667%;\n }\n .col-md-pull-7 {\n right: 58.33333333%;\n }\n .col-md-pull-6 {\n right: 50%;\n }\n .col-md-pull-5 {\n right: 41.66666667%;\n }\n .col-md-pull-4 {\n right: 33.33333333%;\n }\n .col-md-pull-3 {\n right: 25%;\n }\n .col-md-pull-2 {\n right: 16.66666667%;\n }\n .col-md-pull-1 {\n right: 8.33333333%;\n }\n .col-md-pull-0 {\n right: auto;\n }\n .col-md-push-12 {\n left: 100%;\n }\n .col-md-push-11 {\n left: 91.66666667%;\n }\n .col-md-push-10 {\n left: 83.33333333%;\n }\n .col-md-push-9 {\n left: 75%;\n }\n .col-md-push-8 {\n left: 66.66666667%;\n }\n .col-md-push-7 {\n left: 58.33333333%;\n }\n .col-md-push-6 {\n left: 50%;\n }\n .col-md-push-5 {\n left: 41.66666667%;\n }\n .col-md-push-4 {\n left: 33.33333333%;\n }\n .col-md-push-3 {\n left: 25%;\n }\n .col-md-push-2 {\n left: 16.66666667%;\n }\n .col-md-push-1 {\n left: 8.33333333%;\n }\n .col-md-push-0 {\n left: auto;\n }\n .col-md-offset-12 {\n margin-left: 100%;\n }\n .col-md-offset-11 {\n margin-left: 91.66666667%;\n }\n .col-md-offset-10 {\n margin-left: 83.33333333%;\n }\n .col-md-offset-9 {\n margin-left: 75%;\n }\n .col-md-offset-8 {\n margin-left: 66.66666667%;\n }\n .col-md-offset-7 {\n margin-left: 58.33333333%;\n }\n .col-md-offset-6 {\n margin-left: 50%;\n }\n .col-md-offset-5 {\n margin-left: 41.66666667%;\n }\n .col-md-offset-4 {\n margin-left: 33.33333333%;\n }\n .col-md-offset-3 {\n margin-left: 25%;\n }\n .col-md-offset-2 {\n margin-left: 16.66666667%;\n }\n .col-md-offset-1 {\n margin-left: 8.33333333%;\n }\n .col-md-offset-0 {\n margin-left: 0%;\n }\n}\n@media (min-width: 1200px) {\n .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {\n float: left;\n }\n .col-lg-12 {\n width: 100%;\n }\n .col-lg-11 {\n width: 91.66666667%;\n }\n .col-lg-10 {\n width: 83.33333333%;\n }\n .col-lg-9 {\n width: 75%;\n }\n .col-lg-8 {\n width: 66.66666667%;\n }\n .col-lg-7 {\n width: 58.33333333%;\n }\n .col-lg-6 {\n width: 50%;\n }\n .col-lg-5 {\n width: 41.66666667%;\n }\n .col-lg-4 {\n width: 33.33333333%;\n }\n .col-lg-3 {\n width: 25%;\n }\n .col-lg-2 {\n width: 16.66666667%;\n }\n .col-lg-1 {\n width: 8.33333333%;\n }\n .col-lg-pull-12 {\n right: 100%;\n }\n .col-lg-pull-11 {\n right: 91.66666667%;\n }\n .col-lg-pull-10 {\n right: 83.33333333%;\n }\n .col-lg-pull-9 {\n right: 75%;\n }\n .col-lg-pull-8 {\n right: 66.66666667%;\n }\n .col-lg-pull-7 {\n right: 58.33333333%;\n }\n .col-lg-pull-6 {\n right: 50%;\n }\n .col-lg-pull-5 {\n right: 41.66666667%;\n }\n .col-lg-pull-4 {\n right: 33.33333333%;\n }\n .col-lg-pull-3 {\n right: 25%;\n }\n .col-lg-pull-2 {\n right: 16.66666667%;\n }\n .col-lg-pull-1 {\n right: 8.33333333%;\n }\n .col-lg-pull-0 {\n right: auto;\n }\n .col-lg-push-12 {\n left: 100%;\n }\n .col-lg-push-11 {\n left: 91.66666667%;\n }\n .col-lg-push-10 {\n left: 83.33333333%;\n }\n .col-lg-push-9 {\n left: 75%;\n }\n .col-lg-push-8 {\n left: 66.66666667%;\n }\n .col-lg-push-7 {\n left: 58.33333333%;\n }\n .col-lg-push-6 {\n left: 50%;\n }\n .col-lg-push-5 {\n left: 41.66666667%;\n }\n .col-lg-push-4 {\n left: 33.33333333%;\n }\n .col-lg-push-3 {\n left: 25%;\n }\n .col-lg-push-2 {\n left: 16.66666667%;\n }\n .col-lg-push-1 {\n left: 8.33333333%;\n }\n .col-lg-push-0 {\n left: auto;\n }\n .col-lg-offset-12 {\n margin-left: 100%;\n }\n .col-lg-offset-11 {\n margin-left: 91.66666667%;\n }\n .col-lg-offset-10 {\n margin-left: 83.33333333%;\n }\n .col-lg-offset-9 {\n margin-left: 75%;\n }\n .col-lg-offset-8 {\n margin-left: 66.66666667%;\n }\n .col-lg-offset-7 {\n margin-left: 58.33333333%;\n }\n .col-lg-offset-6 {\n margin-left: 50%;\n }\n .col-lg-offset-5 {\n margin-left: 41.66666667%;\n }\n .col-lg-offset-4 {\n margin-left: 33.33333333%;\n }\n .col-lg-offset-3 {\n margin-left: 25%;\n }\n .col-lg-offset-2 {\n margin-left: 16.66666667%;\n }\n .col-lg-offset-1 {\n margin-left: 8.33333333%;\n }\n .col-lg-offset-0 {\n margin-left: 0%;\n }\n}\ntable {\n background-color: transparent;\n}\ncaption {\n padding-top: 8px;\n padding-bottom: 8px;\n color: #777777;\n text-align: left;\n}\nth {\n text-align: left;\n}\n.table {\n width: 100%;\n max-width: 100%;\n margin-bottom: 18px;\n}\n.table > thead > tr > th,\n.table > tbody > tr > th,\n.table > tfoot > tr > th,\n.table > thead > tr > td,\n.table > tbody > tr > td,\n.table > tfoot > tr > td {\n padding: 8px;\n line-height: 1.42857143;\n vertical-align: top;\n border-top: 1px solid #ddd;\n}\n.table > thead > tr > th {\n vertical-align: bottom;\n border-bottom: 2px solid #ddd;\n}\n.table > caption + thead > tr:first-child > th,\n.table > colgroup + thead > tr:first-child > th,\n.table > thead:first-child > tr:first-child > th,\n.table > caption + thead > tr:first-child > td,\n.table > colgroup + thead > tr:first-child > td,\n.table > thead:first-child > tr:first-child > td {\n border-top: 0;\n}\n.table > tbody + tbody {\n border-top: 2px solid #ddd;\n}\n.table .table {\n background-color: #fff;\n}\n.table-condensed > thead > tr > th,\n.table-condensed > tbody > tr > th,\n.table-condensed > tfoot > tr > th,\n.table-condensed > thead > tr > td,\n.table-condensed > tbody > tr > td,\n.table-condensed > tfoot > tr > td {\n padding: 5px;\n}\n.table-bordered {\n border: 1px solid #ddd;\n}\n.table-bordered > thead > tr > th,\n.table-bordered > tbody > tr > th,\n.table-bordered > tfoot > tr > th,\n.table-bordered > thead > tr > td,\n.table-bordered > tbody > tr > td,\n.table-bordered > tfoot > tr > td {\n border: 1px solid #ddd;\n}\n.table-bordered > thead > tr > th,\n.table-bordered > thead > tr > td {\n border-bottom-width: 2px;\n}\n.table-striped > tbody > tr:nth-of-type(odd) {\n background-color: #f9f9f9;\n}\n.table-hover > tbody > tr:hover {\n background-color: #f5f5f5;\n}\ntable col[class*=\"col-\"] {\n position: static;\n float: none;\n display: table-column;\n}\ntable td[class*=\"col-\"],\ntable th[class*=\"col-\"] {\n position: static;\n float: none;\n display: table-cell;\n}\n.table > thead > tr > td.active,\n.table > tbody > tr > td.active,\n.table > tfoot > tr > td.active,\n.table > thead > tr > th.active,\n.table > tbody > tr > th.active,\n.table > tfoot > tr > th.active,\n.table > thead > tr.active > td,\n.table > tbody > tr.active > td,\n.table > tfoot > tr.active > td,\n.table > thead > tr.active > th,\n.table > tbody > tr.active > th,\n.table > tfoot > tr.active > th {\n background-color: #f5f5f5;\n}\n.table-hover > tbody > tr > td.active:hover,\n.table-hover > tbody > tr > th.active:hover,\n.table-hover > tbody > tr.active:hover > td,\n.table-hover > tbody > tr:hover > .active,\n.table-hover > tbody > tr.active:hover > th {\n background-color: #e8e8e8;\n}\n.table > thead > tr > td.success,\n.table > tbody > tr > td.success,\n.table > tfoot > tr > td.success,\n.table > thead > tr > th.success,\n.table > tbody > tr > th.success,\n.table > tfoot > tr > th.success,\n.table > thead > tr.success > td,\n.table > tbody > tr.success > td,\n.table > tfoot > tr.success > td,\n.table > thead > tr.success > th,\n.table > tbody > tr.success > th,\n.table > tfoot > tr.success > th {\n background-color: #dff0d8;\n}\n.table-hover > tbody > tr > td.success:hover,\n.table-hover > tbody > tr > th.success:hover,\n.table-hover > tbody > tr.success:hover > td,\n.table-hover > tbody > tr:hover > .success,\n.table-hover > tbody > tr.success:hover > th {\n background-color: #d0e9c6;\n}\n.table > thead > tr > td.info,\n.table > tbody > tr > td.info,\n.table > tfoot > tr > td.info,\n.table > thead > tr > th.info,\n.table > tbody > tr > th.info,\n.table > tfoot > tr > th.info,\n.table > thead > tr.info > td,\n.table > tbody > tr.info > td,\n.table > tfoot > tr.info > td,\n.table > thead > tr.info > th,\n.table > tbody > tr.info > th,\n.table > tfoot > tr.info > th {\n background-color: #d9edf7;\n}\n.table-hover > tbody > tr > td.info:hover,\n.table-hover > tbody > tr > th.info:hover,\n.table-hover > tbody > tr.info:hover > td,\n.table-hover > tbody > tr:hover > .info,\n.table-hover > tbody > tr.info:hover > th {\n background-color: #c4e3f3;\n}\n.table > thead > tr > td.warning,\n.table > tbody > tr > td.warning,\n.table > tfoot > tr > td.warning,\n.table > thead > tr > th.warning,\n.table > tbody > tr > th.warning,\n.table > tfoot > tr > th.warning,\n.table > thead > tr.warning > td,\n.table > tbody > tr.warning > td,\n.table > tfoot > tr.warning > td,\n.table > thead > tr.warning > th,\n.table > tbody > tr.warning > th,\n.table > tfoot > tr.warning > th {\n background-color: #fcf8e3;\n}\n.table-hover > tbody > tr > td.warning:hover,\n.table-hover > tbody > tr > th.warning:hover,\n.table-hover > tbody > tr.warning:hover > td,\n.table-hover > tbody > tr:hover > .warning,\n.table-hover > tbody > tr.warning:hover > th {\n background-color: #faf2cc;\n}\n.table > thead > tr > td.danger,\n.table > tbody > tr > td.danger,\n.table > tfoot > tr > td.danger,\n.table > thead > tr > th.danger,\n.table > tbody > tr > th.danger,\n.table > tfoot > tr > th.danger,\n.table > thead > tr.danger > td,\n.table > tbody > tr.danger > td,\n.table > tfoot > tr.danger > td,\n.table > thead > tr.danger > th,\n.table > tbody > tr.danger > th,\n.table > tfoot > tr.danger > th {\n background-color: #f2dede;\n}\n.table-hover > tbody > tr > td.danger:hover,\n.table-hover > tbody > tr > th.danger:hover,\n.table-hover > tbody > tr.danger:hover > td,\n.table-hover > tbody > tr:hover > .danger,\n.table-hover > tbody > tr.danger:hover > th {\n background-color: #ebcccc;\n}\n.table-responsive {\n overflow-x: auto;\n min-height: 0.01%;\n}\n@media screen and (max-width: 767px) {\n .table-responsive {\n width: 100%;\n margin-bottom: 13.5px;\n overflow-y: hidden;\n -ms-overflow-style: -ms-autohiding-scrollbar;\n border: 1px solid #ddd;\n }\n .table-responsive > .table {\n margin-bottom: 0;\n }\n .table-responsive > .table > thead > tr > th,\n .table-responsive > .table > tbody > tr > th,\n .table-responsive > .table > tfoot > tr > th,\n .table-responsive > .table > thead > tr > td,\n .table-responsive > .table > tbody > tr > td,\n .table-responsive > .table > tfoot > tr > td {\n white-space: nowrap;\n }\n .table-responsive > .table-bordered {\n border: 0;\n }\n .table-responsive > .table-bordered > thead > tr > th:first-child,\n .table-responsive > .table-bordered > tbody > tr > th:first-child,\n .table-responsive > .table-bordered > tfoot > tr > th:first-child,\n .table-responsive > .table-bordered > thead > tr > td:first-child,\n .table-responsive > .table-bordered > tbody > tr > td:first-child,\n .table-responsive > .table-bordered > tfoot > tr > td:first-child {\n border-left: 0;\n }\n .table-responsive > .table-bordered > thead > tr > th:last-child,\n .table-responsive > .table-bordered > tbody > tr > th:last-child,\n .table-responsive > .table-bordered > tfoot > tr > th:last-child,\n .table-responsive > .table-bordered > thead > tr > td:last-child,\n .table-responsive > .table-bordered > tbody > tr > td:last-child,\n .table-responsive > .table-bordered > tfoot > tr > td:last-child {\n border-right: 0;\n }\n .table-responsive > .table-bordered > tbody > tr:last-child > th,\n .table-responsive > .table-bordered > tfoot > tr:last-child > th,\n .table-responsive > .table-bordered > tbody > tr:last-child > td,\n .table-responsive > .table-bordered > tfoot > tr:last-child > td {\n border-bottom: 0;\n }\n}\nfieldset {\n padding: 0;\n margin: 0;\n border: 0;\n min-width: 0;\n}\nlegend {\n display: block;\n width: 100%;\n padding: 0;\n margin-bottom: 18px;\n font-size: 19.5px;\n line-height: inherit;\n color: #333333;\n border: 0;\n border-bottom: 1px solid #e5e5e5;\n}\nlabel {\n display: inline-block;\n max-width: 100%;\n margin-bottom: 5px;\n font-weight: bold;\n}\ninput[type=\"search\"] {\n -webkit-box-sizing: border-box;\n -moz-box-sizing: border-box;\n box-sizing: border-box;\n}\ninput[type=\"radio\"],\ninput[type=\"checkbox\"] {\n margin: 4px 0 0;\n margin-top: 1px \\9;\n line-height: normal;\n}\ninput[type=\"file\"] {\n display: block;\n}\ninput[type=\"range\"] {\n display: block;\n width: 100%;\n}\nselect[multiple],\nselect[size] {\n height: auto;\n}\ninput[type=\"file\"]:focus,\ninput[type=\"radio\"]:focus,\ninput[type=\"checkbox\"]:focus {\n outline: 5px auto -webkit-focus-ring-color;\n outline-offset: -2px;\n}\noutput {\n display: block;\n padding-top: 7px;\n font-size: 13px;\n line-height: 1.42857143;\n color: #555555;\n}\n.form-control {\n display: block;\n width: 100%;\n height: 32px;\n padding: 6px 12px;\n font-size: 13px;\n line-height: 1.42857143;\n color: #555555;\n background-color: #fff;\n background-image: none;\n border: 1px solid #ccc;\n border-radius: 2px;\n -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);\n box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);\n -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;\n -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;\n transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;\n}\n.form-control:focus {\n border-color: #66afe9;\n outline: 0;\n -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);\n box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);\n}\n.form-control::-moz-placeholder {\n color: #999;\n opacity: 1;\n}\n.form-control:-ms-input-placeholder {\n color: #999;\n}\n.form-control::-webkit-input-placeholder {\n color: #999;\n}\n.form-control::-ms-expand {\n border: 0;\n background-color: transparent;\n}\n.form-control[disabled],\n.form-control[readonly],\nfieldset[disabled] .form-control {\n background-color: #eeeeee;\n opacity: 1;\n}\n.form-control[disabled],\nfieldset[disabled] .form-control {\n cursor: not-allowed;\n}\ntextarea.form-control {\n height: auto;\n}\ninput[type=\"search\"] {\n -webkit-appearance: none;\n}\n@media screen and (-webkit-min-device-pixel-ratio: 0) {\n input[type=\"date\"].form-control,\n input[type=\"time\"].form-control,\n input[type=\"datetime-local\"].form-control,\n input[type=\"month\"].form-control {\n line-height: 32px;\n }\n input[type=\"date\"].input-sm,\n input[type=\"time\"].input-sm,\n input[type=\"datetime-local\"].input-sm,\n input[type=\"month\"].input-sm,\n .input-group-sm input[type=\"date\"],\n .input-group-sm input[type=\"time\"],\n .input-group-sm input[type=\"datetime-local\"],\n .input-group-sm input[type=\"month\"] {\n line-height: 30px;\n }\n input[type=\"date\"].input-lg,\n input[type=\"time\"].input-lg,\n input[type=\"datetime-local\"].input-lg,\n input[type=\"month\"].input-lg,\n .input-group-lg input[type=\"date\"],\n .input-group-lg input[type=\"time\"],\n .input-group-lg input[type=\"datetime-local\"],\n .input-group-lg input[type=\"month\"] {\n line-height: 45px;\n }\n}\n.form-group {\n margin-bottom: 15px;\n}\n.radio,\n.checkbox {\n position: relative;\n display: block;\n margin-top: 10px;\n margin-bottom: 10px;\n}\n.radio label,\n.checkbox label {\n min-height: 18px;\n padding-left: 20px;\n margin-bottom: 0;\n font-weight: normal;\n cursor: pointer;\n}\n.radio input[type=\"radio\"],\n.radio-inline input[type=\"radio\"],\n.checkbox input[type=\"checkbox\"],\n.checkbox-inline input[type=\"checkbox\"] {\n position: absolute;\n margin-left: -20px;\n margin-top: 4px \\9;\n}\n.radio + .radio,\n.checkbox + .checkbox {\n margin-top: -5px;\n}\n.radio-inline,\n.checkbox-inline {\n position: relative;\n display: inline-block;\n padding-left: 20px;\n margin-bottom: 0;\n vertical-align: middle;\n font-weight: normal;\n cursor: pointer;\n}\n.radio-inline + .radio-inline,\n.checkbox-inline + .checkbox-inline {\n margin-top: 0;\n margin-left: 10px;\n}\ninput[type=\"radio\"][disabled],\ninput[type=\"checkbox\"][disabled],\ninput[type=\"radio\"].disabled,\ninput[type=\"checkbox\"].disabled,\nfieldset[disabled] input[type=\"radio\"],\nfieldset[disabled] input[type=\"checkbox\"] {\n cursor: not-allowed;\n}\n.radio-inline.disabled,\n.checkbox-inline.disabled,\nfieldset[disabled] .radio-inline,\nfieldset[disabled] .checkbox-inline {\n cursor: not-allowed;\n}\n.radio.disabled label,\n.checkbox.disabled label,\nfieldset[disabled] .radio label,\nfieldset[disabled] .checkbox label {\n cursor: not-allowed;\n}\n.form-control-static {\n padding-top: 7px;\n padding-bottom: 7px;\n margin-bottom: 0;\n min-height: 31px;\n}\n.form-control-static.input-lg,\n.form-control-static.input-sm {\n padding-left: 0;\n padding-right: 0;\n}\n.input-sm {\n height: 30px;\n padding: 5px 10px;\n font-size: 12px;\n line-height: 1.5;\n border-radius: 1px;\n}\nselect.input-sm {\n height: 30px;\n line-height: 30px;\n}\ntextarea.input-sm,\nselect[multiple].input-sm {\n height: auto;\n}\n.form-group-sm .form-control {\n height: 30px;\n padding: 5px 10px;\n font-size: 12px;\n line-height: 1.5;\n border-radius: 1px;\n}\n.form-group-sm select.form-control {\n height: 30px;\n line-height: 30px;\n}\n.form-group-sm textarea.form-control,\n.form-group-sm select[multiple].form-control {\n height: auto;\n}\n.form-group-sm .form-control-static {\n height: 30px;\n min-height: 30px;\n padding: 6px 10px;\n font-size: 12px;\n line-height: 1.5;\n}\n.input-lg {\n height: 45px;\n padding: 10px 16px;\n font-size: 17px;\n line-height: 1.3333333;\n border-radius: 3px;\n}\nselect.input-lg {\n height: 45px;\n line-height: 45px;\n}\ntextarea.input-lg,\nselect[multiple].input-lg {\n height: auto;\n}\n.form-group-lg .form-control {\n height: 45px;\n padding: 10px 16px;\n font-size: 17px;\n line-height: 1.3333333;\n border-radius: 3px;\n}\n.form-group-lg select.form-control {\n height: 45px;\n line-height: 45px;\n}\n.form-group-lg textarea.form-control,\n.form-group-lg select[multiple].form-control {\n height: auto;\n}\n.form-group-lg .form-control-static {\n height: 45px;\n min-height: 35px;\n padding: 11px 16px;\n font-size: 17px;\n line-height: 1.3333333;\n}\n.has-feedback {\n position: relative;\n}\n.has-feedback .form-control {\n padding-right: 40px;\n}\n.form-control-feedback {\n position: absolute;\n top: 0;\n right: 0;\n z-index: 2;\n display: block;\n width: 32px;\n height: 32px;\n line-height: 32px;\n text-align: center;\n pointer-events: none;\n}\n.input-lg + .form-control-feedback,\n.input-group-lg + .form-control-feedback,\n.form-group-lg .form-control + .form-control-feedback {\n width: 45px;\n height: 45px;\n line-height: 45px;\n}\n.input-sm + .form-control-feedback,\n.input-group-sm + .form-control-feedback,\n.form-group-sm .form-control + .form-control-feedback {\n width: 30px;\n height: 30px;\n line-height: 30px;\n}\n.has-success .help-block,\n.has-success .control-label,\n.has-success .radio,\n.has-success .checkbox,\n.has-success .radio-inline,\n.has-success .checkbox-inline,\n.has-success.radio label,\n.has-success.checkbox label,\n.has-success.radio-inline label,\n.has-success.checkbox-inline label {\n color: #3c763d;\n}\n.has-success .form-control {\n border-color: #3c763d;\n -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);\n box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);\n}\n.has-success .form-control:focus {\n border-color: #2b542c;\n -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;\n box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;\n}\n.has-success .input-group-addon {\n color: #3c763d;\n border-color: #3c763d;\n background-color: #dff0d8;\n}\n.has-success .form-control-feedback {\n color: #3c763d;\n}\n.has-warning .help-block,\n.has-warning .control-label,\n.has-warning .radio,\n.has-warning .checkbox,\n.has-warning .radio-inline,\n.has-warning .checkbox-inline,\n.has-warning.radio label,\n.has-warning.checkbox label,\n.has-warning.radio-inline label,\n.has-warning.checkbox-inline label {\n color: #8a6d3b;\n}\n.has-warning .form-control {\n border-color: #8a6d3b;\n -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);\n box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);\n}\n.has-warning .form-control:focus {\n border-color: #66512c;\n -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;\n box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;\n}\n.has-warning .input-group-addon {\n color: #8a6d3b;\n border-color: #8a6d3b;\n background-color: #fcf8e3;\n}\n.has-warning .form-control-feedback {\n color: #8a6d3b;\n}\n.has-error .help-block,\n.has-error .control-label,\n.has-error .radio,\n.has-error .checkbox,\n.has-error .radio-inline,\n.has-error .checkbox-inline,\n.has-error.radio label,\n.has-error.checkbox label,\n.has-error.radio-inline label,\n.has-error.checkbox-inline label {\n color: #a94442;\n}\n.has-error .form-control {\n border-color: #a94442;\n -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);\n box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);\n}\n.has-error .form-control:focus {\n border-color: #843534;\n -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;\n box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;\n}\n.has-error .input-group-addon {\n color: #a94442;\n border-color: #a94442;\n background-color: #f2dede;\n}\n.has-error .form-control-feedback {\n color: #a94442;\n}\n.has-feedback label ~ .form-control-feedback {\n top: 23px;\n}\n.has-feedback label.sr-only ~ .form-control-feedback {\n top: 0;\n}\n.help-block {\n display: block;\n margin-top: 5px;\n margin-bottom: 10px;\n color: #404040;\n}\n@media (min-width: 768px) {\n .form-inline .form-group {\n display: inline-block;\n margin-bottom: 0;\n vertical-align: middle;\n }\n .form-inline .form-control {\n display: inline-block;\n width: auto;\n vertical-align: middle;\n }\n .form-inline .form-control-static {\n display: inline-block;\n }\n .form-inline .input-group {\n display: inline-table;\n vertical-align: middle;\n }\n .form-inline .input-group .input-group-addon,\n .form-inline .input-group .input-group-btn,\n .form-inline .input-group .form-control {\n width: auto;\n }\n .form-inline .input-group > .form-control {\n width: 100%;\n }\n .form-inline .control-label {\n margin-bottom: 0;\n vertical-align: middle;\n }\n .form-inline .radio,\n .form-inline .checkbox {\n display: inline-block;\n margin-top: 0;\n margin-bottom: 0;\n vertical-align: middle;\n }\n .form-inline .radio label,\n .form-inline .checkbox label {\n padding-left: 0;\n }\n .form-inline .radio input[type=\"radio\"],\n .form-inline .checkbox input[type=\"checkbox\"] {\n position: relative;\n margin-left: 0;\n }\n .form-inline .has-feedback .form-control-feedback {\n top: 0;\n }\n}\n.form-horizontal .radio,\n.form-horizontal .checkbox,\n.form-horizontal .radio-inline,\n.form-horizontal .checkbox-inline {\n margin-top: 0;\n margin-bottom: 0;\n padding-top: 7px;\n}\n.form-horizontal .radio,\n.form-horizontal .checkbox {\n min-height: 25px;\n}\n.form-horizontal .form-group {\n margin-left: 0px;\n margin-right: 0px;\n}\n@media (min-width: 768px) {\n .form-horizontal .control-label {\n text-align: right;\n margin-bottom: 0;\n padding-top: 7px;\n }\n}\n.form-horizontal .has-feedback .form-control-feedback {\n right: 0px;\n}\n@media (min-width: 768px) {\n .form-horizontal .form-group-lg .control-label {\n padding-top: 11px;\n font-size: 17px;\n }\n}\n@media (min-width: 768px) {\n .form-horizontal .form-group-sm .control-label {\n padding-top: 6px;\n font-size: 12px;\n }\n}\n.btn {\n display: inline-block;\n margin-bottom: 0;\n font-weight: normal;\n text-align: center;\n vertical-align: middle;\n touch-action: manipulation;\n cursor: pointer;\n background-image: none;\n border: 1px solid transparent;\n white-space: nowrap;\n padding: 6px 12px;\n font-size: 13px;\n line-height: 1.42857143;\n border-radius: 2px;\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n.btn:focus,\n.btn:active:focus,\n.btn.active:focus,\n.btn.focus,\n.btn:active.focus,\n.btn.active.focus {\n outline: 5px auto -webkit-focus-ring-color;\n outline-offset: -2px;\n}\n.btn:hover,\n.btn:focus,\n.btn.focus {\n color: #333;\n text-decoration: none;\n}\n.btn:active,\n.btn.active {\n outline: 0;\n background-image: none;\n -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);\n box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);\n}\n.btn.disabled,\n.btn[disabled],\nfieldset[disabled] .btn {\n cursor: not-allowed;\n opacity: 0.65;\n filter: alpha(opacity=65);\n -webkit-box-shadow: none;\n box-shadow: none;\n}\na.btn.disabled,\nfieldset[disabled] a.btn {\n pointer-events: none;\n}\n.btn-default {\n color: #333;\n background-color: #fff;\n border-color: #ccc;\n}\n.btn-default:focus,\n.btn-default.focus {\n color: #333;\n background-color: #e6e6e6;\n border-color: #8c8c8c;\n}\n.btn-default:hover {\n color: #333;\n background-color: #e6e6e6;\n border-color: #adadad;\n}\n.btn-default:active,\n.btn-default.active,\n.open > .dropdown-toggle.btn-default {\n color: #333;\n background-color: #e6e6e6;\n border-color: #adadad;\n}\n.btn-default:active:hover,\n.btn-default.active:hover,\n.open > .dropdown-toggle.btn-default:hover,\n.btn-default:active:focus,\n.btn-default.active:focus,\n.open > .dropdown-toggle.btn-default:focus,\n.btn-default:active.focus,\n.btn-default.active.focus,\n.open > .dropdown-toggle.btn-default.focus {\n color: #333;\n background-color: #d4d4d4;\n border-color: #8c8c8c;\n}\n.btn-default:active,\n.btn-default.active,\n.open > .dropdown-toggle.btn-default {\n background-image: none;\n}\n.btn-default.disabled:hover,\n.btn-default[disabled]:hover,\nfieldset[disabled] .btn-default:hover,\n.btn-default.disabled:focus,\n.btn-default[disabled]:focus,\nfieldset[disabled] .btn-default:focus,\n.btn-default.disabled.focus,\n.btn-default[disabled].focus,\nfieldset[disabled] .btn-default.focus {\n background-color: #fff;\n border-color: #ccc;\n}\n.btn-default .badge {\n color: #fff;\n background-color: #333;\n}\n.btn-primary {\n color: #fff;\n background-color: #337ab7;\n border-color: #2e6da4;\n}\n.btn-primary:focus,\n.btn-primary.focus {\n color: #fff;\n background-color: #286090;\n border-color: #122b40;\n}\n.btn-primary:hover {\n color: #fff;\n background-color: #286090;\n border-color: #204d74;\n}\n.btn-primary:active,\n.btn-primary.active,\n.open > .dropdown-toggle.btn-primary {\n color: #fff;\n background-color: #286090;\n border-color: #204d74;\n}\n.btn-primary:active:hover,\n.btn-primary.active:hover,\n.open > .dropdown-toggle.btn-primary:hover,\n.btn-primary:active:focus,\n.btn-primary.active:focus,\n.open > .dropdown-toggle.btn-primary:focus,\n.btn-primary:active.focus,\n.btn-primary.active.focus,\n.open > .dropdown-toggle.btn-primary.focus {\n color: #fff;\n background-color: #204d74;\n border-color: #122b40;\n}\n.btn-primary:active,\n.btn-primary.active,\n.open > .dropdown-toggle.btn-primary {\n background-image: none;\n}\n.btn-primary.disabled:hover,\n.btn-primary[disabled]:hover,\nfieldset[disabled] .btn-primary:hover,\n.btn-primary.disabled:focus,\n.btn-primary[disabled]:focus,\nfieldset[disabled] .btn-primary:focus,\n.btn-primary.disabled.focus,\n.btn-primary[disabled].focus,\nfieldset[disabled] .btn-primary.focus {\n background-color: #337ab7;\n border-color: #2e6da4;\n}\n.btn-primary .badge {\n color: #337ab7;\n background-color: #fff;\n}\n.btn-success {\n color: #fff;\n background-color: #5cb85c;\n border-color: #4cae4c;\n}\n.btn-success:focus,\n.btn-success.focus {\n color: #fff;\n background-color: #449d44;\n border-color: #255625;\n}\n.btn-success:hover {\n color: #fff;\n background-color: #449d44;\n border-color: #398439;\n}\n.btn-success:active,\n.btn-success.active,\n.open > .dropdown-toggle.btn-success {\n color: #fff;\n background-color: #449d44;\n border-color: #398439;\n}\n.btn-success:active:hover,\n.btn-success.active:hover,\n.open > .dropdown-toggle.btn-success:hover,\n.btn-success:active:focus,\n.btn-success.active:focus,\n.open > .dropdown-toggle.btn-success:focus,\n.btn-success:active.focus,\n.btn-success.active.focus,\n.open > .dropdown-toggle.btn-success.focus {\n color: #fff;\n background-color: #398439;\n border-color: #255625;\n}\n.btn-success:active,\n.btn-success.active,\n.open > .dropdown-toggle.btn-success {\n background-image: none;\n}\n.btn-success.disabled:hover,\n.btn-success[disabled]:hover,\nfieldset[disabled] .btn-success:hover,\n.btn-success.disabled:focus,\n.btn-success[disabled]:focus,\nfieldset[disabled] .btn-success:focus,\n.btn-success.disabled.focus,\n.btn-success[disabled].focus,\nfieldset[disabled] .btn-success.focus {\n background-color: #5cb85c;\n border-color: #4cae4c;\n}\n.btn-success .badge {\n color: #5cb85c;\n background-color: #fff;\n}\n.btn-info {\n color: #fff;\n background-color: #5bc0de;\n border-color: #46b8da;\n}\n.btn-info:focus,\n.btn-info.focus {\n color: #fff;\n background-color: #31b0d5;\n border-color: #1b6d85;\n}\n.btn-info:hover {\n color: #fff;\n background-color: #31b0d5;\n border-color: #269abc;\n}\n.btn-info:active,\n.btn-info.active,\n.open > .dropdown-toggle.btn-info {\n color: #fff;\n background-color: #31b0d5;\n border-color: #269abc;\n}\n.btn-info:active:hover,\n.btn-info.active:hover,\n.open > .dropdown-toggle.btn-info:hover,\n.btn-info:active:focus,\n.btn-info.active:focus,\n.open > .dropdown-toggle.btn-info:focus,\n.btn-info:active.focus,\n.btn-info.active.focus,\n.open > .dropdown-toggle.btn-info.focus {\n color: #fff;\n background-color: #269abc;\n border-color: #1b6d85;\n}\n.btn-info:active,\n.btn-info.active,\n.open > .dropdown-toggle.btn-info {\n background-image: none;\n}\n.btn-info.disabled:hover,\n.btn-info[disabled]:hover,\nfieldset[disabled] .btn-info:hover,\n.btn-info.disabled:focus,\n.btn-info[disabled]:focus,\nfieldset[disabled] .btn-info:focus,\n.btn-info.disabled.focus,\n.btn-info[disabled].focus,\nfieldset[disabled] .btn-info.focus {\n background-color: #5bc0de;\n border-color: #46b8da;\n}\n.btn-info .badge {\n color: #5bc0de;\n background-color: #fff;\n}\n.btn-warning {\n color: #fff;\n background-color: #f0ad4e;\n border-color: #eea236;\n}\n.btn-warning:focus,\n.btn-warning.focus {\n color: #fff;\n background-color: #ec971f;\n border-color: #985f0d;\n}\n.btn-warning:hover {\n color: #fff;\n background-color: #ec971f;\n border-color: #d58512;\n}\n.btn-warning:active,\n.btn-warning.active,\n.open > .dropdown-toggle.btn-warning {\n color: #fff;\n background-color: #ec971f;\n border-color: #d58512;\n}\n.btn-warning:active:hover,\n.btn-warning.active:hover,\n.open > .dropdown-toggle.btn-warning:hover,\n.btn-warning:active:focus,\n.btn-warning.active:focus,\n.open > .dropdown-toggle.btn-warning:focus,\n.btn-warning:active.focus,\n.btn-warning.active.focus,\n.open > .dropdown-toggle.btn-warning.focus {\n color: #fff;\n background-color: #d58512;\n border-color: #985f0d;\n}\n.btn-warning:active,\n.btn-warning.active,\n.open > .dropdown-toggle.btn-warning {\n background-image: none;\n}\n.btn-warning.disabled:hover,\n.btn-warning[disabled]:hover,\nfieldset[disabled] .btn-warning:hover,\n.btn-warning.disabled:focus,\n.btn-warning[disabled]:focus,\nfieldset[disabled] .btn-warning:focus,\n.btn-warning.disabled.focus,\n.btn-warning[disabled].focus,\nfieldset[disabled] .btn-warning.focus {\n background-color: #f0ad4e;\n border-color: #eea236;\n}\n.btn-warning .badge {\n color: #f0ad4e;\n background-color: #fff;\n}\n.btn-danger {\n color: #fff;\n background-color: #d9534f;\n border-color: #d43f3a;\n}\n.btn-danger:focus,\n.btn-danger.focus {\n color: #fff;\n background-color: #c9302c;\n border-color: #761c19;\n}\n.btn-danger:hover {\n color: #fff;\n background-color: #c9302c;\n border-color: #ac2925;\n}\n.btn-danger:active,\n.btn-danger.active,\n.open > .dropdown-toggle.btn-danger {\n color: #fff;\n background-color: #c9302c;\n border-color: #ac2925;\n}\n.btn-danger:active:hover,\n.btn-danger.active:hover,\n.open > .dropdown-toggle.btn-danger:hover,\n.btn-danger:active:focus,\n.btn-danger.active:focus,\n.open > .dropdown-toggle.btn-danger:focus,\n.btn-danger:active.focus,\n.btn-danger.active.focus,\n.open > .dropdown-toggle.btn-danger.focus {\n color: #fff;\n background-color: #ac2925;\n border-color: #761c19;\n}\n.btn-danger:active,\n.btn-danger.active,\n.open > .dropdown-toggle.btn-danger {\n background-image: none;\n}\n.btn-danger.disabled:hover,\n.btn-danger[disabled]:hover,\nfieldset[disabled] .btn-danger:hover,\n.btn-danger.disabled:focus,\n.btn-danger[disabled]:focus,\nfieldset[disabled] .btn-danger:focus,\n.btn-danger.disabled.focus,\n.btn-danger[disabled].focus,\nfieldset[disabled] .btn-danger.focus {\n background-color: #d9534f;\n border-color: #d43f3a;\n}\n.btn-danger .badge {\n color: #d9534f;\n background-color: #fff;\n}\n.btn-link {\n color: #337ab7;\n font-weight: normal;\n border-radius: 0;\n}\n.btn-link,\n.btn-link:active,\n.btn-link.active,\n.btn-link[disabled],\nfieldset[disabled] .btn-link {\n background-color: transparent;\n -webkit-box-shadow: none;\n box-shadow: none;\n}\n.btn-link,\n.btn-link:hover,\n.btn-link:focus,\n.btn-link:active {\n border-color: transparent;\n}\n.btn-link:hover,\n.btn-link:focus {\n color: #23527c;\n text-decoration: underline;\n background-color: transparent;\n}\n.btn-link[disabled]:hover,\nfieldset[disabled] .btn-link:hover,\n.btn-link[disabled]:focus,\nfieldset[disabled] .btn-link:focus {\n color: #777777;\n text-decoration: none;\n}\n.btn-lg,\n.btn-group-lg > .btn {\n padding: 10px 16px;\n font-size: 17px;\n line-height: 1.3333333;\n border-radius: 3px;\n}\n.btn-sm,\n.btn-group-sm > .btn {\n padding: 5px 10px;\n font-size: 12px;\n line-height: 1.5;\n border-radius: 1px;\n}\n.btn-xs,\n.btn-group-xs > .btn {\n padding: 1px 5px;\n font-size: 12px;\n line-height: 1.5;\n border-radius: 1px;\n}\n.btn-block {\n display: block;\n width: 100%;\n}\n.btn-block + .btn-block {\n margin-top: 5px;\n}\ninput[type=\"submit\"].btn-block,\ninput[type=\"reset\"].btn-block,\ninput[type=\"button\"].btn-block {\n width: 100%;\n}\n.fade {\n opacity: 0;\n -webkit-transition: opacity 0.15s linear;\n -o-transition: opacity 0.15s linear;\n transition: opacity 0.15s linear;\n}\n.fade.in {\n opacity: 1;\n}\n.collapse {\n display: none;\n}\n.collapse.in {\n display: block;\n}\ntr.collapse.in {\n display: table-row;\n}\ntbody.collapse.in {\n display: table-row-group;\n}\n.collapsing {\n position: relative;\n height: 0;\n overflow: hidden;\n -webkit-transition-property: height, visibility;\n transition-property: height, visibility;\n -webkit-transition-duration: 0.35s;\n transition-duration: 0.35s;\n -webkit-transition-timing-function: ease;\n transition-timing-function: ease;\n}\n.caret {\n display: inline-block;\n width: 0;\n height: 0;\n margin-left: 2px;\n vertical-align: middle;\n border-top: 4px dashed;\n border-top: 4px solid \\9;\n border-right: 4px solid transparent;\n border-left: 4px solid transparent;\n}\n.dropup,\n.dropdown {\n position: relative;\n}\n.dropdown-toggle:focus {\n outline: 0;\n}\n.dropdown-menu {\n position: absolute;\n top: 100%;\n left: 0;\n z-index: 1000;\n display: none;\n float: left;\n min-width: 160px;\n padding: 5px 0;\n margin: 2px 0 0;\n list-style: none;\n font-size: 13px;\n text-align: left;\n background-color: #fff;\n border: 1px solid #ccc;\n border: 1px solid rgba(0, 0, 0, 0.15);\n border-radius: 2px;\n -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);\n box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);\n background-clip: padding-box;\n}\n.dropdown-menu.pull-right {\n right: 0;\n left: auto;\n}\n.dropdown-menu .divider {\n height: 1px;\n margin: 8px 0;\n overflow: hidden;\n background-color: #e5e5e5;\n}\n.dropdown-menu > li > a {\n display: block;\n padding: 3px 20px;\n clear: both;\n font-weight: normal;\n line-height: 1.42857143;\n color: #333333;\n white-space: nowrap;\n}\n.dropdown-menu > li > a:hover,\n.dropdown-menu > li > a:focus {\n text-decoration: none;\n color: #262626;\n background-color: #f5f5f5;\n}\n.dropdown-menu > .active > a,\n.dropdown-menu > .active > a:hover,\n.dropdown-menu > .active > a:focus {\n color: #fff;\n text-decoration: none;\n outline: 0;\n background-color: #337ab7;\n}\n.dropdown-menu > .disabled > a,\n.dropdown-menu > .disabled > a:hover,\n.dropdown-menu > .disabled > a:focus {\n color: #777777;\n}\n.dropdown-menu > .disabled > a:hover,\n.dropdown-menu > .disabled > a:focus {\n text-decoration: none;\n background-color: transparent;\n background-image: none;\n filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);\n cursor: not-allowed;\n}\n.open > .dropdown-menu {\n display: block;\n}\n.open > a {\n outline: 0;\n}\n.dropdown-menu-right {\n left: auto;\n right: 0;\n}\n.dropdown-menu-left {\n left: 0;\n right: auto;\n}\n.dropdown-header {\n display: block;\n padding: 3px 20px;\n font-size: 12px;\n line-height: 1.42857143;\n color: #777777;\n white-space: nowrap;\n}\n.dropdown-backdrop {\n position: fixed;\n left: 0;\n right: 0;\n bottom: 0;\n top: 0;\n z-index: 990;\n}\n.pull-right > .dropdown-menu {\n right: 0;\n left: auto;\n}\n.dropup .caret,\n.navbar-fixed-bottom .dropdown .caret {\n border-top: 0;\n border-bottom: 4px dashed;\n border-bottom: 4px solid \\9;\n content: \"\";\n}\n.dropup .dropdown-menu,\n.navbar-fixed-bottom .dropdown .dropdown-menu {\n top: auto;\n bottom: 100%;\n margin-bottom: 2px;\n}\n@media (min-width: 541px) {\n .navbar-right .dropdown-menu {\n left: auto;\n right: 0;\n }\n .navbar-right .dropdown-menu-left {\n left: 0;\n right: auto;\n }\n}\n.btn-group,\n.btn-group-vertical {\n position: relative;\n display: inline-block;\n vertical-align: middle;\n}\n.btn-group > .btn,\n.btn-group-vertical > .btn {\n position: relative;\n float: left;\n}\n.btn-group > .btn:hover,\n.btn-group-vertical > .btn:hover,\n.btn-group > .btn:focus,\n.btn-group-vertical > .btn:focus,\n.btn-group > .btn:active,\n.btn-group-vertical > .btn:active,\n.btn-group > .btn.active,\n.btn-group-vertical > .btn.active {\n z-index: 2;\n}\n.btn-group .btn + .btn,\n.btn-group .btn + .btn-group,\n.btn-group .btn-group + .btn,\n.btn-group .btn-group + .btn-group {\n margin-left: -1px;\n}\n.btn-toolbar {\n margin-left: -5px;\n}\n.btn-toolbar .btn,\n.btn-toolbar .btn-group,\n.btn-toolbar .input-group {\n float: left;\n}\n.btn-toolbar > .btn,\n.btn-toolbar > .btn-group,\n.btn-toolbar > .input-group {\n margin-left: 5px;\n}\n.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {\n border-radius: 0;\n}\n.btn-group > .btn:first-child {\n margin-left: 0;\n}\n.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {\n border-bottom-right-radius: 0;\n border-top-right-radius: 0;\n}\n.btn-group > .btn:last-child:not(:first-child),\n.btn-group > .dropdown-toggle:not(:first-child) {\n border-bottom-left-radius: 0;\n border-top-left-radius: 0;\n}\n.btn-group > .btn-group {\n float: left;\n}\n.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {\n border-radius: 0;\n}\n.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,\n.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {\n border-bottom-right-radius: 0;\n border-top-right-radius: 0;\n}\n.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {\n border-bottom-left-radius: 0;\n border-top-left-radius: 0;\n}\n.btn-group .dropdown-toggle:active,\n.btn-group.open .dropdown-toggle {\n outline: 0;\n}\n.btn-group > .btn + .dropdown-toggle {\n padding-left: 8px;\n padding-right: 8px;\n}\n.btn-group > .btn-lg + .dropdown-toggle {\n padding-left: 12px;\n padding-right: 12px;\n}\n.btn-group.open .dropdown-toggle {\n -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);\n box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);\n}\n.btn-group.open .dropdown-toggle.btn-link {\n -webkit-box-shadow: none;\n box-shadow: none;\n}\n.btn .caret {\n margin-left: 0;\n}\n.btn-lg .caret {\n border-width: 5px 5px 0;\n border-bottom-width: 0;\n}\n.dropup .btn-lg .caret {\n border-width: 0 5px 5px;\n}\n.btn-group-vertical > .btn,\n.btn-group-vertical > .btn-group,\n.btn-group-vertical > .btn-group > .btn {\n display: block;\n float: none;\n width: 100%;\n max-width: 100%;\n}\n.btn-group-vertical > .btn-group > .btn {\n float: none;\n}\n.btn-group-vertical > .btn + .btn,\n.btn-group-vertical > .btn + .btn-group,\n.btn-group-vertical > .btn-group + .btn,\n.btn-group-vertical > .btn-group + .btn-group {\n margin-top: -1px;\n margin-left: 0;\n}\n.btn-group-vertical > .btn:not(:first-child):not(:last-child) {\n border-radius: 0;\n}\n.btn-group-vertical > .btn:first-child:not(:last-child) {\n border-top-right-radius: 2px;\n border-top-left-radius: 2px;\n border-bottom-right-radius: 0;\n border-bottom-left-radius: 0;\n}\n.btn-group-vertical > .btn:last-child:not(:first-child) {\n border-top-right-radius: 0;\n border-top-left-radius: 0;\n border-bottom-right-radius: 2px;\n border-bottom-left-radius: 2px;\n}\n.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {\n border-radius: 0;\n}\n.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,\n.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {\n border-bottom-right-radius: 0;\n border-bottom-left-radius: 0;\n}\n.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {\n border-top-right-radius: 0;\n border-top-left-radius: 0;\n}\n.btn-group-justified {\n display: table;\n width: 100%;\n table-layout: fixed;\n border-collapse: separate;\n}\n.btn-group-justified > .btn,\n.btn-group-justified > .btn-group {\n float: none;\n display: table-cell;\n width: 1%;\n}\n.btn-group-justified > .btn-group .btn {\n width: 100%;\n}\n.btn-group-justified > .btn-group .dropdown-menu {\n left: auto;\n}\n[data-toggle=\"buttons\"] > .btn input[type=\"radio\"],\n[data-toggle=\"buttons\"] > .btn-group > .btn input[type=\"radio\"],\n[data-toggle=\"buttons\"] > .btn input[type=\"checkbox\"],\n[data-toggle=\"buttons\"] > .btn-group > .btn input[type=\"checkbox\"] {\n position: absolute;\n clip: rect(0, 0, 0, 0);\n pointer-events: none;\n}\n.input-group {\n position: relative;\n display: table;\n border-collapse: separate;\n}\n.input-group[class*=\"col-\"] {\n float: none;\n padding-left: 0;\n padding-right: 0;\n}\n.input-group .form-control {\n position: relative;\n z-index: 2;\n float: left;\n width: 100%;\n margin-bottom: 0;\n}\n.input-group .form-control:focus {\n z-index: 3;\n}\n.input-group-lg > .form-control,\n.input-group-lg > .input-group-addon,\n.input-group-lg > .input-group-btn > .btn {\n height: 45px;\n padding: 10px 16px;\n font-size: 17px;\n line-height: 1.3333333;\n border-radius: 3px;\n}\nselect.input-group-lg > .form-control,\nselect.input-group-lg > .input-group-addon,\nselect.input-group-lg > .input-group-btn > .btn {\n height: 45px;\n line-height: 45px;\n}\ntextarea.input-group-lg > .form-control,\ntextarea.input-group-lg > .input-group-addon,\ntextarea.input-group-lg > .input-group-btn > .btn,\nselect[multiple].input-group-lg > .form-control,\nselect[multiple].input-group-lg > .input-group-addon,\nselect[multiple].input-group-lg > .input-group-btn > .btn {\n height: auto;\n}\n.input-group-sm > .form-control,\n.input-group-sm > .input-group-addon,\n.input-group-sm > .input-group-btn > .btn {\n height: 30px;\n padding: 5px 10px;\n font-size: 12px;\n line-height: 1.5;\n border-radius: 1px;\n}\nselect.input-group-sm > .form-control,\nselect.input-group-sm > .input-group-addon,\nselect.input-group-sm > .input-group-btn > .btn {\n height: 30px;\n line-height: 30px;\n}\ntextarea.input-group-sm > .form-control,\ntextarea.input-group-sm > .input-group-addon,\ntextarea.input-group-sm > .input-group-btn > .btn,\nselect[multiple].input-group-sm > .form-control,\nselect[multiple].input-group-sm > .input-group-addon,\nselect[multiple].input-group-sm > .input-group-btn > .btn {\n height: auto;\n}\n.input-group-addon,\n.input-group-btn,\n.input-group .form-control {\n display: table-cell;\n}\n.input-group-addon:not(:first-child):not(:last-child),\n.input-group-btn:not(:first-child):not(:last-child),\n.input-group .form-control:not(:first-child):not(:last-child) {\n border-radius: 0;\n}\n.input-group-addon,\n.input-group-btn {\n width: 1%;\n white-space: nowrap;\n vertical-align: middle;\n}\n.input-group-addon {\n padding: 6px 12px;\n font-size: 13px;\n font-weight: normal;\n line-height: 1;\n color: #555555;\n text-align: center;\n background-color: #eeeeee;\n border: 1px solid #ccc;\n border-radius: 2px;\n}\n.input-group-addon.input-sm {\n padding: 5px 10px;\n font-size: 12px;\n border-radius: 1px;\n}\n.input-group-addon.input-lg {\n padding: 10px 16px;\n font-size: 17px;\n border-radius: 3px;\n}\n.input-group-addon input[type=\"radio\"],\n.input-group-addon input[type=\"checkbox\"] {\n margin-top: 0;\n}\n.input-group .form-control:first-child,\n.input-group-addon:first-child,\n.input-group-btn:first-child > .btn,\n.input-group-btn:first-child > .btn-group > .btn,\n.input-group-btn:first-child > .dropdown-toggle,\n.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),\n.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {\n border-bottom-right-radius: 0;\n border-top-right-radius: 0;\n}\n.input-group-addon:first-child {\n border-right: 0;\n}\n.input-group .form-control:last-child,\n.input-group-addon:last-child,\n.input-group-btn:last-child > .btn,\n.input-group-btn:last-child > .btn-group > .btn,\n.input-group-btn:last-child > .dropdown-toggle,\n.input-group-btn:first-child > .btn:not(:first-child),\n.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {\n border-bottom-left-radius: 0;\n border-top-left-radius: 0;\n}\n.input-group-addon:last-child {\n border-left: 0;\n}\n.input-group-btn {\n position: relative;\n font-size: 0;\n white-space: nowrap;\n}\n.input-group-btn > .btn {\n position: relative;\n}\n.input-group-btn > .btn + .btn {\n margin-left: -1px;\n}\n.input-group-btn > .btn:hover,\n.input-group-btn > .btn:focus,\n.input-group-btn > .btn:active {\n z-index: 2;\n}\n.input-group-btn:first-child > .btn,\n.input-group-btn:first-child > .btn-group {\n margin-right: -1px;\n}\n.input-group-btn:last-child > .btn,\n.input-group-btn:last-child > .btn-group {\n z-index: 2;\n margin-left: -1px;\n}\n.nav {\n margin-bottom: 0;\n padding-left: 0;\n list-style: none;\n}\n.nav > li {\n position: relative;\n display: block;\n}\n.nav > li > a {\n position: relative;\n display: block;\n padding: 10px 15px;\n}\n.nav > li > a:hover,\n.nav > li > a:focus {\n text-decoration: none;\n background-color: #eeeeee;\n}\n.nav > li.disabled > a {\n color: #777777;\n}\n.nav > li.disabled > a:hover,\n.nav > li.disabled > a:focus {\n color: #777777;\n text-decoration: none;\n background-color: transparent;\n cursor: not-allowed;\n}\n.nav .open > a,\n.nav .open > a:hover,\n.nav .open > a:focus {\n background-color: #eeeeee;\n border-color: #337ab7;\n}\n.nav .nav-divider {\n height: 1px;\n margin: 8px 0;\n overflow: hidden;\n background-color: #e5e5e5;\n}\n.nav > li > a > img {\n max-width: none;\n}\n.nav-tabs {\n border-bottom: 1px solid #ddd;\n}\n.nav-tabs > li {\n float: left;\n margin-bottom: -1px;\n}\n.nav-tabs > li > a {\n margin-right: 2px;\n line-height: 1.42857143;\n border: 1px solid transparent;\n border-radius: 2px 2px 0 0;\n}\n.nav-tabs > li > a:hover {\n border-color: #eeeeee #eeeeee #ddd;\n}\n.nav-tabs > li.active > a,\n.nav-tabs > li.active > a:hover,\n.nav-tabs > li.active > a:focus {\n color: #555555;\n background-color: #fff;\n border: 1px solid #ddd;\n border-bottom-color: transparent;\n cursor: default;\n}\n.nav-tabs.nav-justified {\n width: 100%;\n border-bottom: 0;\n}\n.nav-tabs.nav-justified > li {\n float: none;\n}\n.nav-tabs.nav-justified > li > a {\n text-align: center;\n margin-bottom: 5px;\n}\n.nav-tabs.nav-justified > .dropdown .dropdown-menu {\n top: auto;\n left: auto;\n}\n@media (min-width: 768px) {\n .nav-tabs.nav-justified > li {\n display: table-cell;\n width: 1%;\n }\n .nav-tabs.nav-justified > li > a {\n margin-bottom: 0;\n }\n}\n.nav-tabs.nav-justified > li > a {\n margin-right: 0;\n border-radius: 2px;\n}\n.nav-tabs.nav-justified > .active > a,\n.nav-tabs.nav-justified > .active > a:hover,\n.nav-tabs.nav-justified > .active > a:focus {\n border: 1px solid #ddd;\n}\n@media (min-width: 768px) {\n .nav-tabs.nav-justified > li > a {\n border-bottom: 1px solid #ddd;\n border-radius: 2px 2px 0 0;\n }\n .nav-tabs.nav-justified > .active > a,\n .nav-tabs.nav-justified > .active > a:hover,\n .nav-tabs.nav-justified > .active > a:focus {\n border-bottom-color: #fff;\n }\n}\n.nav-pills > li {\n float: left;\n}\n.nav-pills > li > a {\n border-radius: 2px;\n}\n.nav-pills > li + li {\n margin-left: 2px;\n}\n.nav-pills > li.active > a,\n.nav-pills > li.active > a:hover,\n.nav-pills > li.active > a:focus {\n color: #fff;\n background-color: #337ab7;\n}\n.nav-stacked > li {\n float: none;\n}\n.nav-stacked > li + li {\n margin-top: 2px;\n margin-left: 0;\n}\n.nav-justified {\n width: 100%;\n}\n.nav-justified > li {\n float: none;\n}\n.nav-justified > li > a {\n text-align: center;\n margin-bottom: 5px;\n}\n.nav-justified > .dropdown .dropdown-menu {\n top: auto;\n left: auto;\n}\n@media (min-width: 768px) {\n .nav-justified > li {\n display: table-cell;\n width: 1%;\n }\n .nav-justified > li > a {\n margin-bottom: 0;\n }\n}\n.nav-tabs-justified {\n border-bottom: 0;\n}\n.nav-tabs-justified > li > a {\n margin-right: 0;\n border-radius: 2px;\n}\n.nav-tabs-justified > .active > a,\n.nav-tabs-justified > .active > a:hover,\n.nav-tabs-justified > .active > a:focus {\n border: 1px solid #ddd;\n}\n@media (min-width: 768px) {\n .nav-tabs-justified > li > a {\n border-bottom: 1px solid #ddd;\n border-radius: 2px 2px 0 0;\n }\n .nav-tabs-justified > .active > a,\n .nav-tabs-justified > .active > a:hover,\n .nav-tabs-justified > .active > a:focus {\n border-bottom-color: #fff;\n }\n}\n.tab-content > .tab-pane {\n display: none;\n}\n.tab-content > .active {\n display: block;\n}\n.nav-tabs .dropdown-menu {\n margin-top: -1px;\n border-top-right-radius: 0;\n border-top-left-radius: 0;\n}\n.navbar {\n position: relative;\n min-height: 30px;\n margin-bottom: 18px;\n border: 1px solid transparent;\n}\n@media (min-width: 541px) {\n .navbar {\n border-radius: 2px;\n }\n}\n@media (min-width: 541px) {\n .navbar-header {\n float: left;\n }\n}\n.navbar-collapse {\n overflow-x: visible;\n padding-right: 0px;\n padding-left: 0px;\n border-top: 1px solid transparent;\n box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);\n -webkit-overflow-scrolling: touch;\n}\n.navbar-collapse.in {\n overflow-y: auto;\n}\n@media (min-width: 541px) {\n .navbar-collapse {\n width: auto;\n border-top: 0;\n box-shadow: none;\n }\n .navbar-collapse.collapse {\n display: block !important;\n height: auto !important;\n padding-bottom: 0;\n overflow: visible !important;\n }\n .navbar-collapse.in {\n overflow-y: visible;\n }\n .navbar-fixed-top .navbar-collapse,\n .navbar-static-top .navbar-collapse,\n .navbar-fixed-bottom .navbar-collapse {\n padding-left: 0;\n padding-right: 0;\n }\n}\n.navbar-fixed-top .navbar-collapse,\n.navbar-fixed-bottom .navbar-collapse {\n max-height: 340px;\n}\n@media (max-device-width: 540px) and (orientation: landscape) {\n .navbar-fixed-top .navbar-collapse,\n .navbar-fixed-bottom .navbar-collapse {\n max-height: 200px;\n }\n}\n.container > .navbar-header,\n.container-fluid > .navbar-header,\n.container > .navbar-collapse,\n.container-fluid > .navbar-collapse {\n margin-right: 0px;\n margin-left: 0px;\n}\n@media (min-width: 541px) {\n .container > .navbar-header,\n .container-fluid > .navbar-header,\n .container > .navbar-collapse,\n .container-fluid > .navbar-collapse {\n margin-right: 0;\n margin-left: 0;\n }\n}\n.navbar-static-top {\n z-index: 1000;\n border-width: 0 0 1px;\n}\n@media (min-width: 541px) {\n .navbar-static-top {\n border-radius: 0;\n }\n}\n.navbar-fixed-top,\n.navbar-fixed-bottom {\n position: fixed;\n right: 0;\n left: 0;\n z-index: 1030;\n}\n@media (min-width: 541px) {\n .navbar-fixed-top,\n .navbar-fixed-bottom {\n border-radius: 0;\n }\n}\n.navbar-fixed-top {\n top: 0;\n border-width: 0 0 1px;\n}\n.navbar-fixed-bottom {\n bottom: 0;\n margin-bottom: 0;\n border-width: 1px 0 0;\n}\n.navbar-brand {\n float: left;\n padding: 6px 0px;\n font-size: 17px;\n line-height: 18px;\n height: 30px;\n}\n.navbar-brand:hover,\n.navbar-brand:focus {\n text-decoration: none;\n}\n.navbar-brand > img {\n display: block;\n}\n@media (min-width: 541px) {\n .navbar > .container .navbar-brand,\n .navbar > .container-fluid .navbar-brand {\n margin-left: 0px;\n }\n}\n.navbar-toggle {\n position: relative;\n float: right;\n margin-right: 0px;\n padding: 9px 10px;\n margin-top: -2px;\n margin-bottom: -2px;\n background-color: transparent;\n background-image: none;\n border: 1px solid transparent;\n border-radius: 2px;\n}\n.navbar-toggle:focus {\n outline: 0;\n}\n.navbar-toggle .icon-bar {\n display: block;\n width: 22px;\n height: 2px;\n border-radius: 1px;\n}\n.navbar-toggle .icon-bar + .icon-bar {\n margin-top: 4px;\n}\n@media (min-width: 541px) {\n .navbar-toggle {\n display: none;\n }\n}\n.navbar-nav {\n margin: 3px 0px;\n}\n.navbar-nav > li > a {\n padding-top: 10px;\n padding-bottom: 10px;\n line-height: 18px;\n}\n@media (max-width: 540px) {\n .navbar-nav .open .dropdown-menu {\n position: static;\n float: none;\n width: auto;\n margin-top: 0;\n background-color: transparent;\n border: 0;\n box-shadow: none;\n }\n .navbar-nav .open .dropdown-menu > li > a,\n .navbar-nav .open .dropdown-menu .dropdown-header {\n padding: 5px 15px 5px 25px;\n }\n .navbar-nav .open .dropdown-menu > li > a {\n line-height: 18px;\n }\n .navbar-nav .open .dropdown-menu > li > a:hover,\n .navbar-nav .open .dropdown-menu > li > a:focus {\n background-image: none;\n }\n}\n@media (min-width: 541px) {\n .navbar-nav {\n float: left;\n margin: 0;\n }\n .navbar-nav > li {\n float: left;\n }\n .navbar-nav > li > a {\n padding-top: 6px;\n padding-bottom: 6px;\n }\n}\n.navbar-form {\n margin-left: 0px;\n margin-right: 0px;\n padding: 10px 0px;\n border-top: 1px solid transparent;\n border-bottom: 1px solid transparent;\n -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);\n box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);\n margin-top: -1px;\n margin-bottom: -1px;\n}\n@media (min-width: 768px) {\n .navbar-form .form-group {\n display: inline-block;\n margin-bottom: 0;\n vertical-align: middle;\n }\n .navbar-form .form-control {\n display: inline-block;\n width: auto;\n vertical-align: middle;\n }\n .navbar-form .form-control-static {\n display: inline-block;\n }\n .navbar-form .input-group {\n display: inline-table;\n vertical-align: middle;\n }\n .navbar-form .input-group .input-group-addon,\n .navbar-form .input-group .input-group-btn,\n .navbar-form .input-group .form-control {\n width: auto;\n }\n .navbar-form .input-group > .form-control {\n width: 100%;\n }\n .navbar-form .control-label {\n margin-bottom: 0;\n vertical-align: middle;\n }\n .navbar-form .radio,\n .navbar-form .checkbox {\n display: inline-block;\n margin-top: 0;\n margin-bottom: 0;\n vertical-align: middle;\n }\n .navbar-form .radio label,\n .navbar-form .checkbox label {\n padding-left: 0;\n }\n .navbar-form .radio input[type=\"radio\"],\n .navbar-form .checkbox input[type=\"checkbox\"] {\n position: relative;\n margin-left: 0;\n }\n .navbar-form .has-feedback .form-control-feedback {\n top: 0;\n }\n}\n@media (max-width: 540px) {\n .navbar-form .form-group {\n margin-bottom: 5px;\n }\n .navbar-form .form-group:last-child {\n margin-bottom: 0;\n }\n}\n@media (min-width: 541px) {\n .navbar-form {\n width: auto;\n border: 0;\n margin-left: 0;\n margin-right: 0;\n padding-top: 0;\n padding-bottom: 0;\n -webkit-box-shadow: none;\n box-shadow: none;\n }\n}\n.navbar-nav > li > .dropdown-menu {\n margin-top: 0;\n border-top-right-radius: 0;\n border-top-left-radius: 0;\n}\n.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {\n margin-bottom: 0;\n border-top-right-radius: 2px;\n border-top-left-radius: 2px;\n border-bottom-right-radius: 0;\n border-bottom-left-radius: 0;\n}\n.navbar-btn {\n margin-top: -1px;\n margin-bottom: -1px;\n}\n.navbar-btn.btn-sm {\n margin-top: 0px;\n margin-bottom: 0px;\n}\n.navbar-btn.btn-xs {\n margin-top: 4px;\n margin-bottom: 4px;\n}\n.navbar-text {\n margin-top: 6px;\n margin-bottom: 6px;\n}\n@media (min-width: 541px) {\n .navbar-text {\n float: left;\n margin-left: 0px;\n margin-right: 0px;\n }\n}\n@media (min-width: 541px) {\n .navbar-left {\n float: left !important;\n float: left;\n }\n .navbar-right {\n float: right !important;\n float: right;\n margin-right: 0px;\n }\n .navbar-right ~ .navbar-right {\n margin-right: 0;\n }\n}\n.navbar-default {\n background-color: #f8f8f8;\n border-color: #e7e7e7;\n}\n.navbar-default .navbar-brand {\n color: #777;\n}\n.navbar-default .navbar-brand:hover,\n.navbar-default .navbar-brand:focus {\n color: #5e5e5e;\n background-color: transparent;\n}\n.navbar-default .navbar-text {\n color: #777;\n}\n.navbar-default .navbar-nav > li > a {\n color: #777;\n}\n.navbar-default .navbar-nav > li > a:hover,\n.navbar-default .navbar-nav > li > a:focus {\n color: #333;\n background-color: transparent;\n}\n.navbar-default .navbar-nav > .active > a,\n.navbar-default .navbar-nav > .active > a:hover,\n.navbar-default .navbar-nav > .active > a:focus {\n color: #555;\n background-color: #e7e7e7;\n}\n.navbar-default .navbar-nav > .disabled > a,\n.navbar-default .navbar-nav > .disabled > a:hover,\n.navbar-default .navbar-nav > .disabled > a:focus {\n color: #ccc;\n background-color: transparent;\n}\n.navbar-default .navbar-toggle {\n border-color: #ddd;\n}\n.navbar-default .navbar-toggle:hover,\n.navbar-default .navbar-toggle:focus {\n background-color: #ddd;\n}\n.navbar-default .navbar-toggle .icon-bar {\n background-color: #888;\n}\n.navbar-default .navbar-collapse,\n.navbar-default .navbar-form {\n border-color: #e7e7e7;\n}\n.navbar-default .navbar-nav > .open > a,\n.navbar-default .navbar-nav > .open > a:hover,\n.navbar-default .navbar-nav > .open > a:focus {\n background-color: #e7e7e7;\n color: #555;\n}\n@media (max-width: 540px) {\n .navbar-default .navbar-nav .open .dropdown-menu > li > a {\n color: #777;\n }\n .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,\n .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {\n color: #333;\n background-color: transparent;\n }\n .navbar-default .navbar-nav .open .dropdown-menu > .active > a,\n .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,\n .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {\n color: #555;\n background-color: #e7e7e7;\n }\n .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,\n .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,\n .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {\n color: #ccc;\n background-color: transparent;\n }\n}\n.navbar-default .navbar-link {\n color: #777;\n}\n.navbar-default .navbar-link:hover {\n color: #333;\n}\n.navbar-default .btn-link {\n color: #777;\n}\n.navbar-default .btn-link:hover,\n.navbar-default .btn-link:focus {\n color: #333;\n}\n.navbar-default .btn-link[disabled]:hover,\nfieldset[disabled] .navbar-default .btn-link:hover,\n.navbar-default .btn-link[disabled]:focus,\nfieldset[disabled] .navbar-default .btn-link:focus {\n color: #ccc;\n}\n.navbar-inverse {\n background-color: #222;\n border-color: #080808;\n}\n.navbar-inverse .navbar-brand {\n color: #9d9d9d;\n}\n.navbar-inverse .navbar-brand:hover,\n.navbar-inverse .navbar-brand:focus {\n color: #fff;\n background-color: transparent;\n}\n.navbar-inverse .navbar-text {\n color: #9d9d9d;\n}\n.navbar-inverse .navbar-nav > li > a {\n color: #9d9d9d;\n}\n.navbar-inverse .navbar-nav > li > a:hover,\n.navbar-inverse .navbar-nav > li > a:focus {\n color: #fff;\n background-color: transparent;\n}\n.navbar-inverse .navbar-nav > .active > a,\n.navbar-inverse .navbar-nav > .active > a:hover,\n.navbar-inverse .navbar-nav > .active > a:focus {\n color: #fff;\n background-color: #080808;\n}\n.navbar-inverse .navbar-nav > .disabled > a,\n.navbar-inverse .navbar-nav > .disabled > a:hover,\n.navbar-inverse .navbar-nav > .disabled > a:focus {\n color: #444;\n background-color: transparent;\n}\n.navbar-inverse .navbar-toggle {\n border-color: #333;\n}\n.navbar-inverse .navbar-toggle:hover,\n.navbar-inverse .navbar-toggle:focus {\n background-color: #333;\n}\n.navbar-inverse .navbar-toggle .icon-bar {\n background-color: #fff;\n}\n.navbar-inverse .navbar-collapse,\n.navbar-inverse .navbar-form {\n border-color: #101010;\n}\n.navbar-inverse .navbar-nav > .open > a,\n.navbar-inverse .navbar-nav > .open > a:hover,\n.navbar-inverse .navbar-nav > .open > a:focus {\n background-color: #080808;\n color: #fff;\n}\n@media (max-width: 540px) {\n .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {\n border-color: #080808;\n }\n .navbar-inverse .navbar-nav .open .dropdown-menu .divider {\n background-color: #080808;\n }\n .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {\n color: #9d9d9d;\n }\n .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,\n .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {\n color: #fff;\n background-color: transparent;\n }\n .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,\n .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,\n .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {\n color: #fff;\n background-color: #080808;\n }\n .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,\n .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,\n .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {\n color: #444;\n background-color: transparent;\n }\n}\n.navbar-inverse .navbar-link {\n color: #9d9d9d;\n}\n.navbar-inverse .navbar-link:hover {\n color: #fff;\n}\n.navbar-inverse .btn-link {\n color: #9d9d9d;\n}\n.navbar-inverse .btn-link:hover,\n.navbar-inverse .btn-link:focus {\n color: #fff;\n}\n.navbar-inverse .btn-link[disabled]:hover,\nfieldset[disabled] .navbar-inverse .btn-link:hover,\n.navbar-inverse .btn-link[disabled]:focus,\nfieldset[disabled] .navbar-inverse .btn-link:focus {\n color: #444;\n}\n.breadcrumb {\n padding: 8px 15px;\n margin-bottom: 18px;\n list-style: none;\n background-color: #f5f5f5;\n border-radius: 2px;\n}\n.breadcrumb > li {\n display: inline-block;\n}\n.breadcrumb > li + li:before {\n content: \"\/\\00a0\";\n padding: 0 5px;\n color: #5e5e5e;\n}\n.breadcrumb > .active {\n color: #777777;\n}\n.pagination {\n display: inline-block;\n padding-left: 0;\n margin: 18px 0;\n border-radius: 2px;\n}\n.pagination > li {\n display: inline;\n}\n.pagination > li > a,\n.pagination > li > span {\n position: relative;\n float: left;\n padding: 6px 12px;\n line-height: 1.42857143;\n text-decoration: none;\n color: #337ab7;\n background-color: #fff;\n border: 1px solid #ddd;\n margin-left: -1px;\n}\n.pagination > li:first-child > a,\n.pagination > li:first-child > span {\n margin-left: 0;\n border-bottom-left-radius: 2px;\n border-top-left-radius: 2px;\n}\n.pagination > li:last-child > a,\n.pagination > li:last-child > span {\n border-bottom-right-radius: 2px;\n border-top-right-radius: 2px;\n}\n.pagination > li > a:hover,\n.pagination > li > span:hover,\n.pagination > li > a:focus,\n.pagination > li > span:focus {\n z-index: 2;\n color: #23527c;\n background-color: #eeeeee;\n border-color: #ddd;\n}\n.pagination > .active > a,\n.pagination > .active > span,\n.pagination > .active > a:hover,\n.pagination > .active > span:hover,\n.pagination > .active > a:focus,\n.pagination > .active > span:focus {\n z-index: 3;\n color: #fff;\n background-color: #337ab7;\n border-color: #337ab7;\n cursor: default;\n}\n.pagination > .disabled > span,\n.pagination > .disabled > span:hover,\n.pagination > .disabled > span:focus,\n.pagination > .disabled > a,\n.pagination > .disabled > a:hover,\n.pagination > .disabled > a:focus {\n color: #777777;\n background-color: #fff;\n border-color: #ddd;\n cursor: not-allowed;\n}\n.pagination-lg > li > a,\n.pagination-lg > li > span {\n padding: 10px 16px;\n font-size: 17px;\n line-height: 1.3333333;\n}\n.pagination-lg > li:first-child > a,\n.pagination-lg > li:first-child > span {\n border-bottom-left-radius: 3px;\n border-top-left-radius: 3px;\n}\n.pagination-lg > li:last-child > a,\n.pagination-lg > li:last-child > span {\n border-bottom-right-radius: 3px;\n border-top-right-radius: 3px;\n}\n.pagination-sm > li > a,\n.pagination-sm > li > span {\n padding: 5px 10px;\n font-size: 12px;\n line-height: 1.5;\n}\n.pagination-sm > li:first-child > a,\n.pagination-sm > li:first-child > span {\n border-bottom-left-radius: 1px;\n border-top-left-radius: 1px;\n}\n.pagination-sm > li:last-child > a,\n.pagination-sm > li:last-child > span {\n border-bottom-right-radius: 1px;\n border-top-right-radius: 1px;\n}\n.pager {\n padding-left: 0;\n margin: 18px 0;\n list-style: none;\n text-align: center;\n}\n.pager li {\n display: inline;\n}\n.pager li > a,\n.pager li > span {\n display: inline-block;\n padding: 5px 14px;\n background-color: #fff;\n border: 1px solid #ddd;\n border-radius: 15px;\n}\n.pager li > a:hover,\n.pager li > a:focus {\n text-decoration: none;\n background-color: #eeeeee;\n}\n.pager .next > a,\n.pager .next > span {\n float: right;\n}\n.pager .previous > a,\n.pager .previous > span {\n float: left;\n}\n.pager .disabled > a,\n.pager .disabled > a:hover,\n.pager .disabled > a:focus,\n.pager .disabled > span {\n color: #777777;\n background-color: #fff;\n cursor: not-allowed;\n}\n.label {\n display: inline;\n padding: .2em .6em .3em;\n font-size: 75%;\n font-weight: bold;\n line-height: 1;\n color: #fff;\n text-align: center;\n white-space: nowrap;\n vertical-align: baseline;\n border-radius: .25em;\n}\na.label:hover,\na.label:focus {\n color: #fff;\n text-decoration: none;\n cursor: pointer;\n}\n.label:empty {\n display: none;\n}\n.btn .label {\n position: relative;\n top: -1px;\n}\n.label-default {\n background-color: #777777;\n}\n.label-default[href]:hover,\n.label-default[href]:focus {\n background-color: #5e5e5e;\n}\n.label-primary {\n background-color: #337ab7;\n}\n.label-primary[href]:hover,\n.label-primary[href]:focus {\n background-color: #286090;\n}\n.label-success {\n background-color: #5cb85c;\n}\n.label-success[href]:hover,\n.label-success[href]:focus {\n background-color: #449d44;\n}\n.label-info {\n background-color: #5bc0de;\n}\n.label-info[href]:hover,\n.label-info[href]:focus {\n background-color: #31b0d5;\n}\n.label-warning {\n background-color: #f0ad4e;\n}\n.label-warning[href]:hover,\n.label-warning[href]:focus {\n background-color: #ec971f;\n}\n.label-danger {\n background-color: #d9534f;\n}\n.label-danger[href]:hover,\n.label-danger[href]:focus {\n background-color: #c9302c;\n}\n.badge {\n display: inline-block;\n min-width: 10px;\n padding: 3px 7px;\n font-size: 12px;\n font-weight: bold;\n color: #fff;\n line-height: 1;\n vertical-align: middle;\n white-space: nowrap;\n text-align: center;\n background-color: #777777;\n border-radius: 10px;\n}\n.badge:empty {\n display: none;\n}\n.btn .badge {\n position: relative;\n top: -1px;\n}\n.btn-xs .badge,\n.btn-group-xs > .btn .badge {\n top: 0;\n padding: 1px 5px;\n}\na.badge:hover,\na.badge:focus {\n color: #fff;\n text-decoration: none;\n cursor: pointer;\n}\n.list-group-item.active > .badge,\n.nav-pills > .active > a > .badge {\n color: #337ab7;\n background-color: #fff;\n}\n.list-group-item > .badge {\n float: right;\n}\n.list-group-item > .badge + .badge {\n margin-right: 5px;\n}\n.nav-pills > li > a > .badge {\n margin-left: 3px;\n}\n.jumbotron {\n padding-top: 30px;\n padding-bottom: 30px;\n margin-bottom: 30px;\n color: inherit;\n background-color: #eeeeee;\n}\n.jumbotron h1,\n.jumbotron .h1 {\n color: inherit;\n}\n.jumbotron p {\n margin-bottom: 15px;\n font-size: 20px;\n font-weight: 200;\n}\n.jumbotron > hr {\n border-top-color: #d5d5d5;\n}\n.container .jumbotron,\n.container-fluid .jumbotron {\n border-radius: 3px;\n padding-left: 0px;\n padding-right: 0px;\n}\n.jumbotron .container {\n max-width: 100%;\n}\n@media screen and (min-width: 768px) {\n .jumbotron {\n padding-top: 48px;\n padding-bottom: 48px;\n }\n .container .jumbotron,\n .container-fluid .jumbotron {\n padding-left: 60px;\n padding-right: 60px;\n }\n .jumbotron h1,\n .jumbotron .h1 {\n font-size: 59px;\n }\n}\n.thumbnail {\n display: block;\n padding: 4px;\n margin-bottom: 18px;\n line-height: 1.42857143;\n background-color: #fff;\n border: 1px solid #ddd;\n border-radius: 2px;\n -webkit-transition: border 0.2s ease-in-out;\n -o-transition: border 0.2s ease-in-out;\n transition: border 0.2s ease-in-out;\n}\n.thumbnail > img,\n.thumbnail a > img {\n margin-left: auto;\n margin-right: auto;\n}\na.thumbnail:hover,\na.thumbnail:focus,\na.thumbnail.active {\n border-color: #337ab7;\n}\n.thumbnail .caption {\n padding: 9px;\n color: #000;\n}\n.alert {\n padding: 15px;\n margin-bottom: 18px;\n border: 1px solid transparent;\n border-radius: 2px;\n}\n.alert h4 {\n margin-top: 0;\n color: inherit;\n}\n.alert .alert-link {\n font-weight: bold;\n}\n.alert > p,\n.alert > ul {\n margin-bottom: 0;\n}\n.alert > p + p {\n margin-top: 5px;\n}\n.alert-dismissable,\n.alert-dismissible {\n padding-right: 35px;\n}\n.alert-dismissable .close,\n.alert-dismissible .close {\n position: relative;\n top: -2px;\n right: -21px;\n color: inherit;\n}\n.alert-success {\n background-color: #dff0d8;\n border-color: #d6e9c6;\n color: #3c763d;\n}\n.alert-success hr {\n border-top-color: #c9e2b3;\n}\n.alert-success .alert-link {\n color: #2b542c;\n}\n.alert-info {\n background-color: #d9edf7;\n border-color: #bce8f1;\n color: #31708f;\n}\n.alert-info hr {\n border-top-color: #a6e1ec;\n}\n.alert-info .alert-link {\n color: #245269;\n}\n.alert-warning {\n background-color: #fcf8e3;\n border-color: #faebcc;\n color: #8a6d3b;\n}\n.alert-warning hr {\n border-top-color: #f7e1b5;\n}\n.alert-warning .alert-link {\n color: #66512c;\n}\n.alert-danger {\n background-color: #f2dede;\n border-color: #ebccd1;\n color: #a94442;\n}\n.alert-danger hr {\n border-top-color: #e4b9c0;\n}\n.alert-danger .alert-link {\n color: #843534;\n}\n@-webkit-keyframes progress-bar-stripes {\n from {\n background-position: 40px 0;\n }\n to {\n background-position: 0 0;\n }\n}\n@keyframes progress-bar-stripes {\n from {\n background-position: 40px 0;\n }\n to {\n background-position: 0 0;\n }\n}\n.progress {\n overflow: hidden;\n height: 18px;\n margin-bottom: 18px;\n background-color: #f5f5f5;\n border-radius: 2px;\n -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);\n box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);\n}\n.progress-bar {\n float: left;\n width: 0%;\n height: 100%;\n font-size: 12px;\n line-height: 18px;\n color: #fff;\n text-align: center;\n background-color: #337ab7;\n -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);\n box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);\n -webkit-transition: width 0.6s ease;\n -o-transition: width 0.6s ease;\n transition: width 0.6s ease;\n}\n.progress-striped .progress-bar,\n.progress-bar-striped {\n 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);\n 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);\n 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);\n background-size: 40px 40px;\n}\n.progress.active .progress-bar,\n.progress-bar.active {\n -webkit-animation: progress-bar-stripes 2s linear infinite;\n -o-animation: progress-bar-stripes 2s linear infinite;\n animation: progress-bar-stripes 2s linear infinite;\n}\n.progress-bar-success {\n background-color: #5cb85c;\n}\n.progress-striped .progress-bar-success {\n 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);\n 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);\n 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);\n}\n.progress-bar-info {\n background-color: #5bc0de;\n}\n.progress-striped .progress-bar-info {\n 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);\n 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);\n 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);\n}\n.progress-bar-warning {\n background-color: #f0ad4e;\n}\n.progress-striped .progress-bar-warning {\n 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);\n 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);\n 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);\n}\n.progress-bar-danger {\n background-color: #d9534f;\n}\n.progress-striped .progress-bar-danger {\n 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);\n 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);\n 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);\n}\n.media {\n margin-top: 15px;\n}\n.media:first-child {\n margin-top: 0;\n}\n.media,\n.media-body {\n zoom: 1;\n overflow: hidden;\n}\n.media-body {\n width: 10000px;\n}\n.media-object {\n display: block;\n}\n.media-object.img-thumbnail {\n max-width: none;\n}\n.media-right,\n.media > .pull-right {\n padding-left: 10px;\n}\n.media-left,\n.media > .pull-left {\n padding-right: 10px;\n}\n.media-left,\n.media-right,\n.media-body {\n display: table-cell;\n vertical-align: top;\n}\n.media-middle {\n vertical-align: middle;\n}\n.media-bottom {\n vertical-align: bottom;\n}\n.media-heading {\n margin-top: 0;\n margin-bottom: 5px;\n}\n.media-list {\n padding-left: 0;\n list-style: none;\n}\n.list-group {\n margin-bottom: 20px;\n padding-left: 0;\n}\n.list-group-item {\n position: relative;\n display: block;\n padding: 10px 15px;\n margin-bottom: -1px;\n background-color: #fff;\n border: 1px solid #ddd;\n}\n.list-group-item:first-child {\n border-top-right-radius: 2px;\n border-top-left-radius: 2px;\n}\n.list-group-item:last-child {\n margin-bottom: 0;\n border-bottom-right-radius: 2px;\n border-bottom-left-radius: 2px;\n}\na.list-group-item,\nbutton.list-group-item {\n color: #555;\n}\na.list-group-item .list-group-item-heading,\nbutton.list-group-item .list-group-item-heading {\n color: #333;\n}\na.list-group-item:hover,\nbutton.list-group-item:hover,\na.list-group-item:focus,\nbutton.list-group-item:focus {\n text-decoration: none;\n color: #555;\n background-color: #f5f5f5;\n}\nbutton.list-group-item {\n width: 100%;\n text-align: left;\n}\n.list-group-item.disabled,\n.list-group-item.disabled:hover,\n.list-group-item.disabled:focus {\n background-color: #eeeeee;\n color: #777777;\n cursor: not-allowed;\n}\n.list-group-item.disabled .list-group-item-heading,\n.list-group-item.disabled:hover .list-group-item-heading,\n.list-group-item.disabled:focus .list-group-item-heading {\n color: inherit;\n}\n.list-group-item.disabled .list-group-item-text,\n.list-group-item.disabled:hover .list-group-item-text,\n.list-group-item.disabled:focus .list-group-item-text {\n color: #777777;\n}\n.list-group-item.active,\n.list-group-item.active:hover,\n.list-group-item.active:focus {\n z-index: 2;\n color: #fff;\n background-color: #337ab7;\n border-color: #337ab7;\n}\n.list-group-item.active .list-group-item-heading,\n.list-group-item.active:hover .list-group-item-heading,\n.list-group-item.active:focus .list-group-item-heading,\n.list-group-item.active .list-group-item-heading > small,\n.list-group-item.active:hover .list-group-item-heading > small,\n.list-group-item.active:focus .list-group-item-heading > small,\n.list-group-item.active .list-group-item-heading > .small,\n.list-group-item.active:hover .list-group-item-heading > .small,\n.list-group-item.active:focus .list-group-item-heading > .small {\n color: inherit;\n}\n.list-group-item.active .list-group-item-text,\n.list-group-item.active:hover .list-group-item-text,\n.list-group-item.active:focus .list-group-item-text {\n color: #c7ddef;\n}\n.list-group-item-success {\n color: #3c763d;\n background-color: #dff0d8;\n}\na.list-group-item-success,\nbutton.list-group-item-success {\n color: #3c763d;\n}\na.list-group-item-success .list-group-item-heading,\nbutton.list-group-item-success .list-group-item-heading {\n color: inherit;\n}\na.list-group-item-success:hover,\nbutton.list-group-item-success:hover,\na.list-group-item-success:focus,\nbutton.list-group-item-success:focus {\n color: #3c763d;\n background-color: #d0e9c6;\n}\na.list-group-item-success.active,\nbutton.list-group-item-success.active,\na.list-group-item-success.active:hover,\nbutton.list-group-item-success.active:hover,\na.list-group-item-success.active:focus,\nbutton.list-group-item-success.active:focus {\n color: #fff;\n background-color: #3c763d;\n border-color: #3c763d;\n}\n.list-group-item-info {\n color: #31708f;\n background-color: #d9edf7;\n}\na.list-group-item-info,\nbutton.list-group-item-info {\n color: #31708f;\n}\na.list-group-item-info .list-group-item-heading,\nbutton.list-group-item-info .list-group-item-heading {\n color: inherit;\n}\na.list-group-item-info:hover,\nbutton.list-group-item-info:hover,\na.list-group-item-info:focus,\nbutton.list-group-item-info:focus {\n color: #31708f;\n background-color: #c4e3f3;\n}\na.list-group-item-info.active,\nbutton.list-group-item-info.active,\na.list-group-item-info.active:hover,\nbutton.list-group-item-info.active:hover,\na.list-group-item-info.active:focus,\nbutton.list-group-item-info.active:focus {\n color: #fff;\n background-color: #31708f;\n border-color: #31708f;\n}\n.list-group-item-warning {\n color: #8a6d3b;\n background-color: #fcf8e3;\n}\na.list-group-item-warning,\nbutton.list-group-item-warning {\n color: #8a6d3b;\n}\na.list-group-item-warning .list-group-item-heading,\nbutton.list-group-item-warning .list-group-item-heading {\n color: inherit;\n}\na.list-group-item-warning:hover,\nbutton.list-group-item-warning:hover,\na.list-group-item-warning:focus,\nbutton.list-group-item-warning:focus {\n color: #8a6d3b;\n background-color: #faf2cc;\n}\na.list-group-item-warning.active,\nbutton.list-group-item-warning.active,\na.list-group-item-warning.active:hover,\nbutton.list-group-item-warning.active:hover,\na.list-group-item-warning.active:focus,\nbutton.list-group-item-warning.active:focus {\n color: #fff;\n background-color: #8a6d3b;\n border-color: #8a6d3b;\n}\n.list-group-item-danger {\n color: #a94442;\n background-color: #f2dede;\n}\na.list-group-item-danger,\nbutton.list-group-item-danger {\n color: #a94442;\n}\na.list-group-item-danger .list-group-item-heading,\nbutton.list-group-item-danger .list-group-item-heading {\n color: inherit;\n}\na.list-group-item-danger:hover,\nbutton.list-group-item-danger:hover,\na.list-group-item-danger:focus,\nbutton.list-group-item-danger:focus {\n color: #a94442;\n background-color: #ebcccc;\n}\na.list-group-item-danger.active,\nbutton.list-group-item-danger.active,\na.list-group-item-danger.active:hover,\nbutton.list-group-item-danger.active:hover,\na.list-group-item-danger.active:focus,\nbutton.list-group-item-danger.active:focus {\n color: #fff;\n background-color: #a94442;\n border-color: #a94442;\n}\n.list-group-item-heading {\n margin-top: 0;\n margin-bottom: 5px;\n}\n.list-group-item-text {\n margin-bottom: 0;\n line-height: 1.3;\n}\n.panel {\n margin-bottom: 18px;\n background-color: #fff;\n border: 1px solid transparent;\n border-radius: 2px;\n -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);\n box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);\n}\n.panel-body {\n padding: 15px;\n}\n.panel-heading {\n padding: 10px 15px;\n border-bottom: 1px solid transparent;\n border-top-right-radius: 1px;\n border-top-left-radius: 1px;\n}\n.panel-heading > .dropdown .dropdown-toggle {\n color: inherit;\n}\n.panel-title {\n margin-top: 0;\n margin-bottom: 0;\n font-size: 15px;\n color: inherit;\n}\n.panel-title > a,\n.panel-title > small,\n.panel-title > .small,\n.panel-title > small > a,\n.panel-title > .small > a {\n color: inherit;\n}\n.panel-footer {\n padding: 10px 15px;\n background-color: #f5f5f5;\n border-top: 1px solid #ddd;\n border-bottom-right-radius: 1px;\n border-bottom-left-radius: 1px;\n}\n.panel > .list-group,\n.panel > .panel-collapse > .list-group {\n margin-bottom: 0;\n}\n.panel > .list-group .list-group-item,\n.panel > .panel-collapse > .list-group .list-group-item {\n border-width: 1px 0;\n border-radius: 0;\n}\n.panel > .list-group:first-child .list-group-item:first-child,\n.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {\n border-top: 0;\n border-top-right-radius: 1px;\n border-top-left-radius: 1px;\n}\n.panel > .list-group:last-child .list-group-item:last-child,\n.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {\n border-bottom: 0;\n border-bottom-right-radius: 1px;\n border-bottom-left-radius: 1px;\n}\n.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {\n border-top-right-radius: 0;\n border-top-left-radius: 0;\n}\n.panel-heading + .list-group .list-group-item:first-child {\n border-top-width: 0;\n}\n.list-group + .panel-footer {\n border-top-width: 0;\n}\n.panel > .table,\n.panel > .table-responsive > .table,\n.panel > .panel-collapse > .table {\n margin-bottom: 0;\n}\n.panel > .table caption,\n.panel > .table-responsive > .table caption,\n.panel > .panel-collapse > .table caption {\n padding-left: 15px;\n padding-right: 15px;\n}\n.panel > .table:first-child,\n.panel > .table-responsive:first-child > .table:first-child {\n border-top-right-radius: 1px;\n border-top-left-radius: 1px;\n}\n.panel > .table:first-child > thead:first-child > tr:first-child,\n.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,\n.panel > .table:first-child > tbody:first-child > tr:first-child,\n.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {\n border-top-left-radius: 1px;\n border-top-right-radius: 1px;\n}\n.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,\n.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,\n.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,\n.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,\n.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,\n.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,\n.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,\n.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {\n border-top-left-radius: 1px;\n}\n.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,\n.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,\n.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,\n.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,\n.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,\n.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,\n.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,\n.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {\n border-top-right-radius: 1px;\n}\n.panel > .table:last-child,\n.panel > .table-responsive:last-child > .table:last-child {\n border-bottom-right-radius: 1px;\n border-bottom-left-radius: 1px;\n}\n.panel > .table:last-child > tbody:last-child > tr:last-child,\n.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,\n.panel > .table:last-child > tfoot:last-child > tr:last-child,\n.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {\n border-bottom-left-radius: 1px;\n border-bottom-right-radius: 1px;\n}\n.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,\n.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,\n.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,\n.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,\n.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,\n.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,\n.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,\n.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {\n border-bottom-left-radius: 1px;\n}\n.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,\n.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,\n.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,\n.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,\n.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,\n.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,\n.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,\n.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {\n border-bottom-right-radius: 1px;\n}\n.panel > .panel-body + .table,\n.panel > .panel-body + .table-responsive,\n.panel > .table + .panel-body,\n.panel > .table-responsive + .panel-body {\n border-top: 1px solid #ddd;\n}\n.panel > .table > tbody:first-child > tr:first-child th,\n.panel > .table > tbody:first-child > tr:first-child td {\n border-top: 0;\n}\n.panel > .table-bordered,\n.panel > .table-responsive > .table-bordered {\n border: 0;\n}\n.panel > .table-bordered > thead > tr > th:first-child,\n.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,\n.panel > .table-bordered > tbody > tr > th:first-child,\n.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,\n.panel > .table-bordered > tfoot > tr > th:first-child,\n.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,\n.panel > .table-bordered > thead > tr > td:first-child,\n.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,\n.panel > .table-bordered > tbody > tr > td:first-child,\n.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,\n.panel > .table-bordered > tfoot > tr > td:first-child,\n.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {\n border-left: 0;\n}\n.panel > .table-bordered > thead > tr > th:last-child,\n.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,\n.panel > .table-bordered > tbody > tr > th:last-child,\n.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,\n.panel > .table-bordered > tfoot > tr > th:last-child,\n.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,\n.panel > .table-bordered > thead > tr > td:last-child,\n.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,\n.panel > .table-bordered > tbody > tr > td:last-child,\n.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,\n.panel > .table-bordered > tfoot > tr > td:last-child,\n.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {\n border-right: 0;\n}\n.panel > .table-bordered > thead > tr:first-child > td,\n.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,\n.panel > .table-bordered > tbody > tr:first-child > td,\n.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,\n.panel > .table-bordered > thead > tr:first-child > th,\n.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,\n.panel > .table-bordered > tbody > tr:first-child > th,\n.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {\n border-bottom: 0;\n}\n.panel > .table-bordered > tbody > tr:last-child > td,\n.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,\n.panel > .table-bordered > tfoot > tr:last-child > td,\n.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,\n.panel > .table-bordered > tbody > tr:last-child > th,\n.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,\n.panel > .table-bordered > tfoot > tr:last-child > th,\n.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {\n border-bottom: 0;\n}\n.panel > .table-responsive {\n border: 0;\n margin-bottom: 0;\n}\n.panel-group {\n margin-bottom: 18px;\n}\n.panel-group .panel {\n margin-bottom: 0;\n border-radius: 2px;\n}\n.panel-group .panel + .panel {\n margin-top: 5px;\n}\n.panel-group .panel-heading {\n border-bottom: 0;\n}\n.panel-group .panel-heading + .panel-collapse > .panel-body,\n.panel-group .panel-heading + .panel-collapse > .list-group {\n border-top: 1px solid #ddd;\n}\n.panel-group .panel-footer {\n border-top: 0;\n}\n.panel-group .panel-footer + .panel-collapse .panel-body {\n border-bottom: 1px solid #ddd;\n}\n.panel-default {\n border-color: #ddd;\n}\n.panel-default > .panel-heading {\n color: #333333;\n background-color: #f5f5f5;\n border-color: #ddd;\n}\n.panel-default > .panel-heading + .panel-collapse > .panel-body {\n border-top-color: #ddd;\n}\n.panel-default > .panel-heading .badge {\n color: #f5f5f5;\n background-color: #333333;\n}\n.panel-default > .panel-footer + .panel-collapse > .panel-body {\n border-bottom-color: #ddd;\n}\n.panel-primary {\n border-color: #337ab7;\n}\n.panel-primary > .panel-heading {\n color: #fff;\n background-color: #337ab7;\n border-color: #337ab7;\n}\n.panel-primary > .panel-heading + .panel-collapse > .panel-body {\n border-top-color: #337ab7;\n}\n.panel-primary > .panel-heading .badge {\n color: #337ab7;\n background-color: #fff;\n}\n.panel-primary > .panel-footer + .panel-collapse > .panel-body {\n border-bottom-color: #337ab7;\n}\n.panel-success {\n border-color: #d6e9c6;\n}\n.panel-success > .panel-heading {\n color: #3c763d;\n background-color: #dff0d8;\n border-color: #d6e9c6;\n}\n.panel-success > .panel-heading + .panel-collapse > .panel-body {\n border-top-color: #d6e9c6;\n}\n.panel-success > .panel-heading .badge {\n color: #dff0d8;\n background-color: #3c763d;\n}\n.panel-success > .panel-footer + .panel-collapse > .panel-body {\n border-bottom-color: #d6e9c6;\n}\n.panel-info {\n border-color: #bce8f1;\n}\n.panel-info > .panel-heading {\n color: #31708f;\n background-color: #d9edf7;\n border-color: #bce8f1;\n}\n.panel-info > .panel-heading + .panel-collapse > .panel-body {\n border-top-color: #bce8f1;\n}\n.panel-info > .panel-heading .badge {\n color: #d9edf7;\n background-color: #31708f;\n}\n.panel-info > .panel-footer + .panel-collapse > .panel-body {\n border-bottom-color: #bce8f1;\n}\n.panel-warning {\n border-color: #faebcc;\n}\n.panel-warning > .panel-heading {\n color: #8a6d3b;\n background-color: #fcf8e3;\n border-color: #faebcc;\n}\n.panel-warning > .panel-heading + .panel-collapse > .panel-body {\n border-top-color: #faebcc;\n}\n.panel-warning > .panel-heading .badge {\n color: #fcf8e3;\n background-color: #8a6d3b;\n}\n.panel-warning > .panel-footer + .panel-collapse > .panel-body {\n border-bottom-color: #faebcc;\n}\n.panel-danger {\n border-color: #ebccd1;\n}\n.panel-danger > .panel-heading {\n color: #a94442;\n background-color: #f2dede;\n border-color: #ebccd1;\n}\n.panel-danger > .panel-heading + .panel-collapse > .panel-body {\n border-top-color: #ebccd1;\n}\n.panel-danger > .panel-heading .badge {\n color: #f2dede;\n background-color: #a94442;\n}\n.panel-danger > .panel-footer + .panel-collapse > .panel-body {\n border-bottom-color: #ebccd1;\n}\n.embed-responsive {\n position: relative;\n display: block;\n height: 0;\n padding: 0;\n overflow: hidden;\n}\n.embed-responsive .embed-responsive-item,\n.embed-responsive iframe,\n.embed-responsive embed,\n.embed-responsive object,\n.embed-responsive video {\n position: absolute;\n top: 0;\n left: 0;\n bottom: 0;\n height: 100%;\n width: 100%;\n border: 0;\n}\n.embed-responsive-16by9 {\n padding-bottom: 56.25%;\n}\n.embed-responsive-4by3 {\n padding-bottom: 75%;\n}\n.well {\n min-height: 20px;\n padding: 19px;\n margin-bottom: 20px;\n background-color: #f5f5f5;\n border: 1px solid #e3e3e3;\n border-radius: 2px;\n -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);\n box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);\n}\n.well blockquote {\n border-color: #ddd;\n border-color: rgba(0, 0, 0, 0.15);\n}\n.well-lg {\n padding: 24px;\n border-radius: 3px;\n}\n.well-sm {\n padding: 9px;\n border-radius: 1px;\n}\n.close {\n float: right;\n font-size: 19.5px;\n font-weight: bold;\n line-height: 1;\n color: #000;\n text-shadow: 0 1px 0 #fff;\n opacity: 0.2;\n filter: alpha(opacity=20);\n}\n.close:hover,\n.close:focus {\n color: #000;\n text-decoration: none;\n cursor: pointer;\n opacity: 0.5;\n filter: alpha(opacity=50);\n}\nbutton.close {\n padding: 0;\n cursor: pointer;\n background: transparent;\n border: 0;\n -webkit-appearance: none;\n}\n.modal-open {\n overflow: hidden;\n}\n.modal {\n display: none;\n overflow: hidden;\n position: fixed;\n top: 0;\n right: 0;\n bottom: 0;\n left: 0;\n z-index: 1050;\n -webkit-overflow-scrolling: touch;\n outline: 0;\n}\n.modal.fade .modal-dialog {\n -webkit-transform: translate(0, -25%);\n -ms-transform: translate(0, -25%);\n -o-transform: translate(0, -25%);\n transform: translate(0, -25%);\n -webkit-transition: -webkit-transform 0.3s ease-out;\n -moz-transition: -moz-transform 0.3s ease-out;\n -o-transition: -o-transform 0.3s ease-out;\n transition: transform 0.3s ease-out;\n}\n.modal.in .modal-dialog {\n -webkit-transform: translate(0, 0);\n -ms-transform: translate(0, 0);\n -o-transform: translate(0, 0);\n transform: translate(0, 0);\n}\n.modal-open .modal {\n overflow-x: hidden;\n overflow-y: auto;\n}\n.modal-dialog {\n position: relative;\n width: auto;\n margin: 10px;\n}\n.modal-content {\n position: relative;\n background-color: #fff;\n border: 1px solid #999;\n border: 1px solid rgba(0, 0, 0, 0.2);\n border-radius: 3px;\n -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);\n box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);\n background-clip: padding-box;\n outline: 0;\n}\n.modal-backdrop {\n position: fixed;\n top: 0;\n right: 0;\n bottom: 0;\n left: 0;\n z-index: 1040;\n background-color: #000;\n}\n.modal-backdrop.fade {\n opacity: 0;\n filter: alpha(opacity=0);\n}\n.modal-backdrop.in {\n opacity: 0.5;\n filter: alpha(opacity=50);\n}\n.modal-header {\n padding: 15px;\n border-bottom: 1px solid #e5e5e5;\n}\n.modal-header .close {\n margin-top: -2px;\n}\n.modal-title {\n margin: 0;\n line-height: 1.42857143;\n}\n.modal-body {\n position: relative;\n padding: 15px;\n}\n.modal-footer {\n padding: 15px;\n text-align: right;\n border-top: 1px solid #e5e5e5;\n}\n.modal-footer .btn + .btn {\n margin-left: 5px;\n margin-bottom: 0;\n}\n.modal-footer .btn-group .btn + .btn {\n margin-left: -1px;\n}\n.modal-footer .btn-block + .btn-block {\n margin-left: 0;\n}\n.modal-scrollbar-measure {\n position: absolute;\n top: -9999px;\n width: 50px;\n height: 50px;\n overflow: scroll;\n}\n@media (min-width: 768px) {\n .modal-dialog {\n width: 600px;\n margin: 30px auto;\n }\n .modal-content {\n -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);\n box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);\n }\n .modal-sm {\n width: 300px;\n }\n}\n@media (min-width: 992px) {\n .modal-lg {\n width: 900px;\n }\n}\n.tooltip {\n position: absolute;\n z-index: 1070;\n display: block;\n font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n font-style: normal;\n font-weight: normal;\n letter-spacing: normal;\n line-break: auto;\n line-height: 1.42857143;\n text-align: left;\n text-align: start;\n text-decoration: none;\n text-shadow: none;\n text-transform: none;\n white-space: normal;\n word-break: normal;\n word-spacing: normal;\n word-wrap: normal;\n font-size: 12px;\n opacity: 0;\n filter: alpha(opacity=0);\n}\n.tooltip.in {\n opacity: 0.9;\n filter: alpha(opacity=90);\n}\n.tooltip.top {\n margin-top: -3px;\n padding: 5px 0;\n}\n.tooltip.right {\n margin-left: 3px;\n padding: 0 5px;\n}\n.tooltip.bottom {\n margin-top: 3px;\n padding: 5px 0;\n}\n.tooltip.left {\n margin-left: -3px;\n padding: 0 5px;\n}\n.tooltip-inner {\n max-width: 200px;\n padding: 3px 8px;\n color: #fff;\n text-align: center;\n background-color: #000;\n border-radius: 2px;\n}\n.tooltip-arrow {\n position: absolute;\n width: 0;\n height: 0;\n border-color: transparent;\n border-style: solid;\n}\n.tooltip.top .tooltip-arrow {\n bottom: 0;\n left: 50%;\n margin-left: -5px;\n border-width: 5px 5px 0;\n border-top-color: #000;\n}\n.tooltip.top-left .tooltip-arrow {\n bottom: 0;\n right: 5px;\n margin-bottom: -5px;\n border-width: 5px 5px 0;\n border-top-color: #000;\n}\n.tooltip.top-right .tooltip-arrow {\n bottom: 0;\n left: 5px;\n margin-bottom: -5px;\n border-width: 5px 5px 0;\n border-top-color: #000;\n}\n.tooltip.right .tooltip-arrow {\n top: 50%;\n left: 0;\n margin-top: -5px;\n border-width: 5px 5px 5px 0;\n border-right-color: #000;\n}\n.tooltip.left .tooltip-arrow {\n top: 50%;\n right: 0;\n margin-top: -5px;\n border-width: 5px 0 5px 5px;\n border-left-color: #000;\n}\n.tooltip.bottom .tooltip-arrow {\n top: 0;\n left: 50%;\n margin-left: -5px;\n border-width: 0 5px 5px;\n border-bottom-color: #000;\n}\n.tooltip.bottom-left .tooltip-arrow {\n top: 0;\n right: 5px;\n margin-top: -5px;\n border-width: 0 5px 5px;\n border-bottom-color: #000;\n}\n.tooltip.bottom-right .tooltip-arrow {\n top: 0;\n left: 5px;\n margin-top: -5px;\n border-width: 0 5px 5px;\n border-bottom-color: #000;\n}\n.popover {\n position: absolute;\n top: 0;\n left: 0;\n z-index: 1060;\n display: none;\n max-width: 276px;\n padding: 1px;\n font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n font-style: normal;\n font-weight: normal;\n letter-spacing: normal;\n line-break: auto;\n line-height: 1.42857143;\n text-align: left;\n text-align: start;\n text-decoration: none;\n text-shadow: none;\n text-transform: none;\n white-space: normal;\n word-break: normal;\n word-spacing: normal;\n word-wrap: normal;\n font-size: 13px;\n background-color: #fff;\n background-clip: padding-box;\n border: 1px solid #ccc;\n border: 1px solid rgba(0, 0, 0, 0.2);\n border-radius: 3px;\n -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);\n box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);\n}\n.popover.top {\n margin-top: -10px;\n}\n.popover.right {\n margin-left: 10px;\n}\n.popover.bottom {\n margin-top: 10px;\n}\n.popover.left {\n margin-left: -10px;\n}\n.popover-title {\n margin: 0;\n padding: 8px 14px;\n font-size: 13px;\n background-color: #f7f7f7;\n border-bottom: 1px solid #ebebeb;\n border-radius: 2px 2px 0 0;\n}\n.popover-content {\n padding: 9px 14px;\n}\n.popover > .arrow,\n.popover > .arrow:after {\n position: absolute;\n display: block;\n width: 0;\n height: 0;\n border-color: transparent;\n border-style: solid;\n}\n.popover > .arrow {\n border-width: 11px;\n}\n.popover > .arrow:after {\n border-width: 10px;\n content: \"\";\n}\n.popover.top > .arrow {\n left: 50%;\n margin-left: -11px;\n border-bottom-width: 0;\n border-top-color: #999999;\n border-top-color: rgba(0, 0, 0, 0.25);\n bottom: -11px;\n}\n.popover.top > .arrow:after {\n content: \" \";\n bottom: 1px;\n margin-left: -10px;\n border-bottom-width: 0;\n border-top-color: #fff;\n}\n.popover.right > .arrow {\n top: 50%;\n left: -11px;\n margin-top: -11px;\n border-left-width: 0;\n border-right-color: #999999;\n border-right-color: rgba(0, 0, 0, 0.25);\n}\n.popover.right > .arrow:after {\n content: \" \";\n left: 1px;\n bottom: -10px;\n border-left-width: 0;\n border-right-color: #fff;\n}\n.popover.bottom > .arrow {\n left: 50%;\n margin-left: -11px;\n border-top-width: 0;\n border-bottom-color: #999999;\n border-bottom-color: rgba(0, 0, 0, 0.25);\n top: -11px;\n}\n.popover.bottom > .arrow:after {\n content: \" \";\n top: 1px;\n margin-left: -10px;\n border-top-width: 0;\n border-bottom-color: #fff;\n}\n.popover.left > .arrow {\n top: 50%;\n right: -11px;\n margin-top: -11px;\n border-right-width: 0;\n border-left-color: #999999;\n border-left-color: rgba(0, 0, 0, 0.25);\n}\n.popover.left > .arrow:after {\n content: \" \";\n right: 1px;\n border-right-width: 0;\n border-left-color: #fff;\n bottom: -10px;\n}\n.carousel {\n position: relative;\n}\n.carousel-inner {\n position: relative;\n overflow: hidden;\n width: 100%;\n}\n.carousel-inner > .item {\n display: none;\n position: relative;\n -webkit-transition: 0.6s ease-in-out left;\n -o-transition: 0.6s ease-in-out left;\n transition: 0.6s ease-in-out left;\n}\n.carousel-inner > .item > img,\n.carousel-inner > .item > a > img {\n line-height: 1;\n}\n@media all and (transform-3d), (-webkit-transform-3d) {\n .carousel-inner > .item {\n -webkit-transition: -webkit-transform 0.6s ease-in-out;\n -moz-transition: -moz-transform 0.6s ease-in-out;\n -o-transition: -o-transform 0.6s ease-in-out;\n transition: transform 0.6s ease-in-out;\n -webkit-backface-visibility: hidden;\n -moz-backface-visibility: hidden;\n backface-visibility: hidden;\n -webkit-perspective: 1000px;\n -moz-perspective: 1000px;\n perspective: 1000px;\n }\n .carousel-inner > .item.next,\n .carousel-inner > .item.active.right {\n -webkit-transform: translate3d(100%, 0, 0);\n transform: translate3d(100%, 0, 0);\n left: 0;\n }\n .carousel-inner > .item.prev,\n .carousel-inner > .item.active.left {\n -webkit-transform: translate3d(-100%, 0, 0);\n transform: translate3d(-100%, 0, 0);\n left: 0;\n }\n .carousel-inner > .item.next.left,\n .carousel-inner > .item.prev.right,\n .carousel-inner > .item.active {\n -webkit-transform: translate3d(0, 0, 0);\n transform: translate3d(0, 0, 0);\n left: 0;\n }\n}\n.carousel-inner > .active,\n.carousel-inner > .next,\n.carousel-inner > .prev {\n display: block;\n}\n.carousel-inner > .active {\n left: 0;\n}\n.carousel-inner > .next,\n.carousel-inner > .prev {\n position: absolute;\n top: 0;\n width: 100%;\n}\n.carousel-inner > .next {\n left: 100%;\n}\n.carousel-inner > .prev {\n left: -100%;\n}\n.carousel-inner > .next.left,\n.carousel-inner > .prev.right {\n left: 0;\n}\n.carousel-inner > .active.left {\n left: -100%;\n}\n.carousel-inner > .active.right {\n left: 100%;\n}\n.carousel-control {\n position: absolute;\n top: 0;\n left: 0;\n bottom: 0;\n width: 15%;\n opacity: 0.5;\n filter: alpha(opacity=50);\n font-size: 20px;\n color: #fff;\n text-align: center;\n text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);\n background-color: rgba(0, 0, 0, 0);\n}\n.carousel-control.left {\n background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);\n background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);\n background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);\n background-repeat: repeat-x;\n filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);\n}\n.carousel-control.right {\n left: auto;\n right: 0;\n background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);\n background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);\n background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);\n background-repeat: repeat-x;\n filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);\n}\n.carousel-control:hover,\n.carousel-control:focus {\n outline: 0;\n color: #fff;\n text-decoration: none;\n opacity: 0.9;\n filter: alpha(opacity=90);\n}\n.carousel-control .icon-prev,\n.carousel-control .icon-next,\n.carousel-control .glyphicon-chevron-left,\n.carousel-control .glyphicon-chevron-right {\n position: absolute;\n top: 50%;\n margin-top: -10px;\n z-index: 5;\n display: inline-block;\n}\n.carousel-control .icon-prev,\n.carousel-control .glyphicon-chevron-left {\n left: 50%;\n margin-left: -10px;\n}\n.carousel-control .icon-next,\n.carousel-control .glyphicon-chevron-right {\n right: 50%;\n margin-right: -10px;\n}\n.carousel-control .icon-prev,\n.carousel-control .icon-next {\n width: 20px;\n height: 20px;\n line-height: 1;\n font-family: serif;\n}\n.carousel-control .icon-prev:before {\n content: '\\2039';\n}\n.carousel-control .icon-next:before {\n content: '\\203a';\n}\n.carousel-indicators {\n position: absolute;\n bottom: 10px;\n left: 50%;\n z-index: 15;\n width: 60%;\n margin-left: -30%;\n padding-left: 0;\n list-style: none;\n text-align: center;\n}\n.carousel-indicators li {\n display: inline-block;\n width: 10px;\n height: 10px;\n margin: 1px;\n text-indent: -999px;\n border: 1px solid #fff;\n border-radius: 10px;\n cursor: pointer;\n background-color: #000 \\9;\n background-color: rgba(0, 0, 0, 0);\n}\n.carousel-indicators .active {\n margin: 0;\n width: 12px;\n height: 12px;\n background-color: #fff;\n}\n.carousel-caption {\n position: absolute;\n left: 15%;\n right: 15%;\n bottom: 20px;\n z-index: 10;\n padding-top: 20px;\n padding-bottom: 20px;\n color: #fff;\n text-align: center;\n text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);\n}\n.carousel-caption .btn {\n text-shadow: none;\n}\n@media screen and (min-width: 768px) {\n .carousel-control .glyphicon-chevron-left,\n .carousel-control .glyphicon-chevron-right,\n .carousel-control .icon-prev,\n .carousel-control .icon-next {\n width: 30px;\n height: 30px;\n margin-top: -10px;\n font-size: 30px;\n }\n .carousel-control .glyphicon-chevron-left,\n .carousel-control .icon-prev {\n margin-left: -10px;\n }\n .carousel-control .glyphicon-chevron-right,\n .carousel-control .icon-next {\n margin-right: -10px;\n }\n .carousel-caption {\n left: 20%;\n right: 20%;\n padding-bottom: 30px;\n }\n .carousel-indicators {\n bottom: 20px;\n }\n}\n.clearfix:before,\n.clearfix:after,\n.dl-horizontal dd:before,\n.dl-horizontal dd:after,\n.container:before,\n.container:after,\n.container-fluid:before,\n.container-fluid:after,\n.row:before,\n.row:after,\n.form-horizontal .form-group:before,\n.form-horizontal .form-group:after,\n.btn-toolbar:before,\n.btn-toolbar:after,\n.btn-group-vertical > .btn-group:before,\n.btn-group-vertical > .btn-group:after,\n.nav:before,\n.nav:after,\n.navbar:before,\n.navbar:after,\n.navbar-header:before,\n.navbar-header:after,\n.navbar-collapse:before,\n.navbar-collapse:after,\n.pager:before,\n.pager:after,\n.panel-body:before,\n.panel-body:after,\n.modal-header:before,\n.modal-header:after,\n.modal-footer:before,\n.modal-footer:after,\n.item_buttons:before,\n.item_buttons:after {\n content: \" \";\n display: table;\n}\n.clearfix:after,\n.dl-horizontal dd:after,\n.container:after,\n.container-fluid:after,\n.row:after,\n.form-horizontal .form-group:after,\n.btn-toolbar:after,\n.btn-group-vertical > .btn-group:after,\n.nav:after,\n.navbar:after,\n.navbar-header:after,\n.navbar-collapse:after,\n.pager:after,\n.panel-body:after,\n.modal-header:after,\n.modal-footer:after,\n.item_buttons:after {\n clear: both;\n}\n.center-block {\n display: block;\n margin-left: auto;\n margin-right: auto;\n}\n.pull-right {\n float: right !important;\n}\n.pull-left {\n float: left !important;\n}\n.hide {\n display: none !important;\n}\n.show {\n display: block !important;\n}\n.invisible {\n visibility: hidden;\n}\n.text-hide {\n font: 0\/0 a;\n color: transparent;\n text-shadow: none;\n background-color: transparent;\n border: 0;\n}\n.hidden {\n display: none !important;\n}\n.affix {\n position: fixed;\n}\n@-ms-viewport {\n width: device-width;\n}\n.visible-xs,\n.visible-sm,\n.visible-md,\n.visible-lg {\n display: none !important;\n}\n.visible-xs-block,\n.visible-xs-inline,\n.visible-xs-inline-block,\n.visible-sm-block,\n.visible-sm-inline,\n.visible-sm-inline-block,\n.visible-md-block,\n.visible-md-inline,\n.visible-md-inline-block,\n.visible-lg-block,\n.visible-lg-inline,\n.visible-lg-inline-block {\n display: none !important;\n}\n@media (max-width: 767px) {\n .visible-xs {\n display: block !important;\n }\n table.visible-xs {\n display: table !important;\n }\n tr.visible-xs {\n display: table-row !important;\n }\n th.visible-xs,\n td.visible-xs {\n display: table-cell !important;\n }\n}\n@media (max-width: 767px) {\n .visible-xs-block {\n display: block !important;\n }\n}\n@media (max-width: 767px) {\n .visible-xs-inline {\n display: inline !important;\n }\n}\n@media (max-width: 767px) {\n .visible-xs-inline-block {\n display: inline-block !important;\n }\n}\n@media (min-width: 768px) and (max-width: 991px) {\n .visible-sm {\n display: block !important;\n }\n table.visible-sm {\n display: table !important;\n }\n tr.visible-sm {\n display: table-row !important;\n }\n th.visible-sm,\n td.visible-sm {\n display: table-cell !important;\n }\n}\n@media (min-width: 768px) and (max-width: 991px) {\n .visible-sm-block {\n display: block !important;\n }\n}\n@media (min-width: 768px) and (max-width: 991px) {\n .visible-sm-inline {\n display: inline !important;\n }\n}\n@media (min-width: 768px) and (max-width: 991px) {\n .visible-sm-inline-block {\n display: inline-block !important;\n }\n}\n@media (min-width: 992px) and (max-width: 1199px) {\n .visible-md {\n display: block !important;\n }\n table.visible-md {\n display: table !important;\n }\n tr.visible-md {\n display: table-row !important;\n }\n th.visible-md,\n td.visible-md {\n display: table-cell !important;\n }\n}\n@media (min-width: 992px) and (max-width: 1199px) {\n .visible-md-block {\n display: block !important;\n }\n}\n@media (min-width: 992px) and (max-width: 1199px) {\n .visible-md-inline {\n display: inline !important;\n }\n}\n@media (min-width: 992px) and (max-width: 1199px) {\n .visible-md-inline-block {\n display: inline-block !important;\n }\n}\n@media (min-width: 1200px) {\n .visible-lg {\n display: block !important;\n }\n table.visible-lg {\n display: table !important;\n }\n tr.visible-lg {\n display: table-row !important;\n }\n th.visible-lg,\n td.visible-lg {\n display: table-cell !important;\n }\n}\n@media (min-width: 1200px) {\n .visible-lg-block {\n display: block !important;\n }\n}\n@media (min-width: 1200px) {\n .visible-lg-inline {\n display: inline !important;\n }\n}\n@media (min-width: 1200px) {\n .visible-lg-inline-block {\n display: inline-block !important;\n }\n}\n@media (max-width: 767px) {\n .hidden-xs {\n display: none !important;\n }\n}\n@media (min-width: 768px) and (max-width: 991px) {\n .hidden-sm {\n display: none !important;\n }\n}\n@media (min-width: 992px) and (max-width: 1199px) {\n .hidden-md {\n display: none !important;\n }\n}\n@media (min-width: 1200px) {\n .hidden-lg {\n display: none !important;\n }\n}\n.visible-print {\n display: none !important;\n}\n@media print {\n .visible-print {\n display: block !important;\n }\n table.visible-print {\n display: table !important;\n }\n tr.visible-print {\n display: table-row !important;\n }\n th.visible-print,\n td.visible-print {\n display: table-cell !important;\n }\n}\n.visible-print-block {\n display: none !important;\n}\n@media print {\n .visible-print-block {\n display: block !important;\n }\n}\n.visible-print-inline {\n display: none !important;\n}\n@media print {\n .visible-print-inline {\n display: inline !important;\n }\n}\n.visible-print-inline-block {\n display: none !important;\n}\n@media print {\n .visible-print-inline-block {\n display: inline-block !important;\n }\n}\n@media print {\n .hidden-print {\n display: none !important;\n }\n}\n\/*!\n*\n* Font Awesome\n*\n*\/\n\/*!\n * Font Awesome 4.7.0 by @davegandy - http:\/\/fontawesome.io - @fontawesome\n * License - http:\/\/fontawesome.io\/license (Font: SIL OFL 1.1, CSS: MIT License)\n *\/\n\/* FONT PATH\n * -------------------------- *\/\n@font-face {\n font-family: 'FontAwesome';\n src: url('..\/components\/font-awesome\/fonts\/fontawesome-webfont.eot?v=4.7.0');\n src: url('..\/components\/font-awesome\/fonts\/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('..\/components\/font-awesome\/fonts\/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('..\/components\/font-awesome\/fonts\/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('..\/components\/font-awesome\/fonts\/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('..\/components\/font-awesome\/fonts\/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');\n font-weight: normal;\n font-style: normal;\n}\n.fa {\n display: inline-block;\n font: normal normal normal 14px\/1 FontAwesome;\n font-size: inherit;\n text-rendering: auto;\n -webkit-font-smoothing: antialiased;\n -moz-osx-font-smoothing: grayscale;\n}\n\/* makes the font 33% larger relative to the icon container *\/\n.fa-lg {\n font-size: 1.33333333em;\n line-height: 0.75em;\n vertical-align: -15%;\n}\n.fa-2x {\n font-size: 2em;\n}\n.fa-3x {\n font-size: 3em;\n}\n.fa-4x {\n font-size: 4em;\n}\n.fa-5x {\n font-size: 5em;\n}\n.fa-fw {\n width: 1.28571429em;\n text-align: center;\n}\n.fa-ul {\n padding-left: 0;\n margin-left: 2.14285714em;\n list-style-type: none;\n}\n.fa-ul > li {\n position: relative;\n}\n.fa-li {\n position: absolute;\n left: -2.14285714em;\n width: 2.14285714em;\n top: 0.14285714em;\n text-align: center;\n}\n.fa-li.fa-lg {\n left: -1.85714286em;\n}\n.fa-border {\n padding: .2em .25em .15em;\n border: solid 0.08em #eee;\n border-radius: .1em;\n}\n.fa-pull-left {\n float: left;\n}\n.fa-pull-right {\n float: right;\n}\n.fa.fa-pull-left {\n margin-right: .3em;\n}\n.fa.fa-pull-right {\n margin-left: .3em;\n}\n\/* Deprecated as of 4.4.0 *\/\n.pull-right {\n float: right;\n}\n.pull-left {\n float: left;\n}\n.fa.pull-left {\n margin-right: .3em;\n}\n.fa.pull-right {\n margin-left: .3em;\n}\n.fa-spin {\n -webkit-animation: fa-spin 2s infinite linear;\n animation: fa-spin 2s infinite linear;\n}\n.fa-pulse {\n -webkit-animation: fa-spin 1s infinite steps(8);\n animation: fa-spin 1s infinite steps(8);\n}\n@-webkit-keyframes fa-spin {\n 0% {\n -webkit-transform: rotate(0deg);\n transform: rotate(0deg);\n }\n 100% {\n -webkit-transform: rotate(359deg);\n transform: rotate(359deg);\n }\n}\n@keyframes fa-spin {\n 0% {\n -webkit-transform: rotate(0deg);\n transform: rotate(0deg);\n }\n 100% {\n -webkit-transform: rotate(359deg);\n transform: rotate(359deg);\n }\n}\n.fa-rotate-90 {\n -ms-filter: \"progid:DXImageTransform.Microsoft.BasicImage(rotation=1)\";\n -webkit-transform: rotate(90deg);\n -ms-transform: rotate(90deg);\n transform: rotate(90deg);\n}\n.fa-rotate-180 {\n -ms-filter: \"progid:DXImageTransform.Microsoft.BasicImage(rotation=2)\";\n -webkit-transform: rotate(180deg);\n -ms-transform: rotate(180deg);\n transform: rotate(180deg);\n}\n.fa-rotate-270 {\n -ms-filter: \"progid:DXImageTransform.Microsoft.BasicImage(rotation=3)\";\n -webkit-transform: rotate(270deg);\n -ms-transform: rotate(270deg);\n transform: rotate(270deg);\n}\n.fa-flip-horizontal {\n -ms-filter: \"progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)\";\n -webkit-transform: scale(-1, 1);\n -ms-transform: scale(-1, 1);\n transform: scale(-1, 1);\n}\n.fa-flip-vertical {\n -ms-filter: \"progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)\";\n -webkit-transform: scale(1, -1);\n -ms-transform: scale(1, -1);\n transform: scale(1, -1);\n}\n:root .fa-rotate-90,\n:root .fa-rotate-180,\n:root .fa-rotate-270,\n:root .fa-flip-horizontal,\n:root .fa-flip-vertical {\n filter: none;\n}\n.fa-stack {\n position: relative;\n display: inline-block;\n width: 2em;\n height: 2em;\n line-height: 2em;\n vertical-align: middle;\n}\n.fa-stack-1x,\n.fa-stack-2x {\n position: absolute;\n left: 0;\n width: 100%;\n text-align: center;\n}\n.fa-stack-1x {\n line-height: inherit;\n}\n.fa-stack-2x {\n font-size: 2em;\n}\n.fa-inverse {\n color: #fff;\n}\n\/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen\n readers do not read off random characters that represent icons *\/\n.fa-glass:before {\n content: \"\\f000\";\n}\n.fa-music:before {\n content: \"\\f001\";\n}\n.fa-search:before {\n content: \"\\f002\";\n}\n.fa-envelope-o:before {\n content: \"\\f003\";\n}\n.fa-heart:before {\n content: \"\\f004\";\n}\n.fa-star:before {\n content: \"\\f005\";\n}\n.fa-star-o:before {\n content: \"\\f006\";\n}\n.fa-user:before {\n content: \"\\f007\";\n}\n.fa-film:before {\n content: \"\\f008\";\n}\n.fa-th-large:before {\n content: \"\\f009\";\n}\n.fa-th:before {\n content: \"\\f00a\";\n}\n.fa-th-list:before {\n content: \"\\f00b\";\n}\n.fa-check:before {\n content: \"\\f00c\";\n}\n.fa-remove:before,\n.fa-close:before,\n.fa-times:before {\n content: \"\\f00d\";\n}\n.fa-search-plus:before {\n content: \"\\f00e\";\n}\n.fa-search-minus:before {\n content: \"\\f010\";\n}\n.fa-power-off:before {\n content: \"\\f011\";\n}\n.fa-signal:before {\n content: \"\\f012\";\n}\n.fa-gear:before,\n.fa-cog:before {\n content: \"\\f013\";\n}\n.fa-trash-o:before {\n content: \"\\f014\";\n}\n.fa-home:before {\n content: \"\\f015\";\n}\n.fa-file-o:before {\n content: \"\\f016\";\n}\n.fa-clock-o:before {\n content: \"\\f017\";\n}\n.fa-road:before {\n content: \"\\f018\";\n}\n.fa-download:before {\n content: \"\\f019\";\n}\n.fa-arrow-circle-o-down:before {\n content: \"\\f01a\";\n}\n.fa-arrow-circle-o-up:before {\n content: \"\\f01b\";\n}\n.fa-inbox:before {\n content: \"\\f01c\";\n}\n.fa-play-circle-o:before {\n content: \"\\f01d\";\n}\n.fa-rotate-right:before,\n.fa-repeat:before {\n content: \"\\f01e\";\n}\n.fa-refresh:before {\n content: \"\\f021\";\n}\n.fa-list-alt:before {\n content: \"\\f022\";\n}\n.fa-lock:before {\n content: \"\\f023\";\n}\n.fa-flag:before {\n content: \"\\f024\";\n}\n.fa-headphones:before {\n content: \"\\f025\";\n}\n.fa-volume-off:before {\n content: \"\\f026\";\n}\n.fa-volume-down:before {\n content: \"\\f027\";\n}\n.fa-volume-up:before {\n content: \"\\f028\";\n}\n.fa-qrcode:before {\n content: \"\\f029\";\n}\n.fa-barcode:before {\n content: \"\\f02a\";\n}\n.fa-tag:before {\n content: \"\\f02b\";\n}\n.fa-tags:before {\n content: \"\\f02c\";\n}\n.fa-book:before {\n content: \"\\f02d\";\n}\n.fa-bookmark:before {\n content: \"\\f02e\";\n}\n.fa-print:before {\n content: \"\\f02f\";\n}\n.fa-camera:before {\n content: \"\\f030\";\n}\n.fa-font:before {\n content: \"\\f031\";\n}\n.fa-bold:before {\n content: \"\\f032\";\n}\n.fa-italic:before {\n content: \"\\f033\";\n}\n.fa-text-height:before {\n content: \"\\f034\";\n}\n.fa-text-width:before {\n content: \"\\f035\";\n}\n.fa-align-left:before {\n content: \"\\f036\";\n}\n.fa-align-center:before {\n content: \"\\f037\";\n}\n.fa-align-right:before {\n content: \"\\f038\";\n}\n.fa-align-justify:before {\n content: \"\\f039\";\n}\n.fa-list:before {\n content: \"\\f03a\";\n}\n.fa-dedent:before,\n.fa-outdent:before {\n content: \"\\f03b\";\n}\n.fa-indent:before {\n content: \"\\f03c\";\n}\n.fa-video-camera:before {\n content: \"\\f03d\";\n}\n.fa-photo:before,\n.fa-image:before,\n.fa-picture-o:before {\n content: \"\\f03e\";\n}\n.fa-pencil:before {\n content: \"\\f040\";\n}\n.fa-map-marker:before {\n content: \"\\f041\";\n}\n.fa-adjust:before {\n content: \"\\f042\";\n}\n.fa-tint:before {\n content: \"\\f043\";\n}\n.fa-edit:before,\n.fa-pencil-square-o:before {\n content: \"\\f044\";\n}\n.fa-share-square-o:before {\n content: \"\\f045\";\n}\n.fa-check-square-o:before {\n content: \"\\f046\";\n}\n.fa-arrows:before {\n content: \"\\f047\";\n}\n.fa-step-backward:before {\n content: \"\\f048\";\n}\n.fa-fast-backward:before {\n content: \"\\f049\";\n}\n.fa-backward:before {\n content: \"\\f04a\";\n}\n.fa-play:before {\n content: \"\\f04b\";\n}\n.fa-pause:before {\n content: \"\\f04c\";\n}\n.fa-stop:before {\n content: \"\\f04d\";\n}\n.fa-forward:before {\n content: \"\\f04e\";\n}\n.fa-fast-forward:before {\n content: \"\\f050\";\n}\n.fa-step-forward:before {\n content: \"\\f051\";\n}\n.fa-eject:before {\n content: \"\\f052\";\n}\n.fa-chevron-left:before {\n content: \"\\f053\";\n}\n.fa-chevron-right:before {\n content: \"\\f054\";\n}\n.fa-plus-circle:before {\n content: \"\\f055\";\n}\n.fa-minus-circle:before {\n content: \"\\f056\";\n}\n.fa-times-circle:before {\n content: \"\\f057\";\n}\n.fa-check-circle:before {\n content: \"\\f058\";\n}\n.fa-question-circle:before {\n content: \"\\f059\";\n}\n.fa-info-circle:before {\n content: \"\\f05a\";\n}\n.fa-crosshairs:before {\n content: \"\\f05b\";\n}\n.fa-times-circle-o:before {\n content: \"\\f05c\";\n}\n.fa-check-circle-o:before {\n content: \"\\f05d\";\n}\n.fa-ban:before {\n content: \"\\f05e\";\n}\n.fa-arrow-left:before {\n content: \"\\f060\";\n}\n.fa-arrow-right:before {\n content: \"\\f061\";\n}\n.fa-arrow-up:before {\n content: \"\\f062\";\n}\n.fa-arrow-down:before {\n content: \"\\f063\";\n}\n.fa-mail-forward:before,\n.fa-share:before {\n content: \"\\f064\";\n}\n.fa-expand:before {\n content: \"\\f065\";\n}\n.fa-compress:before {\n content: \"\\f066\";\n}\n.fa-plus:before {\n content: \"\\f067\";\n}\n.fa-minus:before {\n content: \"\\f068\";\n}\n.fa-asterisk:before {\n content: \"\\f069\";\n}\n.fa-exclamation-circle:before {\n content: \"\\f06a\";\n}\n.fa-gift:before {\n content: \"\\f06b\";\n}\n.fa-leaf:before {\n content: \"\\f06c\";\n}\n.fa-fire:before {\n content: \"\\f06d\";\n}\n.fa-eye:before {\n content: \"\\f06e\";\n}\n.fa-eye-slash:before {\n content: \"\\f070\";\n}\n.fa-warning:before,\n.fa-exclamation-triangle:before {\n content: \"\\f071\";\n}\n.fa-plane:before {\n content: \"\\f072\";\n}\n.fa-calendar:before {\n content: \"\\f073\";\n}\n.fa-random:before {\n content: \"\\f074\";\n}\n.fa-comment:before {\n content: \"\\f075\";\n}\n.fa-magnet:before {\n content: \"\\f076\";\n}\n.fa-chevron-up:before {\n content: \"\\f077\";\n}\n.fa-chevron-down:before {\n content: \"\\f078\";\n}\n.fa-retweet:before {\n content: \"\\f079\";\n}\n.fa-shopping-cart:before {\n content: \"\\f07a\";\n}\n.fa-folder:before {\n content: \"\\f07b\";\n}\n.fa-folder-open:before {\n content: \"\\f07c\";\n}\n.fa-arrows-v:before {\n content: \"\\f07d\";\n}\n.fa-arrows-h:before {\n content: \"\\f07e\";\n}\n.fa-bar-chart-o:before,\n.fa-bar-chart:before {\n content: \"\\f080\";\n}\n.fa-twitter-square:before {\n content: \"\\f081\";\n}\n.fa-facebook-square:before {\n content: \"\\f082\";\n}\n.fa-camera-retro:before {\n content: \"\\f083\";\n}\n.fa-key:before {\n content: \"\\f084\";\n}\n.fa-gears:before,\n.fa-cogs:before {\n content: \"\\f085\";\n}\n.fa-comments:before {\n content: \"\\f086\";\n}\n.fa-thumbs-o-up:before {\n content: \"\\f087\";\n}\n.fa-thumbs-o-down:before {\n content: \"\\f088\";\n}\n.fa-star-half:before {\n content: \"\\f089\";\n}\n.fa-heart-o:before {\n content: \"\\f08a\";\n}\n.fa-sign-out:before {\n content: \"\\f08b\";\n}\n.fa-linkedin-square:before {\n content: \"\\f08c\";\n}\n.fa-thumb-tack:before {\n content: \"\\f08d\";\n}\n.fa-external-link:before {\n content: \"\\f08e\";\n}\n.fa-sign-in:before {\n content: \"\\f090\";\n}\n.fa-trophy:before {\n content: \"\\f091\";\n}\n.fa-github-square:before {\n content: \"\\f092\";\n}\n.fa-upload:before {\n content: \"\\f093\";\n}\n.fa-lemon-o:before {\n content: \"\\f094\";\n}\n.fa-phone:before {\n content: \"\\f095\";\n}\n.fa-square-o:before {\n content: \"\\f096\";\n}\n.fa-bookmark-o:before {\n content: \"\\f097\";\n}\n.fa-phone-square:before {\n content: \"\\f098\";\n}\n.fa-twitter:before {\n content: \"\\f099\";\n}\n.fa-facebook-f:before,\n.fa-facebook:before {\n content: \"\\f09a\";\n}\n.fa-github:before {\n content: \"\\f09b\";\n}\n.fa-unlock:before {\n content: \"\\f09c\";\n}\n.fa-credit-card:before {\n content: \"\\f09d\";\n}\n.fa-feed:before,\n.fa-rss:before {\n content: \"\\f09e\";\n}\n.fa-hdd-o:before {\n content: \"\\f0a0\";\n}\n.fa-bullhorn:before {\n content: \"\\f0a1\";\n}\n.fa-bell:before {\n content: \"\\f0f3\";\n}\n.fa-certificate:before {\n content: \"\\f0a3\";\n}\n.fa-hand-o-right:before {\n content: \"\\f0a4\";\n}\n.fa-hand-o-left:before {\n content: \"\\f0a5\";\n}\n.fa-hand-o-up:before {\n content: \"\\f0a6\";\n}\n.fa-hand-o-down:before {\n content: \"\\f0a7\";\n}\n.fa-arrow-circle-left:before {\n content: \"\\f0a8\";\n}\n.fa-arrow-circle-right:before {\n content: \"\\f0a9\";\n}\n.fa-arrow-circle-up:before {\n content: \"\\f0aa\";\n}\n.fa-arrow-circle-down:before {\n content: \"\\f0ab\";\n}\n.fa-globe:before {\n content: \"\\f0ac\";\n}\n.fa-wrench:before {\n content: \"\\f0ad\";\n}\n.fa-tasks:before {\n content: \"\\f0ae\";\n}\n.fa-filter:before {\n content: \"\\f0b0\";\n}\n.fa-briefcase:before {\n content: \"\\f0b1\";\n}\n.fa-arrows-alt:before {\n content: \"\\f0b2\";\n}\n.fa-group:before,\n.fa-users:before {\n content: \"\\f0c0\";\n}\n.fa-chain:before,\n.fa-link:before {\n content: \"\\f0c1\";\n}\n.fa-cloud:before {\n content: \"\\f0c2\";\n}\n.fa-flask:before {\n content: \"\\f0c3\";\n}\n.fa-cut:before,\n.fa-scissors:before {\n content: \"\\f0c4\";\n}\n.fa-copy:before,\n.fa-files-o:before {\n content: \"\\f0c5\";\n}\n.fa-paperclip:before {\n content: \"\\f0c6\";\n}\n.fa-save:before,\n.fa-floppy-o:before {\n content: \"\\f0c7\";\n}\n.fa-square:before {\n content: \"\\f0c8\";\n}\n.fa-navicon:before,\n.fa-reorder:before,\n.fa-bars:before {\n content: \"\\f0c9\";\n}\n.fa-list-ul:before {\n content: \"\\f0ca\";\n}\n.fa-list-ol:before {\n content: \"\\f0cb\";\n}\n.fa-strikethrough:before {\n content: \"\\f0cc\";\n}\n.fa-underline:before {\n content: \"\\f0cd\";\n}\n.fa-table:before {\n content: \"\\f0ce\";\n}\n.fa-magic:before {\n content: \"\\f0d0\";\n}\n.fa-truck:before {\n content: \"\\f0d1\";\n}\n.fa-pinterest:before {\n content: \"\\f0d2\";\n}\n.fa-pinterest-square:before {\n content: \"\\f0d3\";\n}\n.fa-google-plus-square:before {\n content: \"\\f0d4\";\n}\n.fa-google-plus:before {\n content: \"\\f0d5\";\n}\n.fa-money:before {\n content: \"\\f0d6\";\n}\n.fa-caret-down:before {\n content: \"\\f0d7\";\n}\n.fa-caret-up:before {\n content: \"\\f0d8\";\n}\n.fa-caret-left:before {\n content: \"\\f0d9\";\n}\n.fa-caret-right:before {\n content: \"\\f0da\";\n}\n.fa-columns:before {\n content: \"\\f0db\";\n}\n.fa-unsorted:before,\n.fa-sort:before {\n content: \"\\f0dc\";\n}\n.fa-sort-down:before,\n.fa-sort-desc:before {\n content: \"\\f0dd\";\n}\n.fa-sort-up:before,\n.fa-sort-asc:before {\n content: \"\\f0de\";\n}\n.fa-envelope:before {\n content: \"\\f0e0\";\n}\n.fa-linkedin:before {\n content: \"\\f0e1\";\n}\n.fa-rotate-left:before,\n.fa-undo:before {\n content: \"\\f0e2\";\n}\n.fa-legal:before,\n.fa-gavel:before {\n content: \"\\f0e3\";\n}\n.fa-dashboard:before,\n.fa-tachometer:before {\n content: \"\\f0e4\";\n}\n.fa-comment-o:before {\n content: \"\\f0e5\";\n}\n.fa-comments-o:before {\n content: \"\\f0e6\";\n}\n.fa-flash:before,\n.fa-bolt:before {\n content: \"\\f0e7\";\n}\n.fa-sitemap:before {\n content: \"\\f0e8\";\n}\n.fa-umbrella:before {\n content: \"\\f0e9\";\n}\n.fa-paste:before,\n.fa-clipboard:before {\n content: \"\\f0ea\";\n}\n.fa-lightbulb-o:before {\n content: \"\\f0eb\";\n}\n.fa-exchange:before {\n content: \"\\f0ec\";\n}\n.fa-cloud-download:before {\n content: \"\\f0ed\";\n}\n.fa-cloud-upload:before {\n content: \"\\f0ee\";\n}\n.fa-user-md:before {\n content: \"\\f0f0\";\n}\n.fa-stethoscope:before {\n content: \"\\f0f1\";\n}\n.fa-suitcase:before {\n content: \"\\f0f2\";\n}\n.fa-bell-o:before {\n content: \"\\f0a2\";\n}\n.fa-coffee:before {\n content: \"\\f0f4\";\n}\n.fa-cutlery:before {\n content: \"\\f0f5\";\n}\n.fa-file-text-o:before {\n content: \"\\f0f6\";\n}\n.fa-building-o:before {\n content: \"\\f0f7\";\n}\n.fa-hospital-o:before {\n content: \"\\f0f8\";\n}\n.fa-ambulance:before {\n content: \"\\f0f9\";\n}\n.fa-medkit:before {\n content: \"\\f0fa\";\n}\n.fa-fighter-jet:before {\n content: \"\\f0fb\";\n}\n.fa-beer:before {\n content: \"\\f0fc\";\n}\n.fa-h-square:before {\n content: \"\\f0fd\";\n}\n.fa-plus-square:before {\n content: \"\\f0fe\";\n}\n.fa-angle-double-left:before {\n content: \"\\f100\";\n}\n.fa-angle-double-right:before {\n content: \"\\f101\";\n}\n.fa-angle-double-up:before {\n content: \"\\f102\";\n}\n.fa-angle-double-down:before {\n content: \"\\f103\";\n}\n.fa-angle-left:before {\n content: \"\\f104\";\n}\n.fa-angle-right:before {\n content: \"\\f105\";\n}\n.fa-angle-up:before {\n content: \"\\f106\";\n}\n.fa-angle-down:before {\n content: \"\\f107\";\n}\n.fa-desktop:before {\n content: \"\\f108\";\n}\n.fa-laptop:before {\n content: \"\\f109\";\n}\n.fa-tablet:before {\n content: \"\\f10a\";\n}\n.fa-mobile-phone:before,\n.fa-mobile:before {\n content: \"\\f10b\";\n}\n.fa-circle-o:before {\n content: \"\\f10c\";\n}\n.fa-quote-left:before {\n content: \"\\f10d\";\n}\n.fa-quote-right:before {\n content: \"\\f10e\";\n}\n.fa-spinner:before {\n content: \"\\f110\";\n}\n.fa-circle:before {\n content: \"\\f111\";\n}\n.fa-mail-reply:before,\n.fa-reply:before {\n content: \"\\f112\";\n}\n.fa-github-alt:before {\n content: \"\\f113\";\n}\n.fa-folder-o:before {\n content: \"\\f114\";\n}\n.fa-folder-open-o:before {\n content: \"\\f115\";\n}\n.fa-smile-o:before {\n content: \"\\f118\";\n}\n.fa-frown-o:before {\n content: \"\\f119\";\n}\n.fa-meh-o:before {\n content: \"\\f11a\";\n}\n.fa-gamepad:before {\n content: \"\\f11b\";\n}\n.fa-keyboard-o:before {\n content: \"\\f11c\";\n}\n.fa-flag-o:before {\n content: \"\\f11d\";\n}\n.fa-flag-checkered:before {\n content: \"\\f11e\";\n}\n.fa-terminal:before {\n content: \"\\f120\";\n}\n.fa-code:before {\n content: \"\\f121\";\n}\n.fa-mail-reply-all:before,\n.fa-reply-all:before {\n content: \"\\f122\";\n}\n.fa-star-half-empty:before,\n.fa-star-half-full:before,\n.fa-star-half-o:before {\n content: \"\\f123\";\n}\n.fa-location-arrow:before {\n content: \"\\f124\";\n}\n.fa-crop:before {\n content: \"\\f125\";\n}\n.fa-code-fork:before {\n content: \"\\f126\";\n}\n.fa-unlink:before,\n.fa-chain-broken:before {\n content: \"\\f127\";\n}\n.fa-question:before {\n content: \"\\f128\";\n}\n.fa-info:before {\n content: \"\\f129\";\n}\n.fa-exclamation:before {\n content: \"\\f12a\";\n}\n.fa-superscript:before {\n content: \"\\f12b\";\n}\n.fa-subscript:before {\n content: \"\\f12c\";\n}\n.fa-eraser:before {\n content: \"\\f12d\";\n}\n.fa-puzzle-piece:before {\n content: \"\\f12e\";\n}\n.fa-microphone:before {\n content: \"\\f130\";\n}\n.fa-microphone-slash:before {\n content: \"\\f131\";\n}\n.fa-shield:before {\n content: \"\\f132\";\n}\n.fa-calendar-o:before {\n content: \"\\f133\";\n}\n.fa-fire-extinguisher:before {\n content: \"\\f134\";\n}\n.fa-rocket:before {\n content: \"\\f135\";\n}\n.fa-maxcdn:before {\n content: \"\\f136\";\n}\n.fa-chevron-circle-left:before {\n content: \"\\f137\";\n}\n.fa-chevron-circle-right:before {\n content: \"\\f138\";\n}\n.fa-chevron-circle-up:before {\n content: \"\\f139\";\n}\n.fa-chevron-circle-down:before {\n content: \"\\f13a\";\n}\n.fa-html5:before {\n content: \"\\f13b\";\n}\n.fa-css3:before {\n content: \"\\f13c\";\n}\n.fa-anchor:before {\n content: \"\\f13d\";\n}\n.fa-unlock-alt:before {\n content: \"\\f13e\";\n}\n.fa-bullseye:before {\n content: \"\\f140\";\n}\n.fa-ellipsis-h:before {\n content: \"\\f141\";\n}\n.fa-ellipsis-v:before {\n content: \"\\f142\";\n}\n.fa-rss-square:before {\n content: \"\\f143\";\n}\n.fa-play-circle:before {\n content: \"\\f144\";\n}\n.fa-ticket:before {\n content: \"\\f145\";\n}\n.fa-minus-square:before {\n content: \"\\f146\";\n}\n.fa-minus-square-o:before {\n content: \"\\f147\";\n}\n.fa-level-up:before {\n content: \"\\f148\";\n}\n.fa-level-down:before {\n content: \"\\f149\";\n}\n.fa-check-square:before {\n content: \"\\f14a\";\n}\n.fa-pencil-square:before {\n content: \"\\f14b\";\n}\n.fa-external-link-square:before {\n content: \"\\f14c\";\n}\n.fa-share-square:before {\n content: \"\\f14d\";\n}\n.fa-compass:before {\n content: \"\\f14e\";\n}\n.fa-toggle-down:before,\n.fa-caret-square-o-down:before {\n content: \"\\f150\";\n}\n.fa-toggle-up:before,\n.fa-caret-square-o-up:before {\n content: \"\\f151\";\n}\n.fa-toggle-right:before,\n.fa-caret-square-o-right:before {\n content: \"\\f152\";\n}\n.fa-euro:before,\n.fa-eur:before {\n content: \"\\f153\";\n}\n.fa-gbp:before {\n content: \"\\f154\";\n}\n.fa-dollar:before,\n.fa-usd:before {\n content: \"\\f155\";\n}\n.fa-rupee:before,\n.fa-inr:before {\n content: \"\\f156\";\n}\n.fa-cny:before,\n.fa-rmb:before,\n.fa-yen:before,\n.fa-jpy:before {\n content: \"\\f157\";\n}\n.fa-ruble:before,\n.fa-rouble:before,\n.fa-rub:before {\n content: \"\\f158\";\n}\n.fa-won:before,\n.fa-krw:before {\n content: \"\\f159\";\n}\n.fa-bitcoin:before,\n.fa-btc:before {\n content: \"\\f15a\";\n}\n.fa-file:before {\n content: \"\\f15b\";\n}\n.fa-file-text:before {\n content: \"\\f15c\";\n}\n.fa-sort-alpha-asc:before {\n content: \"\\f15d\";\n}\n.fa-sort-alpha-desc:before {\n content: \"\\f15e\";\n}\n.fa-sort-amount-asc:before {\n content: \"\\f160\";\n}\n.fa-sort-amount-desc:before {\n content: \"\\f161\";\n}\n.fa-sort-numeric-asc:before {\n content: \"\\f162\";\n}\n.fa-sort-numeric-desc:before {\n content: \"\\f163\";\n}\n.fa-thumbs-up:before {\n content: \"\\f164\";\n}\n.fa-thumbs-down:before {\n content: \"\\f165\";\n}\n.fa-youtube-square:before {\n content: \"\\f166\";\n}\n.fa-youtube:before {\n content: \"\\f167\";\n}\n.fa-xing:before {\n content: \"\\f168\";\n}\n.fa-xing-square:before {\n content: \"\\f169\";\n}\n.fa-youtube-play:before {\n content: \"\\f16a\";\n}\n.fa-dropbox:before {\n content: \"\\f16b\";\n}\n.fa-stack-overflow:before {\n content: \"\\f16c\";\n}\n.fa-instagram:before {\n content: \"\\f16d\";\n}\n.fa-flickr:before {\n content: \"\\f16e\";\n}\n.fa-adn:before {\n content: \"\\f170\";\n}\n.fa-bitbucket:before {\n content: \"\\f171\";\n}\n.fa-bitbucket-square:before {\n content: \"\\f172\";\n}\n.fa-tumblr:before {\n content: \"\\f173\";\n}\n.fa-tumblr-square:before {\n content: \"\\f174\";\n}\n.fa-long-arrow-down:before {\n content: \"\\f175\";\n}\n.fa-long-arrow-up:before {\n content: \"\\f176\";\n}\n.fa-long-arrow-left:before {\n content: \"\\f177\";\n}\n.fa-long-arrow-right:before {\n content: \"\\f178\";\n}\n.fa-apple:before {\n content: \"\\f179\";\n}\n.fa-windows:before {\n content: \"\\f17a\";\n}\n.fa-android:before {\n content: \"\\f17b\";\n}\n.fa-linux:before {\n content: \"\\f17c\";\n}\n.fa-dribbble:before {\n content: \"\\f17d\";\n}\n.fa-skype:before {\n content: \"\\f17e\";\n}\n.fa-foursquare:before {\n content: \"\\f180\";\n}\n.fa-trello:before {\n content: \"\\f181\";\n}\n.fa-female:before {\n content: \"\\f182\";\n}\n.fa-male:before {\n content: \"\\f183\";\n}\n.fa-gittip:before,\n.fa-gratipay:before {\n content: \"\\f184\";\n}\n.fa-sun-o:before {\n content: \"\\f185\";\n}\n.fa-moon-o:before {\n content: \"\\f186\";\n}\n.fa-archive:before {\n content: \"\\f187\";\n}\n.fa-bug:before {\n content: \"\\f188\";\n}\n.fa-vk:before {\n content: \"\\f189\";\n}\n.fa-weibo:before {\n content: \"\\f18a\";\n}\n.fa-renren:before {\n content: \"\\f18b\";\n}\n.fa-pagelines:before {\n content: \"\\f18c\";\n}\n.fa-stack-exchange:before {\n content: \"\\f18d\";\n}\n.fa-arrow-circle-o-right:before {\n content: \"\\f18e\";\n}\n.fa-arrow-circle-o-left:before {\n content: \"\\f190\";\n}\n.fa-toggle-left:before,\n.fa-caret-square-o-left:before {\n content: \"\\f191\";\n}\n.fa-dot-circle-o:before {\n content: \"\\f192\";\n}\n.fa-wheelchair:before {\n content: \"\\f193\";\n}\n.fa-vimeo-square:before {\n content: \"\\f194\";\n}\n.fa-turkish-lira:before,\n.fa-try:before {\n content: \"\\f195\";\n}\n.fa-plus-square-o:before {\n content: \"\\f196\";\n}\n.fa-space-shuttle:before {\n content: \"\\f197\";\n}\n.fa-slack:before {\n content: \"\\f198\";\n}\n.fa-envelope-square:before {\n content: \"\\f199\";\n}\n.fa-wordpress:before {\n content: \"\\f19a\";\n}\n.fa-openid:before {\n content: \"\\f19b\";\n}\n.fa-institution:before,\n.fa-bank:before,\n.fa-university:before {\n content: \"\\f19c\";\n}\n.fa-mortar-board:before,\n.fa-graduation-cap:before {\n content: \"\\f19d\";\n}\n.fa-yahoo:before {\n content: \"\\f19e\";\n}\n.fa-google:before {\n content: \"\\f1a0\";\n}\n.fa-reddit:before {\n content: \"\\f1a1\";\n}\n.fa-reddit-square:before {\n content: \"\\f1a2\";\n}\n.fa-stumbleupon-circle:before {\n content: \"\\f1a3\";\n}\n.fa-stumbleupon:before {\n content: \"\\f1a4\";\n}\n.fa-delicious:before {\n content: \"\\f1a5\";\n}\n.fa-digg:before {\n content: \"\\f1a6\";\n}\n.fa-pied-piper-pp:before {\n content: \"\\f1a7\";\n}\n.fa-pied-piper-alt:before {\n content: \"\\f1a8\";\n}\n.fa-drupal:before {\n content: \"\\f1a9\";\n}\n.fa-joomla:before {\n content: \"\\f1aa\";\n}\n.fa-language:before {\n content: \"\\f1ab\";\n}\n.fa-fax:before {\n content: \"\\f1ac\";\n}\n.fa-building:before {\n content: \"\\f1ad\";\n}\n.fa-child:before {\n content: \"\\f1ae\";\n}\n.fa-paw:before {\n content: \"\\f1b0\";\n}\n.fa-spoon:before {\n content: \"\\f1b1\";\n}\n.fa-cube:before {\n content: \"\\f1b2\";\n}\n.fa-cubes:before {\n content: \"\\f1b3\";\n}\n.fa-behance:before {\n content: \"\\f1b4\";\n}\n.fa-behance-square:before {\n content: \"\\f1b5\";\n}\n.fa-steam:before {\n content: \"\\f1b6\";\n}\n.fa-steam-square:before {\n content: \"\\f1b7\";\n}\n.fa-recycle:before {\n content: \"\\f1b8\";\n}\n.fa-automobile:before,\n.fa-car:before {\n content: \"\\f1b9\";\n}\n.fa-cab:before,\n.fa-taxi:before {\n content: \"\\f1ba\";\n}\n.fa-tree:before {\n content: \"\\f1bb\";\n}\n.fa-spotify:before {\n content: \"\\f1bc\";\n}\n.fa-deviantart:before {\n content: \"\\f1bd\";\n}\n.fa-soundcloud:before {\n content: \"\\f1be\";\n}\n.fa-database:before {\n content: \"\\f1c0\";\n}\n.fa-file-pdf-o:before {\n content: \"\\f1c1\";\n}\n.fa-file-word-o:before {\n content: \"\\f1c2\";\n}\n.fa-file-excel-o:before {\n content: \"\\f1c3\";\n}\n.fa-file-powerpoint-o:before {\n content: \"\\f1c4\";\n}\n.fa-file-photo-o:before,\n.fa-file-picture-o:before,\n.fa-file-image-o:before {\n content: \"\\f1c5\";\n}\n.fa-file-zip-o:before,\n.fa-file-archive-o:before {\n content: \"\\f1c6\";\n}\n.fa-file-sound-o:before,\n.fa-file-audio-o:before {\n content: \"\\f1c7\";\n}\n.fa-file-movie-o:before,\n.fa-file-video-o:before {\n content: \"\\f1c8\";\n}\n.fa-file-code-o:before {\n content: \"\\f1c9\";\n}\n.fa-vine:before {\n content: \"\\f1ca\";\n}\n.fa-codepen:before {\n content: \"\\f1cb\";\n}\n.fa-jsfiddle:before {\n content: \"\\f1cc\";\n}\n.fa-life-bouy:before,\n.fa-life-buoy:before,\n.fa-life-saver:before,\n.fa-support:before,\n.fa-life-ring:before {\n content: \"\\f1cd\";\n}\n.fa-circle-o-notch:before {\n content: \"\\f1ce\";\n}\n.fa-ra:before,\n.fa-resistance:before,\n.fa-rebel:before {\n content: \"\\f1d0\";\n}\n.fa-ge:before,\n.fa-empire:before {\n content: \"\\f1d1\";\n}\n.fa-git-square:before {\n content: \"\\f1d2\";\n}\n.fa-git:before {\n content: \"\\f1d3\";\n}\n.fa-y-combinator-square:before,\n.fa-yc-square:before,\n.fa-hacker-news:before {\n content: \"\\f1d4\";\n}\n.fa-tencent-weibo:before {\n content: \"\\f1d5\";\n}\n.fa-qq:before {\n content: \"\\f1d6\";\n}\n.fa-wechat:before,\n.fa-weixin:before {\n content: \"\\f1d7\";\n}\n.fa-send:before,\n.fa-paper-plane:before {\n content: \"\\f1d8\";\n}\n.fa-send-o:before,\n.fa-paper-plane-o:before {\n content: \"\\f1d9\";\n}\n.fa-history:before {\n content: \"\\f1da\";\n}\n.fa-circle-thin:before {\n content: \"\\f1db\";\n}\n.fa-header:before {\n content: \"\\f1dc\";\n}\n.fa-paragraph:before {\n content: \"\\f1dd\";\n}\n.fa-sliders:before {\n content: \"\\f1de\";\n}\n.fa-share-alt:before {\n content: \"\\f1e0\";\n}\n.fa-share-alt-square:before {\n content: \"\\f1e1\";\n}\n.fa-bomb:before {\n content: \"\\f1e2\";\n}\n.fa-soccer-ball-o:before,\n.fa-futbol-o:before {\n content: \"\\f1e3\";\n}\n.fa-tty:before {\n content: \"\\f1e4\";\n}\n.fa-binoculars:before {\n content: \"\\f1e5\";\n}\n.fa-plug:before {\n content: \"\\f1e6\";\n}\n.fa-slideshare:before {\n content: \"\\f1e7\";\n}\n.fa-twitch:before {\n content: \"\\f1e8\";\n}\n.fa-yelp:before {\n content: \"\\f1e9\";\n}\n.fa-newspaper-o:before {\n content: \"\\f1ea\";\n}\n.fa-wifi:before {\n content: \"\\f1eb\";\n}\n.fa-calculator:before {\n content: \"\\f1ec\";\n}\n.fa-paypal:before {\n content: \"\\f1ed\";\n}\n.fa-google-wallet:before {\n content: \"\\f1ee\";\n}\n.fa-cc-visa:before {\n content: \"\\f1f0\";\n}\n.fa-cc-mastercard:before {\n content: \"\\f1f1\";\n}\n.fa-cc-discover:before {\n content: \"\\f1f2\";\n}\n.fa-cc-amex:before {\n content: \"\\f1f3\";\n}\n.fa-cc-paypal:before {\n content: \"\\f1f4\";\n}\n.fa-cc-stripe:before {\n content: \"\\f1f5\";\n}\n.fa-bell-slash:before {\n content: \"\\f1f6\";\n}\n.fa-bell-slash-o:before {\n content: \"\\f1f7\";\n}\n.fa-trash:before {\n content: \"\\f1f8\";\n}\n.fa-copyright:before {\n content: \"\\f1f9\";\n}\n.fa-at:before {\n content: \"\\f1fa\";\n}\n.fa-eyedropper:before {\n content: \"\\f1fb\";\n}\n.fa-paint-brush:before {\n content: \"\\f1fc\";\n}\n.fa-birthday-cake:before {\n content: \"\\f1fd\";\n}\n.fa-area-chart:before {\n content: \"\\f1fe\";\n}\n.fa-pie-chart:before {\n content: \"\\f200\";\n}\n.fa-line-chart:before {\n content: \"\\f201\";\n}\n.fa-lastfm:before {\n content: \"\\f202\";\n}\n.fa-lastfm-square:before {\n content: \"\\f203\";\n}\n.fa-toggle-off:before {\n content: \"\\f204\";\n}\n.fa-toggle-on:before {\n content: \"\\f205\";\n}\n.fa-bicycle:before {\n content: \"\\f206\";\n}\n.fa-bus:before {\n content: \"\\f207\";\n}\n.fa-ioxhost:before {\n content: \"\\f208\";\n}\n.fa-angellist:before {\n content: \"\\f209\";\n}\n.fa-cc:before {\n content: \"\\f20a\";\n}\n.fa-shekel:before,\n.fa-sheqel:before,\n.fa-ils:before {\n content: \"\\f20b\";\n}\n.fa-meanpath:before {\n content: \"\\f20c\";\n}\n.fa-buysellads:before {\n content: \"\\f20d\";\n}\n.fa-connectdevelop:before {\n content: \"\\f20e\";\n}\n.fa-dashcube:before {\n content: \"\\f210\";\n}\n.fa-forumbee:before {\n content: \"\\f211\";\n}\n.fa-leanpub:before {\n content: \"\\f212\";\n}\n.fa-sellsy:before {\n content: \"\\f213\";\n}\n.fa-shirtsinbulk:before {\n content: \"\\f214\";\n}\n.fa-simplybuilt:before {\n content: \"\\f215\";\n}\n.fa-skyatlas:before {\n content: \"\\f216\";\n}\n.fa-cart-plus:before {\n content: \"\\f217\";\n}\n.fa-cart-arrow-down:before {\n content: \"\\f218\";\n}\n.fa-diamond:before {\n content: \"\\f219\";\n}\n.fa-ship:before {\n content: \"\\f21a\";\n}\n.fa-user-secret:before {\n content: \"\\f21b\";\n}\n.fa-motorcycle:before {\n content: \"\\f21c\";\n}\n.fa-street-view:before {\n content: \"\\f21d\";\n}\n.fa-heartbeat:before {\n content: \"\\f21e\";\n}\n.fa-venus:before {\n content: \"\\f221\";\n}\n.fa-mars:before {\n content: \"\\f222\";\n}\n.fa-mercury:before {\n content: \"\\f223\";\n}\n.fa-intersex:before,\n.fa-transgender:before {\n content: \"\\f224\";\n}\n.fa-transgender-alt:before {\n content: \"\\f225\";\n}\n.fa-venus-double:before {\n content: \"\\f226\";\n}\n.fa-mars-double:before {\n content: \"\\f227\";\n}\n.fa-venus-mars:before {\n content: \"\\f228\";\n}\n.fa-mars-stroke:before {\n content: \"\\f229\";\n}\n.fa-mars-stroke-v:before {\n content: \"\\f22a\";\n}\n.fa-mars-stroke-h:before {\n content: \"\\f22b\";\n}\n.fa-neuter:before {\n content: \"\\f22c\";\n}\n.fa-genderless:before {\n content: \"\\f22d\";\n}\n.fa-facebook-official:before {\n content: \"\\f230\";\n}\n.fa-pinterest-p:before {\n content: \"\\f231\";\n}\n.fa-whatsapp:before {\n content: \"\\f232\";\n}\n.fa-server:before {\n content: \"\\f233\";\n}\n.fa-user-plus:before {\n content: \"\\f234\";\n}\n.fa-user-times:before {\n content: \"\\f235\";\n}\n.fa-hotel:before,\n.fa-bed:before {\n content: \"\\f236\";\n}\n.fa-viacoin:before {\n content: \"\\f237\";\n}\n.fa-train:before {\n content: \"\\f238\";\n}\n.fa-subway:before {\n content: \"\\f239\";\n}\n.fa-medium:before {\n content: \"\\f23a\";\n}\n.fa-yc:before,\n.fa-y-combinator:before {\n content: \"\\f23b\";\n}\n.fa-optin-monster:before {\n content: \"\\f23c\";\n}\n.fa-opencart:before {\n content: \"\\f23d\";\n}\n.fa-expeditedssl:before {\n content: \"\\f23e\";\n}\n.fa-battery-4:before,\n.fa-battery:before,\n.fa-battery-full:before {\n content: \"\\f240\";\n}\n.fa-battery-3:before,\n.fa-battery-three-quarters:before {\n content: \"\\f241\";\n}\n.fa-battery-2:before,\n.fa-battery-half:before {\n content: \"\\f242\";\n}\n.fa-battery-1:before,\n.fa-battery-quarter:before {\n content: \"\\f243\";\n}\n.fa-battery-0:before,\n.fa-battery-empty:before {\n content: \"\\f244\";\n}\n.fa-mouse-pointer:before {\n content: \"\\f245\";\n}\n.fa-i-cursor:before {\n content: \"\\f246\";\n}\n.fa-object-group:before {\n content: \"\\f247\";\n}\n.fa-object-ungroup:before {\n content: \"\\f248\";\n}\n.fa-sticky-note:before {\n content: \"\\f249\";\n}\n.fa-sticky-note-o:before {\n content: \"\\f24a\";\n}\n.fa-cc-jcb:before {\n content: \"\\f24b\";\n}\n.fa-cc-diners-club:before {\n content: \"\\f24c\";\n}\n.fa-clone:before {\n content: \"\\f24d\";\n}\n.fa-balance-scale:before {\n content: \"\\f24e\";\n}\n.fa-hourglass-o:before {\n content: \"\\f250\";\n}\n.fa-hourglass-1:before,\n.fa-hourglass-start:before {\n content: \"\\f251\";\n}\n.fa-hourglass-2:before,\n.fa-hourglass-half:before {\n content: \"\\f252\";\n}\n.fa-hourglass-3:before,\n.fa-hourglass-end:before {\n content: \"\\f253\";\n}\n.fa-hourglass:before {\n content: \"\\f254\";\n}\n.fa-hand-grab-o:before,\n.fa-hand-rock-o:before {\n content: \"\\f255\";\n}\n.fa-hand-stop-o:before,\n.fa-hand-paper-o:before {\n content: \"\\f256\";\n}\n.fa-hand-scissors-o:before {\n content: \"\\f257\";\n}\n.fa-hand-lizard-o:before {\n content: \"\\f258\";\n}\n.fa-hand-spock-o:before {\n content: \"\\f259\";\n}\n.fa-hand-pointer-o:before {\n content: \"\\f25a\";\n}\n.fa-hand-peace-o:before {\n content: \"\\f25b\";\n}\n.fa-trademark:before {\n content: \"\\f25c\";\n}\n.fa-registered:before {\n content: \"\\f25d\";\n}\n.fa-creative-commons:before {\n content: \"\\f25e\";\n}\n.fa-gg:before {\n content: \"\\f260\";\n}\n.fa-gg-circle:before {\n content: \"\\f261\";\n}\n.fa-tripadvisor:before {\n content: \"\\f262\";\n}\n.fa-odnoklassniki:before {\n content: \"\\f263\";\n}\n.fa-odnoklassniki-square:before {\n content: \"\\f264\";\n}\n.fa-get-pocket:before {\n content: \"\\f265\";\n}\n.fa-wikipedia-w:before {\n content: \"\\f266\";\n}\n.fa-safari:before {\n content: \"\\f267\";\n}\n.fa-chrome:before {\n content: \"\\f268\";\n}\n.fa-firefox:before {\n content: \"\\f269\";\n}\n.fa-opera:before {\n content: \"\\f26a\";\n}\n.fa-internet-explorer:before {\n content: \"\\f26b\";\n}\n.fa-tv:before,\n.fa-television:before {\n content: \"\\f26c\";\n}\n.fa-contao:before {\n content: \"\\f26d\";\n}\n.fa-500px:before {\n content: \"\\f26e\";\n}\n.fa-amazon:before {\n content: \"\\f270\";\n}\n.fa-calendar-plus-o:before {\n content: \"\\f271\";\n}\n.fa-calendar-minus-o:before {\n content: \"\\f272\";\n}\n.fa-calendar-times-o:before {\n content: \"\\f273\";\n}\n.fa-calendar-check-o:before {\n content: \"\\f274\";\n}\n.fa-industry:before {\n content: \"\\f275\";\n}\n.fa-map-pin:before {\n content: \"\\f276\";\n}\n.fa-map-signs:before {\n content: \"\\f277\";\n}\n.fa-map-o:before {\n content: \"\\f278\";\n}\n.fa-map:before {\n content: \"\\f279\";\n}\n.fa-commenting:before {\n content: \"\\f27a\";\n}\n.fa-commenting-o:before {\n content: \"\\f27b\";\n}\n.fa-houzz:before {\n content: \"\\f27c\";\n}\n.fa-vimeo:before {\n content: \"\\f27d\";\n}\n.fa-black-tie:before {\n content: \"\\f27e\";\n}\n.fa-fonticons:before {\n content: \"\\f280\";\n}\n.fa-reddit-alien:before {\n content: \"\\f281\";\n}\n.fa-edge:before {\n content: \"\\f282\";\n}\n.fa-credit-card-alt:before {\n content: \"\\f283\";\n}\n.fa-codiepie:before {\n content: \"\\f284\";\n}\n.fa-modx:before {\n content: \"\\f285\";\n}\n.fa-fort-awesome:before {\n content: \"\\f286\";\n}\n.fa-usb:before {\n content: \"\\f287\";\n}\n.fa-product-hunt:before {\n content: \"\\f288\";\n}\n.fa-mixcloud:before {\n content: \"\\f289\";\n}\n.fa-scribd:before {\n content: \"\\f28a\";\n}\n.fa-pause-circle:before {\n content: \"\\f28b\";\n}\n.fa-pause-circle-o:before {\n content: \"\\f28c\";\n}\n.fa-stop-circle:before {\n content: \"\\f28d\";\n}\n.fa-stop-circle-o:before {\n content: \"\\f28e\";\n}\n.fa-shopping-bag:before {\n content: \"\\f290\";\n}\n.fa-shopping-basket:before {\n content: \"\\f291\";\n}\n.fa-hashtag:before {\n content: \"\\f292\";\n}\n.fa-bluetooth:before {\n content: \"\\f293\";\n}\n.fa-bluetooth-b:before {\n content: \"\\f294\";\n}\n.fa-percent:before {\n content: \"\\f295\";\n}\n.fa-gitlab:before {\n content: \"\\f296\";\n}\n.fa-wpbeginner:before {\n content: \"\\f297\";\n}\n.fa-wpforms:before {\n content: \"\\f298\";\n}\n.fa-envira:before {\n content: \"\\f299\";\n}\n.fa-universal-access:before {\n content: \"\\f29a\";\n}\n.fa-wheelchair-alt:before {\n content: \"\\f29b\";\n}\n.fa-question-circle-o:before {\n content: \"\\f29c\";\n}\n.fa-blind:before {\n content: \"\\f29d\";\n}\n.fa-audio-description:before {\n content: \"\\f29e\";\n}\n.fa-volume-control-phone:before {\n content: \"\\f2a0\";\n}\n.fa-braille:before {\n content: \"\\f2a1\";\n}\n.fa-assistive-listening-systems:before {\n content: \"\\f2a2\";\n}\n.fa-asl-interpreting:before,\n.fa-american-sign-language-interpreting:before {\n content: \"\\f2a3\";\n}\n.fa-deafness:before,\n.fa-hard-of-hearing:before,\n.fa-deaf:before {\n content: \"\\f2a4\";\n}\n.fa-glide:before {\n content: \"\\f2a5\";\n}\n.fa-glide-g:before {\n content: \"\\f2a6\";\n}\n.fa-signing:before,\n.fa-sign-language:before {\n content: \"\\f2a7\";\n}\n.fa-low-vision:before {\n content: \"\\f2a8\";\n}\n.fa-viadeo:before {\n content: \"\\f2a9\";\n}\n.fa-viadeo-square:before {\n content: \"\\f2aa\";\n}\n.fa-snapchat:before {\n content: \"\\f2ab\";\n}\n.fa-snapchat-ghost:before {\n content: \"\\f2ac\";\n}\n.fa-snapchat-square:before {\n content: \"\\f2ad\";\n}\n.fa-pied-piper:before {\n content: \"\\f2ae\";\n}\n.fa-first-order:before {\n content: \"\\f2b0\";\n}\n.fa-yoast:before {\n content: \"\\f2b1\";\n}\n.fa-themeisle:before {\n content: \"\\f2b2\";\n}\n.fa-google-plus-circle:before,\n.fa-google-plus-official:before {\n content: \"\\f2b3\";\n}\n.fa-fa:before,\n.fa-font-awesome:before {\n content: \"\\f2b4\";\n}\n.fa-handshake-o:before {\n content: \"\\f2b5\";\n}\n.fa-envelope-open:before {\n content: \"\\f2b6\";\n}\n.fa-envelope-open-o:before {\n content: \"\\f2b7\";\n}\n.fa-linode:before {\n content: \"\\f2b8\";\n}\n.fa-address-book:before {\n content: \"\\f2b9\";\n}\n.fa-address-book-o:before {\n content: \"\\f2ba\";\n}\n.fa-vcard:before,\n.fa-address-card:before {\n content: \"\\f2bb\";\n}\n.fa-vcard-o:before,\n.fa-address-card-o:before {\n content: \"\\f2bc\";\n}\n.fa-user-circle:before {\n content: \"\\f2bd\";\n}\n.fa-user-circle-o:before {\n content: \"\\f2be\";\n}\n.fa-user-o:before {\n content: \"\\f2c0\";\n}\n.fa-id-badge:before {\n content: \"\\f2c1\";\n}\n.fa-drivers-license:before,\n.fa-id-card:before {\n content: \"\\f2c2\";\n}\n.fa-drivers-license-o:before,\n.fa-id-card-o:before {\n content: \"\\f2c3\";\n}\n.fa-quora:before {\n content: \"\\f2c4\";\n}\n.fa-free-code-camp:before {\n content: \"\\f2c5\";\n}\n.fa-telegram:before {\n content: \"\\f2c6\";\n}\n.fa-thermometer-4:before,\n.fa-thermometer:before,\n.fa-thermometer-full:before {\n content: \"\\f2c7\";\n}\n.fa-thermometer-3:before,\n.fa-thermometer-three-quarters:before {\n content: \"\\f2c8\";\n}\n.fa-thermometer-2:before,\n.fa-thermometer-half:before {\n content: \"\\f2c9\";\n}\n.fa-thermometer-1:before,\n.fa-thermometer-quarter:before {\n content: \"\\f2ca\";\n}\n.fa-thermometer-0:before,\n.fa-thermometer-empty:before {\n content: \"\\f2cb\";\n}\n.fa-shower:before {\n content: \"\\f2cc\";\n}\n.fa-bathtub:before,\n.fa-s15:before,\n.fa-bath:before {\n content: \"\\f2cd\";\n}\n.fa-podcast:before {\n content: \"\\f2ce\";\n}\n.fa-window-maximize:before {\n content: \"\\f2d0\";\n}\n.fa-window-minimize:before {\n content: \"\\f2d1\";\n}\n.fa-window-restore:before {\n content: \"\\f2d2\";\n}\n.fa-times-rectangle:before,\n.fa-window-close:before {\n content: \"\\f2d3\";\n}\n.fa-times-rectangle-o:before,\n.fa-window-close-o:before {\n content: \"\\f2d4\";\n}\n.fa-bandcamp:before {\n content: \"\\f2d5\";\n}\n.fa-grav:before {\n content: \"\\f2d6\";\n}\n.fa-etsy:before {\n content: \"\\f2d7\";\n}\n.fa-imdb:before {\n content: \"\\f2d8\";\n}\n.fa-ravelry:before {\n content: \"\\f2d9\";\n}\n.fa-eercast:before {\n content: \"\\f2da\";\n}\n.fa-microchip:before {\n content: \"\\f2db\";\n}\n.fa-snowflake-o:before {\n content: \"\\f2dc\";\n}\n.fa-superpowers:before {\n content: \"\\f2dd\";\n}\n.fa-wpexplorer:before {\n content: \"\\f2de\";\n}\n.fa-meetup:before {\n content: \"\\f2e0\";\n}\n.sr-only {\n position: absolute;\n width: 1px;\n height: 1px;\n padding: 0;\n margin: -1px;\n overflow: hidden;\n clip: rect(0, 0, 0, 0);\n border: 0;\n}\n.sr-only-focusable:active,\n.sr-only-focusable:focus {\n position: static;\n width: auto;\n height: auto;\n margin: 0;\n overflow: visible;\n clip: auto;\n}\n.sr-only-focusable:active,\n.sr-only-focusable:focus {\n position: static;\n width: auto;\n height: auto;\n margin: 0;\n overflow: visible;\n clip: auto;\n}\n\/*!\n*\n* IPython base\n*\n*\/\n.modal.fade .modal-dialog {\n -webkit-transform: translate(0, 0);\n -ms-transform: translate(0, 0);\n -o-transform: translate(0, 0);\n transform: translate(0, 0);\n}\ncode {\n color: #000;\n}\npre {\n font-size: inherit;\n line-height: inherit;\n}\nlabel {\n font-weight: normal;\n}\n\/* Make the page background atleast 100% the height of the view port *\/\n\/* Make the page itself atleast 70% the height of the view port *\/\n.border-box-sizing {\n box-sizing: border-box;\n -moz-box-sizing: border-box;\n -webkit-box-sizing: border-box;\n}\n.corner-all {\n border-radius: 2px;\n}\n.no-padding {\n padding: 0px;\n}\n\/* Flexible box model classes *\/\n\/* Taken from Alex Russell http:\/\/infrequently.org\/2009\/08\/css-3-progress\/ *\/\n\/* This file is a compatability layer. It allows the usage of flexible box \nmodel layouts accross multiple browsers, including older browsers. The newest,\nuniversal implementation of the flexible box model is used when available (see\n`Modern browsers` comments below). Browsers that are known to implement this \nnew spec completely include:\n\n Firefox 28.0+\n Chrome 29.0+\n Internet Explorer 11+ \n Opera 17.0+\n\nBrowsers not listed, including Safari, are supported via the styling under the\n`Old browsers` comments below.\n*\/\n.hbox {\n \/* Old browsers *\/\n display: -webkit-box;\n -webkit-box-orient: horizontal;\n -webkit-box-align: stretch;\n display: -moz-box;\n -moz-box-orient: horizontal;\n -moz-box-align: stretch;\n display: box;\n box-orient: horizontal;\n box-align: stretch;\n \/* Modern browsers *\/\n display: flex;\n flex-direction: row;\n align-items: stretch;\n}\n.hbox > * {\n \/* Old browsers *\/\n -webkit-box-flex: 0;\n -moz-box-flex: 0;\n box-flex: 0;\n \/* Modern browsers *\/\n flex: none;\n}\n.vbox {\n \/* Old browsers *\/\n display: -webkit-box;\n -webkit-box-orient: vertical;\n -webkit-box-align: stretch;\n display: -moz-box;\n -moz-box-orient: vertical;\n -moz-box-align: stretch;\n display: box;\n box-orient: vertical;\n box-align: stretch;\n \/* Modern browsers *\/\n display: flex;\n flex-direction: column;\n align-items: stretch;\n}\n.vbox > * {\n \/* Old browsers *\/\n -webkit-box-flex: 0;\n -moz-box-flex: 0;\n box-flex: 0;\n \/* Modern browsers *\/\n flex: none;\n}\n.hbox.reverse,\n.vbox.reverse,\n.reverse {\n \/* Old browsers *\/\n -webkit-box-direction: reverse;\n -moz-box-direction: reverse;\n box-direction: reverse;\n \/* Modern browsers *\/\n flex-direction: row-reverse;\n}\n.hbox.box-flex0,\n.vbox.box-flex0,\n.box-flex0 {\n \/* Old browsers *\/\n -webkit-box-flex: 0;\n -moz-box-flex: 0;\n box-flex: 0;\n \/* Modern browsers *\/\n flex: none;\n width: auto;\n}\n.hbox.box-flex1,\n.vbox.box-flex1,\n.box-flex1 {\n \/* Old browsers *\/\n -webkit-box-flex: 1;\n -moz-box-flex: 1;\n box-flex: 1;\n \/* Modern browsers *\/\n flex: 1;\n}\n.hbox.box-flex,\n.vbox.box-flex,\n.box-flex {\n \/* Old browsers *\/\n \/* Old browsers *\/\n -webkit-box-flex: 1;\n -moz-box-flex: 1;\n box-flex: 1;\n \/* Modern browsers *\/\n flex: 1;\n}\n.hbox.box-flex2,\n.vbox.box-flex2,\n.box-flex2 {\n \/* Old browsers *\/\n -webkit-box-flex: 2;\n -moz-box-flex: 2;\n box-flex: 2;\n \/* Modern browsers *\/\n flex: 2;\n}\n.box-group1 {\n \/* Deprecated *\/\n -webkit-box-flex-group: 1;\n -moz-box-flex-group: 1;\n box-flex-group: 1;\n}\n.box-group2 {\n \/* Deprecated *\/\n -webkit-box-flex-group: 2;\n -moz-box-flex-group: 2;\n box-flex-group: 2;\n}\n.hbox.start,\n.vbox.start,\n.start {\n \/* Old browsers *\/\n -webkit-box-pack: start;\n -moz-box-pack: start;\n box-pack: start;\n \/* Modern browsers *\/\n justify-content: flex-start;\n}\n.hbox.end,\n.vbox.end,\n.end {\n \/* Old browsers *\/\n -webkit-box-pack: end;\n -moz-box-pack: end;\n box-pack: end;\n \/* Modern browsers *\/\n justify-content: flex-end;\n}\n.hbox.center,\n.vbox.center,\n.center {\n \/* Old browsers *\/\n -webkit-box-pack: center;\n -moz-box-pack: center;\n box-pack: center;\n \/* Modern browsers *\/\n justify-content: center;\n}\n.hbox.baseline,\n.vbox.baseline,\n.baseline {\n \/* Old browsers *\/\n -webkit-box-pack: baseline;\n -moz-box-pack: baseline;\n box-pack: baseline;\n \/* Modern browsers *\/\n justify-content: baseline;\n}\n.hbox.stretch,\n.vbox.stretch,\n.stretch {\n \/* Old browsers *\/\n -webkit-box-pack: stretch;\n -moz-box-pack: stretch;\n box-pack: stretch;\n \/* Modern browsers *\/\n justify-content: stretch;\n}\n.hbox.align-start,\n.vbox.align-start,\n.align-start {\n \/* Old browsers *\/\n -webkit-box-align: start;\n -moz-box-align: start;\n box-align: start;\n \/* Modern browsers *\/\n align-items: flex-start;\n}\n.hbox.align-end,\n.vbox.align-end,\n.align-end {\n \/* Old browsers *\/\n -webkit-box-align: end;\n -moz-box-align: end;\n box-align: end;\n \/* Modern browsers *\/\n align-items: flex-end;\n}\n.hbox.align-center,\n.vbox.align-center,\n.align-center {\n \/* Old browsers *\/\n -webkit-box-align: center;\n -moz-box-align: center;\n box-align: center;\n \/* Modern browsers *\/\n align-items: center;\n}\n.hbox.align-baseline,\n.vbox.align-baseline,\n.align-baseline {\n \/* Old browsers *\/\n -webkit-box-align: baseline;\n -moz-box-align: baseline;\n box-align: baseline;\n \/* Modern browsers *\/\n align-items: baseline;\n}\n.hbox.align-stretch,\n.vbox.align-stretch,\n.align-stretch {\n \/* Old browsers *\/\n -webkit-box-align: stretch;\n -moz-box-align: stretch;\n box-align: stretch;\n \/* Modern browsers *\/\n align-items: stretch;\n}\ndiv.error {\n margin: 2em;\n text-align: center;\n}\ndiv.error > h1 {\n font-size: 500%;\n line-height: normal;\n}\ndiv.error > p {\n font-size: 200%;\n line-height: normal;\n}\ndiv.traceback-wrapper {\n text-align: left;\n max-width: 800px;\n margin: auto;\n}\ndiv.traceback-wrapper pre.traceback {\n max-height: 600px;\n overflow: auto;\n}\n\/**\n * Primary styles\n *\n * Author: Jupyter Development Team\n *\/\nbody {\n background-color: #fff;\n \/* This makes sure that the body covers the entire window and needs to\n be in a different element than the display: box in wrapper below *\/\n position: absolute;\n left: 0px;\n right: 0px;\n top: 0px;\n bottom: 0px;\n overflow: visible;\n}\nbody > #header {\n \/* Initially hidden to prevent FLOUC *\/\n display: none;\n background-color: #fff;\n \/* Display over codemirror *\/\n position: relative;\n z-index: 100;\n}\nbody > #header #header-container {\n display: flex;\n flex-direction: row;\n justify-content: space-between;\n padding: 5px;\n padding-bottom: 5px;\n padding-top: 5px;\n box-sizing: border-box;\n -moz-box-sizing: border-box;\n -webkit-box-sizing: border-box;\n}\nbody > #header .header-bar {\n width: 100%;\n height: 1px;\n background: #e7e7e7;\n margin-bottom: -1px;\n}\n@media print {\n body > #header {\n display: none !important;\n }\n}\n#header-spacer {\n width: 100%;\n visibility: hidden;\n}\n@media print {\n #header-spacer {\n display: none;\n }\n}\n#ipython_notebook {\n padding-left: 0px;\n padding-top: 1px;\n padding-bottom: 1px;\n}\n[dir=\"rtl\"] #ipython_notebook {\n margin-right: 10px;\n margin-left: 0;\n}\n[dir=\"rtl\"] #ipython_notebook.pull-left {\n float: right !important;\n float: right;\n}\n.flex-spacer {\n flex: 1;\n}\n#noscript {\n width: auto;\n padding-top: 16px;\n padding-bottom: 16px;\n text-align: center;\n font-size: 22px;\n color: red;\n font-weight: bold;\n}\n#ipython_notebook img {\n height: 28px;\n}\n#site {\n width: 100%;\n display: none;\n box-sizing: border-box;\n -moz-box-sizing: border-box;\n -webkit-box-sizing: border-box;\n overflow: auto;\n}\n@media print {\n #site {\n height: auto !important;\n }\n}\n\/* Smaller buttons *\/\n.ui-button .ui-button-text {\n padding: 0.2em 0.8em;\n font-size: 77%;\n}\ninput.ui-button {\n padding: 0.3em 0.9em;\n}\nspan#kernel_logo_widget {\n margin: 0 10px;\n}\nspan#login_widget {\n float: right;\n}\n[dir=\"rtl\"] span#login_widget {\n float: left;\n}\nspan#login_widget > .button,\n#logout {\n color: #333;\n background-color: #fff;\n border-color: #ccc;\n}\nspan#login_widget > .button:focus,\n#logout:focus,\nspan#login_widget > .button.focus,\n#logout.focus {\n color: #333;\n background-color: #e6e6e6;\n border-color: #8c8c8c;\n}\nspan#login_widget > .button:hover,\n#logout:hover {\n color: #333;\n background-color: #e6e6e6;\n border-color: #adadad;\n}\nspan#login_widget > .button:active,\n#logout:active,\nspan#login_widget > .button.active,\n#logout.active,\n.open > .dropdown-togglespan#login_widget > .button,\n.open > .dropdown-toggle#logout {\n color: #333;\n background-color: #e6e6e6;\n border-color: #adadad;\n}\nspan#login_widget > .button:active:hover,\n#logout:active:hover,\nspan#login_widget > .button.active:hover,\n#logout.active:hover,\n.open > .dropdown-togglespan#login_widget > .button:hover,\n.open > .dropdown-toggle#logout:hover,\nspan#login_widget > .button:active:focus,\n#logout:active:focus,\nspan#login_widget > .button.active:focus,\n#logout.active:focus,\n.open > .dropdown-togglespan#login_widget > .button:focus,\n.open > .dropdown-toggle#logout:focus,\nspan#login_widget > .button:active.focus,\n#logout:active.focus,\nspan#login_widget > .button.active.focus,\n#logout.active.focus,\n.open > .dropdown-togglespan#login_widget > .button.focus,\n.open > .dropdown-toggle#logout.focus {\n color: #333;\n background-color: #d4d4d4;\n border-color: #8c8c8c;\n}\nspan#login_widget > .button:active,\n#logout:active,\nspan#login_widget > .button.active,\n#logout.active,\n.open > .dropdown-togglespan#login_widget > .button,\n.open > .dropdown-toggle#logout {\n background-image: none;\n}\nspan#login_widget > .button.disabled:hover,\n#logout.disabled:hover,\nspan#login_widget > .button[disabled]:hover,\n#logout[disabled]:hover,\nfieldset[disabled] span#login_widget > .button:hover,\nfieldset[disabled] #logout:hover,\nspan#login_widget > .button.disabled:focus,\n#logout.disabled:focus,\nspan#login_widget > .button[disabled]:focus,\n#logout[disabled]:focus,\nfieldset[disabled] span#login_widget > .button:focus,\nfieldset[disabled] #logout:focus,\nspan#login_widget > .button.disabled.focus,\n#logout.disabled.focus,\nspan#login_widget > .button[disabled].focus,\n#logout[disabled].focus,\nfieldset[disabled] span#login_widget > .button.focus,\nfieldset[disabled] #logout.focus {\n background-color: #fff;\n border-color: #ccc;\n}\nspan#login_widget > .button .badge,\n#logout .badge {\n color: #fff;\n background-color: #333;\n}\n.nav-header {\n text-transform: none;\n}\n#header > span {\n margin-top: 10px;\n}\n.modal_stretch .modal-dialog {\n \/* Old browsers *\/\n display: -webkit-box;\n -webkit-box-orient: vertical;\n -webkit-box-align: stretch;\n display: -moz-box;\n -moz-box-orient: vertical;\n -moz-box-align: stretch;\n display: box;\n box-orient: vertical;\n box-align: stretch;\n \/* Modern browsers *\/\n display: flex;\n flex-direction: column;\n align-items: stretch;\n min-height: 80vh;\n}\n.modal_stretch .modal-dialog .modal-body {\n max-height: calc(100vh - 200px);\n overflow: auto;\n flex: 1;\n}\n.modal-header {\n cursor: move;\n}\n@media (min-width: 768px) {\n .modal .modal-dialog {\n width: 700px;\n }\n}\n@media (min-width: 768px) {\n select.form-control {\n margin-left: 12px;\n margin-right: 12px;\n }\n}\n\/*!\n*\n* IPython auth\n*\n*\/\n.center-nav {\n display: inline-block;\n margin-bottom: -4px;\n}\n[dir=\"rtl\"] .center-nav form.pull-left {\n float: right !important;\n float: right;\n}\n[dir=\"rtl\"] .center-nav .navbar-text {\n float: right;\n}\n[dir=\"rtl\"] .navbar-inner {\n text-align: right;\n}\n[dir=\"rtl\"] div.text-left {\n text-align: right;\n}\n\/*!\n*\n* IPython tree view\n*\n*\/\n\/* We need an invisible input field on top of the sentense*\/\n\/* \"Drag file onto the list ...\" *\/\n.alternate_upload {\n background-color: none;\n display: inline;\n}\n.alternate_upload.form {\n padding: 0;\n margin: 0;\n}\n.alternate_upload input.fileinput {\n position: absolute;\n display: block;\n width: 100%;\n height: 100%;\n overflow: hidden;\n cursor: pointer;\n opacity: 0;\n z-index: 2;\n}\n.alternate_upload .btn-xs > input.fileinput {\n margin: -1px -5px;\n}\n.alternate_upload .btn-upload {\n position: relative;\n height: 22px;\n}\n::-webkit-file-upload-button {\n cursor: pointer;\n}\n\/**\n * Primary styles\n *\n * Author: Jupyter Development Team\n *\/\nul#tabs {\n margin-bottom: 4px;\n}\nul#tabs a {\n padding-top: 6px;\n padding-bottom: 4px;\n}\n[dir=\"rtl\"] ul#tabs.nav-tabs > li {\n float: right;\n}\n[dir=\"rtl\"] ul#tabs.nav.nav-tabs {\n padding-right: 0;\n}\nul.breadcrumb a:focus,\nul.breadcrumb a:hover {\n text-decoration: none;\n}\nul.breadcrumb i.icon-home {\n font-size: 16px;\n margin-right: 4px;\n}\nul.breadcrumb span {\n color: #5e5e5e;\n}\n.list_toolbar {\n padding: 4px 0 4px 0;\n vertical-align: middle;\n}\n.list_toolbar .tree-buttons {\n padding-top: 1px;\n}\n[dir=\"rtl\"] .list_toolbar .tree-buttons .pull-right {\n float: left !important;\n float: left;\n}\n[dir=\"rtl\"] .list_toolbar .col-sm-4,\n[dir=\"rtl\"] .list_toolbar .col-sm-8 {\n float: right;\n}\n.dynamic-buttons {\n padding-top: 3px;\n display: inline-block;\n}\n.list_toolbar [class*=\"span\"] {\n min-height: 24px;\n}\n.list_header {\n font-weight: bold;\n background-color: #EEE;\n}\n.list_placeholder {\n font-weight: bold;\n padding-top: 4px;\n padding-bottom: 4px;\n padding-left: 7px;\n padding-right: 7px;\n}\n.list_container {\n margin-top: 4px;\n margin-bottom: 20px;\n border: 1px solid #ddd;\n border-radius: 2px;\n}\n.list_container > div {\n border-bottom: 1px solid #ddd;\n}\n.list_container > div:hover .list-item {\n background-color: red;\n}\n.list_container > div:last-child {\n border: none;\n}\n.list_item:hover .list_item {\n background-color: #ddd;\n}\n.list_item a {\n text-decoration: none;\n}\n.list_item:hover {\n background-color: #fafafa;\n}\n.list_header > div,\n.list_item > div {\n padding-top: 4px;\n padding-bottom: 4px;\n padding-left: 7px;\n padding-right: 7px;\n line-height: 22px;\n}\n.list_header > div input,\n.list_item > div input {\n margin-right: 7px;\n margin-left: 14px;\n vertical-align: text-bottom;\n line-height: 22px;\n position: relative;\n top: -1px;\n}\n.list_header > div .item_link,\n.list_item > div .item_link {\n margin-left: -1px;\n vertical-align: baseline;\n line-height: 22px;\n}\n[dir=\"rtl\"] .list_item > div input {\n margin-right: 0;\n}\n.new-file input[type=checkbox] {\n visibility: hidden;\n}\n.item_name {\n line-height: 22px;\n height: 24px;\n}\n.item_icon {\n font-size: 14px;\n color: #5e5e5e;\n margin-right: 7px;\n margin-left: 7px;\n line-height: 22px;\n vertical-align: baseline;\n}\n.item_modified {\n margin-right: 7px;\n margin-left: 7px;\n}\n[dir=\"rtl\"] .item_modified.pull-right {\n float: left !important;\n float: left;\n}\n.item_buttons {\n line-height: 1em;\n margin-left: -5px;\n}\n.item_buttons .btn,\n.item_buttons .btn-group,\n.item_buttons .input-group {\n float: left;\n}\n.item_buttons > .btn,\n.item_buttons > .btn-group,\n.item_buttons > .input-group {\n margin-left: 5px;\n}\n.item_buttons .btn {\n min-width: 13ex;\n}\n.item_buttons .running-indicator {\n padding-top: 4px;\n color: #5cb85c;\n}\n.item_buttons .kernel-name {\n padding-top: 4px;\n color: #5bc0de;\n margin-right: 7px;\n float: left;\n}\n[dir=\"rtl\"] .item_buttons.pull-right {\n float: left !important;\n float: left;\n}\n[dir=\"rtl\"] .item_buttons .kernel-name {\n margin-left: 7px;\n float: right;\n}\n.toolbar_info {\n height: 24px;\n line-height: 24px;\n}\n.list_item input:not([type=checkbox]) {\n padding-top: 3px;\n padding-bottom: 3px;\n height: 22px;\n line-height: 14px;\n margin: 0px;\n}\n.highlight_text {\n color: blue;\n}\n#project_name {\n display: inline-block;\n padding-left: 7px;\n margin-left: -2px;\n}\n#project_name > .breadcrumb {\n padding: 0px;\n margin-bottom: 0px;\n background-color: transparent;\n font-weight: bold;\n}\n.sort_button {\n display: inline-block;\n padding-left: 7px;\n}\n[dir=\"rtl\"] .sort_button.pull-right {\n float: left !important;\n float: left;\n}\n#tree-selector {\n padding-right: 0px;\n}\n#button-select-all {\n min-width: 50px;\n}\n[dir=\"rtl\"] #button-select-all.btn {\n float: right ;\n}\n#select-all {\n margin-left: 7px;\n margin-right: 2px;\n margin-top: 2px;\n height: 16px;\n}\n[dir=\"rtl\"] #select-all.pull-left {\n float: right !important;\n float: right;\n}\n.menu_icon {\n margin-right: 2px;\n}\n.tab-content .row {\n margin-left: 0px;\n margin-right: 0px;\n}\n.folder_icon:before {\n display: inline-block;\n font: normal normal normal 14px\/1 FontAwesome;\n font-size: inherit;\n text-rendering: auto;\n -webkit-font-smoothing: antialiased;\n -moz-osx-font-smoothing: grayscale;\n content: \"\\f114\";\n}\n.folder_icon:before.fa-pull-left {\n margin-right: .3em;\n}\n.folder_icon:before.fa-pull-right {\n margin-left: .3em;\n}\n.folder_icon:before.pull-left {\n margin-right: .3em;\n}\n.folder_icon:before.pull-right {\n margin-left: .3em;\n}\n.notebook_icon:before {\n display: inline-block;\n font: normal normal normal 14px\/1 FontAwesome;\n font-size: inherit;\n text-rendering: auto;\n -webkit-font-smoothing: antialiased;\n -moz-osx-font-smoothing: grayscale;\n content: \"\\f02d\";\n position: relative;\n top: -1px;\n}\n.notebook_icon:before.fa-pull-left {\n margin-right: .3em;\n}\n.notebook_icon:before.fa-pull-right {\n margin-left: .3em;\n}\n.notebook_icon:before.pull-left {\n margin-right: .3em;\n}\n.notebook_icon:before.pull-right {\n margin-left: .3em;\n}\n.running_notebook_icon:before {\n display: inline-block;\n font: normal normal normal 14px\/1 FontAwesome;\n font-size: inherit;\n text-rendering: auto;\n -webkit-font-smoothing: antialiased;\n -moz-osx-font-smoothing: grayscale;\n content: \"\\f02d\";\n position: relative;\n top: -1px;\n color: #5cb85c;\n}\n.running_notebook_icon:before.fa-pull-left {\n margin-right: .3em;\n}\n.running_notebook_icon:before.fa-pull-right {\n margin-left: .3em;\n}\n.running_notebook_icon:before.pull-left {\n margin-right: .3em;\n}\n.running_notebook_icon:before.pull-right {\n margin-left: .3em;\n}\n.file_icon:before {\n display: inline-block;\n font: normal normal normal 14px\/1 FontAwesome;\n font-size: inherit;\n text-rendering: auto;\n -webkit-font-smoothing: antialiased;\n -moz-osx-font-smoothing: grayscale;\n content: \"\\f016\";\n position: relative;\n top: -2px;\n}\n.file_icon:before.fa-pull-left {\n margin-right: .3em;\n}\n.file_icon:before.fa-pull-right {\n margin-left: .3em;\n}\n.file_icon:before.pull-left {\n margin-right: .3em;\n}\n.file_icon:before.pull-right {\n margin-left: .3em;\n}\n#notebook_toolbar .pull-right {\n padding-top: 0px;\n margin-right: -1px;\n}\nul#new-menu {\n left: auto;\n right: 0;\n}\n#new-menu .dropdown-header {\n font-size: 10px;\n border-bottom: 1px solid #e5e5e5;\n padding: 0 0 3px;\n margin: -3px 20px 0;\n}\n.kernel-menu-icon {\n padding-right: 12px;\n width: 24px;\n content: \"\\f096\";\n}\n.kernel-menu-icon:before {\n content: \"\\f096\";\n}\n.kernel-menu-icon-current:before {\n content: \"\\f00c\";\n}\n#tab_content {\n padding-top: 20px;\n}\n#running .panel-group .panel {\n margin-top: 3px;\n margin-bottom: 1em;\n}\n#running .panel-group .panel .panel-heading {\n background-color: #EEE;\n padding-top: 4px;\n padding-bottom: 4px;\n padding-left: 7px;\n padding-right: 7px;\n line-height: 22px;\n}\n#running .panel-group .panel .panel-heading a:focus,\n#running .panel-group .panel .panel-heading a:hover {\n text-decoration: none;\n}\n#running .panel-group .panel .panel-body {\n padding: 0px;\n}\n#running .panel-group .panel .panel-body .list_container {\n margin-top: 0px;\n margin-bottom: 0px;\n border: 0px;\n border-radius: 0px;\n}\n#running .panel-group .panel .panel-body .list_container .list_item {\n border-bottom: 1px solid #ddd;\n}\n#running .panel-group .panel .panel-body .list_container .list_item:last-child {\n border-bottom: 0px;\n}\n.delete-button {\n display: none;\n}\n.duplicate-button {\n display: none;\n}\n.rename-button {\n display: none;\n}\n.move-button {\n display: none;\n}\n.download-button {\n display: none;\n}\n.shutdown-button {\n display: none;\n}\n.dynamic-instructions {\n display: inline-block;\n padding-top: 4px;\n}\n\/*!\n*\n* IPython text editor webapp\n*\n*\/\n.selected-keymap i.fa {\n padding: 0px 5px;\n}\n.selected-keymap i.fa:before {\n content: \"\\f00c\";\n}\n#mode-menu {\n overflow: auto;\n max-height: 20em;\n}\n.edit_app #header {\n -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);\n box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);\n}\n.edit_app #menubar .navbar {\n \/* Use a negative 1 bottom margin, so the border overlaps the border of the\n header *\/\n margin-bottom: -1px;\n}\n.dirty-indicator {\n display: inline-block;\n font: normal normal normal 14px\/1 FontAwesome;\n font-size: inherit;\n text-rendering: auto;\n -webkit-font-smoothing: antialiased;\n -moz-osx-font-smoothing: grayscale;\n width: 20px;\n}\n.dirty-indicator.fa-pull-left {\n margin-right: .3em;\n}\n.dirty-indicator.fa-pull-right {\n margin-left: .3em;\n}\n.dirty-indicator.pull-left {\n margin-right: .3em;\n}\n.dirty-indicator.pull-right {\n margin-left: .3em;\n}\n.dirty-indicator-dirty {\n display: inline-block;\n font: normal normal normal 14px\/1 FontAwesome;\n font-size: inherit;\n text-rendering: auto;\n -webkit-font-smoothing: antialiased;\n -moz-osx-font-smoothing: grayscale;\n width: 20px;\n}\n.dirty-indicator-dirty.fa-pull-left {\n margin-right: .3em;\n}\n.dirty-indicator-dirty.fa-pull-right {\n margin-left: .3em;\n}\n.dirty-indicator-dirty.pull-left {\n margin-right: .3em;\n}\n.dirty-indicator-dirty.pull-right {\n margin-left: .3em;\n}\n.dirty-indicator-clean {\n display: inline-block;\n font: normal normal normal 14px\/1 FontAwesome;\n font-size: inherit;\n text-rendering: auto;\n -webkit-font-smoothing: antialiased;\n -moz-osx-font-smoothing: grayscale;\n width: 20px;\n}\n.dirty-indicator-clean.fa-pull-left {\n margin-right: .3em;\n}\n.dirty-indicator-clean.fa-pull-right {\n margin-left: .3em;\n}\n.dirty-indicator-clean.pull-left {\n margin-right: .3em;\n}\n.dirty-indicator-clean.pull-right {\n margin-left: .3em;\n}\n.dirty-indicator-clean:before {\n display: inline-block;\n font: normal normal normal 14px\/1 FontAwesome;\n font-size: inherit;\n text-rendering: auto;\n -webkit-font-smoothing: antialiased;\n -moz-osx-font-smoothing: grayscale;\n content: \"\\f00c\";\n}\n.dirty-indicator-clean:before.fa-pull-left {\n margin-right: .3em;\n}\n.dirty-indicator-clean:before.fa-pull-right {\n margin-left: .3em;\n}\n.dirty-indicator-clean:before.pull-left {\n margin-right: .3em;\n}\n.dirty-indicator-clean:before.pull-right {\n margin-left: .3em;\n}\n#filename {\n font-size: 16pt;\n display: table;\n padding: 0px 5px;\n}\n#current-mode {\n padding-left: 5px;\n padding-right: 5px;\n}\n#texteditor-backdrop {\n padding-top: 20px;\n padding-bottom: 20px;\n}\n@media not print {\n #texteditor-backdrop {\n background-color: #EEE;\n }\n}\n@media print {\n #texteditor-backdrop #texteditor-container .CodeMirror-gutter,\n #texteditor-backdrop #texteditor-container .CodeMirror-gutters {\n background-color: #fff;\n }\n}\n@media not print {\n #texteditor-backdrop #texteditor-container .CodeMirror-gutter,\n #texteditor-backdrop #texteditor-container .CodeMirror-gutters {\n background-color: #fff;\n }\n}\n@media not print {\n #texteditor-backdrop #texteditor-container {\n padding: 0px;\n background-color: #fff;\n -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);\n box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);\n }\n}\n.CodeMirror-dialog {\n background-color: #fff;\n}\n\/*!\n*\n* IPython notebook\n*\n*\/\n\/* CSS font colors for translated ANSI escape sequences *\/\n\/* The color values are a mix of\n http:\/\/www.xcolors.net\/dl\/baskerville-ivorylight and\n http:\/\/www.xcolors.net\/dl\/euphrasia *\/\n.ansi-black-fg {\n color: #3E424D;\n}\n.ansi-black-bg {\n background-color: #3E424D;\n}\n.ansi-black-intense-fg {\n color: #282C36;\n}\n.ansi-black-intense-bg {\n background-color: #282C36;\n}\n.ansi-red-fg {\n color: #E75C58;\n}\n.ansi-red-bg {\n background-color: #E75C58;\n}\n.ansi-red-intense-fg {\n color: #B22B31;\n}\n.ansi-red-intense-bg {\n background-color: #B22B31;\n}\n.ansi-green-fg {\n color: #00A250;\n}\n.ansi-green-bg {\n background-color: #00A250;\n}\n.ansi-green-intense-fg {\n color: #007427;\n}\n.ansi-green-intense-bg {\n background-color: #007427;\n}\n.ansi-yellow-fg {\n color: #DDB62B;\n}\n.ansi-yellow-bg {\n background-color: #DDB62B;\n}\n.ansi-yellow-intense-fg {\n color: #B27D12;\n}\n.ansi-yellow-intense-bg {\n background-color: #B27D12;\n}\n.ansi-blue-fg {\n color: #208FFB;\n}\n.ansi-blue-bg {\n background-color: #208FFB;\n}\n.ansi-blue-intense-fg {\n color: #0065CA;\n}\n.ansi-blue-intense-bg {\n background-color: #0065CA;\n}\n.ansi-magenta-fg {\n color: #D160C4;\n}\n.ansi-magenta-bg {\n background-color: #D160C4;\n}\n.ansi-magenta-intense-fg {\n color: #A03196;\n}\n.ansi-magenta-intense-bg {\n background-color: #A03196;\n}\n.ansi-cyan-fg {\n color: #60C6C8;\n}\n.ansi-cyan-bg {\n background-color: #60C6C8;\n}\n.ansi-cyan-intense-fg {\n color: #258F8F;\n}\n.ansi-cyan-intense-bg {\n background-color: #258F8F;\n}\n.ansi-white-fg {\n color: #C5C1B4;\n}\n.ansi-white-bg {\n background-color: #C5C1B4;\n}\n.ansi-white-intense-fg {\n color: #A1A6B2;\n}\n.ansi-white-intense-bg {\n background-color: #A1A6B2;\n}\n.ansi-default-inverse-fg {\n color: #FFFFFF;\n}\n.ansi-default-inverse-bg {\n background-color: #000000;\n}\n.ansi-bold {\n font-weight: bold;\n}\n.ansi-underline {\n text-decoration: underline;\n}\n\/* The following styles are deprecated an will be removed in a future version *\/\n.ansibold {\n font-weight: bold;\n}\n.ansi-inverse {\n outline: 0.5px dotted;\n}\n\/* use dark versions for foreground, to improve visibility *\/\n.ansiblack {\n color: black;\n}\n.ansired {\n color: darkred;\n}\n.ansigreen {\n color: darkgreen;\n}\n.ansiyellow {\n color: #c4a000;\n}\n.ansiblue {\n color: darkblue;\n}\n.ansipurple {\n color: darkviolet;\n}\n.ansicyan {\n color: steelblue;\n}\n.ansigray {\n color: gray;\n}\n\/* and light for background, for the same reason *\/\n.ansibgblack {\n background-color: black;\n}\n.ansibgred {\n background-color: red;\n}\n.ansibggreen {\n background-color: green;\n}\n.ansibgyellow {\n background-color: yellow;\n}\n.ansibgblue {\n background-color: blue;\n}\n.ansibgpurple {\n background-color: magenta;\n}\n.ansibgcyan {\n background-color: cyan;\n}\n.ansibggray {\n background-color: gray;\n}\ndiv.cell {\n \/* Old browsers *\/\n display: -webkit-box;\n -webkit-box-orient: vertical;\n -webkit-box-align: stretch;\n display: -moz-box;\n -moz-box-orient: vertical;\n -moz-box-align: stretch;\n display: box;\n box-orient: vertical;\n box-align: stretch;\n \/* Modern browsers *\/\n display: flex;\n flex-direction: column;\n align-items: stretch;\n border-radius: 2px;\n box-sizing: border-box;\n -moz-box-sizing: border-box;\n -webkit-box-sizing: border-box;\n border-width: 1px;\n border-style: solid;\n border-color: transparent;\n width: 100%;\n padding: 5px;\n \/* This acts as a spacer between cells, that is outside the border *\/\n margin: 0px;\n outline: none;\n position: relative;\n overflow: visible;\n}\ndiv.cell:before {\n position: absolute;\n display: block;\n top: -1px;\n left: -1px;\n width: 5px;\n height: calc(100% + 2px);\n content: '';\n background: transparent;\n}\ndiv.cell.jupyter-soft-selected {\n border-left-color: #E3F2FD;\n border-left-width: 1px;\n padding-left: 5px;\n border-right-color: #E3F2FD;\n border-right-width: 1px;\n background: #E3F2FD;\n}\n@media print {\n div.cell.jupyter-soft-selected {\n border-color: transparent;\n }\n}\ndiv.cell.selected,\ndiv.cell.selected.jupyter-soft-selected {\n border-color: #ababab;\n}\ndiv.cell.selected:before,\ndiv.cell.selected.jupyter-soft-selected:before {\n position: absolute;\n display: block;\n top: -1px;\n left: -1px;\n width: 5px;\n height: calc(100% + 2px);\n content: '';\n background: #42A5F5;\n}\n@media print {\n div.cell.selected,\n div.cell.selected.jupyter-soft-selected {\n border-color: transparent;\n }\n}\n.edit_mode div.cell.selected {\n border-color: #66BB6A;\n}\n.edit_mode div.cell.selected:before {\n position: absolute;\n display: block;\n top: -1px;\n left: -1px;\n width: 5px;\n height: calc(100% + 2px);\n content: '';\n background: #66BB6A;\n}\n@media print {\n .edit_mode div.cell.selected {\n border-color: transparent;\n }\n}\n.prompt {\n \/* This needs to be wide enough for 3 digit prompt numbers: In[100]: *\/\n min-width: 14ex;\n \/* This padding is tuned to match the padding on the CodeMirror editor. *\/\n padding: 0.4em;\n margin: 0px;\n font-family: monospace;\n text-align: right;\n \/* This has to match that of the the CodeMirror class line-height below *\/\n line-height: 1.21429em;\n \/* Don't highlight prompt number selection *\/\n -webkit-touch-callout: none;\n -webkit-user-select: none;\n -khtml-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n \/* Use default cursor *\/\n cursor: default;\n}\n@media (max-width: 540px) {\n .prompt {\n text-align: left;\n }\n}\ndiv.inner_cell {\n min-width: 0;\n \/* Old browsers *\/\n display: -webkit-box;\n -webkit-box-orient: vertical;\n -webkit-box-align: stretch;\n display: -moz-box;\n -moz-box-orient: vertical;\n -moz-box-align: stretch;\n display: box;\n box-orient: vertical;\n box-align: stretch;\n \/* Modern browsers *\/\n display: flex;\n flex-direction: column;\n align-items: stretch;\n \/* Old browsers *\/\n -webkit-box-flex: 1;\n -moz-box-flex: 1;\n box-flex: 1;\n \/* Modern browsers *\/\n flex: 1;\n}\n\/* input_area and input_prompt must match in top border and margin for alignment *\/\ndiv.input_area {\n border: 1px solid #cfcfcf;\n border-radius: 2px;\n background: #f7f7f7;\n line-height: 1.21429em;\n}\n\/* This is needed so that empty prompt areas can collapse to zero height when there\n is no content in the output_subarea and the prompt. The main purpose of this is\n to make sure that empty JavaScript output_subareas have no height. *\/\ndiv.prompt:empty {\n padding-top: 0;\n padding-bottom: 0;\n}\ndiv.unrecognized_cell {\n padding: 5px 5px 5px 0px;\n \/* Old browsers *\/\n display: -webkit-box;\n -webkit-box-orient: horizontal;\n -webkit-box-align: stretch;\n display: -moz-box;\n -moz-box-orient: horizontal;\n -moz-box-align: stretch;\n display: box;\n box-orient: horizontal;\n box-align: stretch;\n \/* Modern browsers *\/\n display: flex;\n flex-direction: row;\n align-items: stretch;\n}\ndiv.unrecognized_cell .inner_cell {\n border-radius: 2px;\n padding: 5px;\n font-weight: bold;\n color: red;\n border: 1px solid #cfcfcf;\n background: #eaeaea;\n}\ndiv.unrecognized_cell .inner_cell a {\n color: inherit;\n text-decoration: none;\n}\ndiv.unrecognized_cell .inner_cell a:hover {\n color: inherit;\n text-decoration: none;\n}\n@media (max-width: 540px) {\n div.unrecognized_cell > div.prompt {\n display: none;\n }\n}\ndiv.code_cell {\n \/* avoid page breaking on code cells when printing *\/\n}\n@media print {\n div.code_cell {\n page-break-inside: avoid;\n }\n}\n\/* any special styling for code cells that are currently running goes here *\/\ndiv.input {\n page-break-inside: avoid;\n \/* Old browsers *\/\n display: -webkit-box;\n -webkit-box-orient: horizontal;\n -webkit-box-align: stretch;\n display: -moz-box;\n -moz-box-orient: horizontal;\n -moz-box-align: stretch;\n display: box;\n box-orient: horizontal;\n box-align: stretch;\n \/* Modern browsers *\/\n display: flex;\n flex-direction: row;\n align-items: stretch;\n}\n@media (max-width: 540px) {\n div.input {\n \/* Old browsers *\/\n display: -webkit-box;\n -webkit-box-orient: vertical;\n -webkit-box-align: stretch;\n display: -moz-box;\n -moz-box-orient: vertical;\n -moz-box-align: stretch;\n display: box;\n box-orient: vertical;\n box-align: stretch;\n \/* Modern browsers *\/\n display: flex;\n flex-direction: column;\n align-items: stretch;\n }\n}\n\/* input_area and input_prompt must match in top border and margin for alignment *\/\ndiv.input_prompt {\n color: #303F9F;\n border-top: 1px solid transparent;\n}\ndiv.input_area > div.highlight {\n margin: 0.4em;\n border: none;\n padding: 0px;\n background-color: transparent;\n}\ndiv.input_area > div.highlight > pre {\n margin: 0px;\n border: none;\n padding: 0px;\n background-color: transparent;\n}\n\/* The following gets added to the <head> if it is detected that the user has a\n * monospace font with inconsistent normal\/bold\/italic height. See\n * notebookmain.js. Such fonts will have keywords vertically offset with\n * respect to the rest of the text. The user should select a better font.\n * See: https:\/\/github.com\/ipython\/ipython\/issues\/1503\n *\n * .CodeMirror span {\n * vertical-align: bottom;\n * }\n *\/\n.CodeMirror {\n line-height: 1.21429em;\n \/* Changed from 1em to our global default *\/\n font-size: 14px;\n height: auto;\n \/* Changed to auto to autogrow *\/\n background: none;\n \/* Changed from white to allow our bg to show through *\/\n}\n.CodeMirror-scroll {\n \/* The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*\/\n \/* We have found that if it is visible, vertical scrollbars appear with font size changes.*\/\n overflow-y: hidden;\n overflow-x: auto;\n}\n.CodeMirror-lines {\n \/* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because *\/\n \/* we have set a different line-height and want this to scale with that. *\/\n \/* Note that this should set vertical padding only, since CodeMirror assumes\n that horizontal padding will be set on CodeMirror pre *\/\n padding: 0.4em 0;\n}\n.CodeMirror-linenumber {\n padding: 0 8px 0 4px;\n}\n.CodeMirror-gutters {\n border-bottom-left-radius: 2px;\n border-top-left-radius: 2px;\n}\n.CodeMirror pre {\n \/* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,\n use .CodeMirror-lines for vertical *\/\n padding: 0 0.4em;\n border: 0;\n border-radius: 0;\n}\n.CodeMirror-cursor {\n border-left: 1.4px solid black;\n}\n@media screen and (min-width: 2138px) and (max-width: 4319px) {\n .CodeMirror-cursor {\n border-left: 2px solid black;\n }\n}\n@media screen and (min-width: 4320px) {\n .CodeMirror-cursor {\n border-left: 4px solid black;\n }\n}\n\/*\n\nOriginal style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>\nAdapted from GitHub theme\n\n*\/\n.highlight-base {\n color: #000;\n}\n.highlight-variable {\n color: #000;\n}\n.highlight-variable-2 {\n color: #1a1a1a;\n}\n.highlight-variable-3 {\n color: #333333;\n}\n.highlight-string {\n color: #BA2121;\n}\n.highlight-comment {\n color: #408080;\n font-style: italic;\n}\n.highlight-number {\n color: #080;\n}\n.highlight-atom {\n color: #88F;\n}\n.highlight-keyword {\n color: #008000;\n font-weight: bold;\n}\n.highlight-builtin {\n color: #008000;\n}\n.highlight-error {\n color: #f00;\n}\n.highlight-operator {\n color: #AA22FF;\n font-weight: bold;\n}\n.highlight-meta {\n color: #AA22FF;\n}\n\/* previously not defined, copying from default codemirror *\/\n.highlight-def {\n color: #00f;\n}\n.highlight-string-2 {\n color: #f50;\n}\n.highlight-qualifier {\n color: #555;\n}\n.highlight-bracket {\n color: #997;\n}\n.highlight-tag {\n color: #170;\n}\n.highlight-attribute {\n color: #00c;\n}\n.highlight-header {\n color: blue;\n}\n.highlight-quote {\n color: #090;\n}\n.highlight-link {\n color: #00c;\n}\n\/* apply the same style to codemirror *\/\n.cm-s-ipython span.cm-keyword {\n color: #008000;\n font-weight: bold;\n}\n.cm-s-ipython span.cm-atom {\n color: #88F;\n}\n.cm-s-ipython span.cm-number {\n color: #080;\n}\n.cm-s-ipython span.cm-def {\n color: #00f;\n}\n.cm-s-ipython span.cm-variable {\n color: #000;\n}\n.cm-s-ipython span.cm-operator {\n color: #AA22FF;\n font-weight: bold;\n}\n.cm-s-ipython span.cm-variable-2 {\n color: #1a1a1a;\n}\n.cm-s-ipython span.cm-variable-3 {\n color: #333333;\n}\n.cm-s-ipython span.cm-comment {\n color: #408080;\n font-style: italic;\n}\n.cm-s-ipython span.cm-string {\n color: #BA2121;\n}\n.cm-s-ipython span.cm-string-2 {\n color: #f50;\n}\n.cm-s-ipython span.cm-meta {\n color: #AA22FF;\n}\n.cm-s-ipython span.cm-qualifier {\n color: #555;\n}\n.cm-s-ipython span.cm-builtin {\n color: #008000;\n}\n.cm-s-ipython span.cm-bracket {\n color: #997;\n}\n.cm-s-ipython span.cm-tag {\n color: #170;\n}\n.cm-s-ipython span.cm-attribute {\n color: #00c;\n}\n.cm-s-ipython span.cm-header {\n color: blue;\n}\n.cm-s-ipython span.cm-quote {\n color: #090;\n}\n.cm-s-ipython span.cm-link {\n color: #00c;\n}\n.cm-s-ipython span.cm-error {\n color: #f00;\n}\n.cm-s-ipython span.cm-tab {\n background: url(data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH\/ZOdnZOcM\/sgk\/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j\/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);\n background-position: right;\n background-repeat: no-repeat;\n}\ndiv.output_wrapper {\n \/* this position must be relative to enable descendents to be absolute within it *\/\n position: relative;\n \/* Old browsers *\/\n display: -webkit-box;\n -webkit-box-orient: vertical;\n -webkit-box-align: stretch;\n display: -moz-box;\n -moz-box-orient: vertical;\n -moz-box-align: stretch;\n display: box;\n box-orient: vertical;\n box-align: stretch;\n \/* Modern browsers *\/\n display: flex;\n flex-direction: column;\n align-items: stretch;\n z-index: 1;\n}\n\/* class for the output area when it should be height-limited *\/\ndiv.output_scroll {\n \/* ideally, this would be max-height, but FF barfs all over that *\/\n height: 24em;\n \/* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap *\/\n width: 100%;\n overflow: auto;\n border-radius: 2px;\n -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);\n box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);\n display: block;\n}\n\/* output div while it is collapsed *\/\ndiv.output_collapsed {\n margin: 0px;\n padding: 0px;\n \/* Old browsers *\/\n display: -webkit-box;\n -webkit-box-orient: vertical;\n -webkit-box-align: stretch;\n display: -moz-box;\n -moz-box-orient: vertical;\n -moz-box-align: stretch;\n display: box;\n box-orient: vertical;\n box-align: stretch;\n \/* Modern browsers *\/\n display: flex;\n flex-direction: column;\n align-items: stretch;\n}\ndiv.out_prompt_overlay {\n height: 100%;\n padding: 0px 0.4em;\n position: absolute;\n border-radius: 2px;\n}\ndiv.out_prompt_overlay:hover {\n \/* use inner shadow to get border that is computed the same on WebKit\/FF *\/\n -webkit-box-shadow: inset 0 0 1px #000;\n box-shadow: inset 0 0 1px #000;\n background: rgba(240, 240, 240, 0.5);\n}\ndiv.output_prompt {\n color: #D84315;\n}\n\/* This class is the outer container of all output sections. *\/\ndiv.output_area {\n padding: 0px;\n page-break-inside: avoid;\n \/* Old browsers *\/\n display: -webkit-box;\n -webkit-box-orient: horizontal;\n -webkit-box-align: stretch;\n display: -moz-box;\n -moz-box-orient: horizontal;\n -moz-box-align: stretch;\n display: box;\n box-orient: horizontal;\n box-align: stretch;\n \/* Modern browsers *\/\n display: flex;\n flex-direction: row;\n align-items: stretch;\n}\ndiv.output_area .MathJax_Display {\n text-align: left !important;\n}\ndiv.output_area .rendered_html table {\n margin-left: 0;\n margin-right: 0;\n}\ndiv.output_area .rendered_html img {\n margin-left: 0;\n margin-right: 0;\n}\ndiv.output_area img,\ndiv.output_area svg {\n max-width: 100%;\n height: auto;\n}\ndiv.output_area img.unconfined,\ndiv.output_area svg.unconfined {\n max-width: none;\n}\ndiv.output_area .mglyph > img {\n max-width: none;\n}\n\/* This is needed to protect the pre formating from global settings such\n as that of bootstrap *\/\n.output {\n \/* Old browsers *\/\n display: -webkit-box;\n -webkit-box-orient: vertical;\n -webkit-box-align: stretch;\n display: -moz-box;\n -moz-box-orient: vertical;\n -moz-box-align: stretch;\n display: box;\n box-orient: vertical;\n box-align: stretch;\n \/* Modern browsers *\/\n display: flex;\n flex-direction: column;\n align-items: stretch;\n}\n@media (max-width: 540px) {\n div.output_area {\n \/* Old browsers *\/\n display: -webkit-box;\n -webkit-box-orient: vertical;\n -webkit-box-align: stretch;\n display: -moz-box;\n -moz-box-orient: vertical;\n -moz-box-align: stretch;\n display: box;\n box-orient: vertical;\n box-align: stretch;\n \/* Modern browsers *\/\n display: flex;\n flex-direction: column;\n align-items: stretch;\n }\n}\ndiv.output_area pre {\n margin: 0;\n padding: 1px 0 1px 0;\n border: 0;\n vertical-align: baseline;\n color: black;\n background-color: transparent;\n border-radius: 0;\n}\n\/* This class is for the output subarea inside the output_area and after\n the prompt div. *\/\ndiv.output_subarea {\n overflow-x: auto;\n padding: 0.4em;\n \/* Old browsers *\/\n -webkit-box-flex: 1;\n -moz-box-flex: 1;\n box-flex: 1;\n \/* Modern browsers *\/\n flex: 1;\n max-width: calc(100% - 14ex);\n}\ndiv.output_scroll div.output_subarea {\n overflow-x: visible;\n}\n\/* The rest of the output_* classes are for special styling of the different\n output types *\/\n\/* all text output has this class: *\/\ndiv.output_text {\n text-align: left;\n color: #000;\n \/* This has to match that of the the CodeMirror class line-height below *\/\n line-height: 1.21429em;\n}\n\/* stdout\/stderr are 'text' as well as 'stream', but execute_result\/error are *not* streams *\/\ndiv.output_stderr {\n background: #fdd;\n \/* very light red background for stderr *\/\n}\ndiv.output_latex {\n text-align: left;\n}\n\/* Empty output_javascript divs should have no height *\/\ndiv.output_javascript:empty {\n padding: 0;\n}\n.js-error {\n color: darkred;\n}\n\/* raw_input styles *\/\ndiv.raw_input_container {\n line-height: 1.21429em;\n padding-top: 5px;\n}\npre.raw_input_prompt {\n \/* nothing needed here. *\/\n}\ninput.raw_input {\n font-family: monospace;\n font-size: inherit;\n color: inherit;\n width: auto;\n \/* make sure input baseline aligns with prompt *\/\n vertical-align: baseline;\n \/* padding + margin = 0.5em between prompt and cursor *\/\n padding: 0em 0.25em;\n margin: 0em 0.25em;\n}\ninput.raw_input:focus {\n box-shadow: none;\n}\np.p-space {\n margin-bottom: 10px;\n}\ndiv.output_unrecognized {\n padding: 5px;\n font-weight: bold;\n color: red;\n}\ndiv.output_unrecognized a {\n color: inherit;\n text-decoration: none;\n}\ndiv.output_unrecognized a:hover {\n color: inherit;\n text-decoration: none;\n}\n.rendered_html {\n color: #000;\n \/* any extras will just be numbers: *\/\n}\n.rendered_html em {\n font-style: italic;\n}\n.rendered_html strong {\n font-weight: bold;\n}\n.rendered_html u {\n text-decoration: underline;\n}\n.rendered_html :link {\n text-decoration: underline;\n}\n.rendered_html :visited {\n text-decoration: underline;\n}\n.rendered_html h1 {\n font-size: 185.7%;\n margin: 1.08em 0 0 0;\n font-weight: bold;\n line-height: 1.0;\n}\n.rendered_html h2 {\n font-size: 157.1%;\n margin: 1.27em 0 0 0;\n font-weight: bold;\n line-height: 1.0;\n}\n.rendered_html h3 {\n font-size: 128.6%;\n margin: 1.55em 0 0 0;\n font-weight: bold;\n line-height: 1.0;\n}\n.rendered_html h4 {\n font-size: 100%;\n margin: 2em 0 0 0;\n font-weight: bold;\n line-height: 1.0;\n}\n.rendered_html h5 {\n font-size: 100%;\n margin: 2em 0 0 0;\n font-weight: bold;\n line-height: 1.0;\n font-style: italic;\n}\n.rendered_html h6 {\n font-size: 100%;\n margin: 2em 0 0 0;\n font-weight: bold;\n line-height: 1.0;\n font-style: italic;\n}\n.rendered_html h1:first-child {\n margin-top: 0.538em;\n}\n.rendered_html h2:first-child {\n margin-top: 0.636em;\n}\n.rendered_html h3:first-child {\n margin-top: 0.777em;\n}\n.rendered_html h4:first-child {\n margin-top: 1em;\n}\n.rendered_html h5:first-child {\n margin-top: 1em;\n}\n.rendered_html h6:first-child {\n margin-top: 1em;\n}\n.rendered_html ul:not(.list-inline),\n.rendered_html ol:not(.list-inline) {\n padding-left: 2em;\n}\n.rendered_html ul {\n list-style: disc;\n}\n.rendered_html ul ul {\n list-style: square;\n margin-top: 0;\n}\n.rendered_html ul ul ul {\n list-style: circle;\n}\n.rendered_html ol {\n list-style: decimal;\n}\n.rendered_html ol ol {\n list-style: upper-alpha;\n margin-top: 0;\n}\n.rendered_html ol ol ol {\n list-style: lower-alpha;\n}\n.rendered_html ol ol ol ol {\n list-style: lower-roman;\n}\n.rendered_html ol ol ol ol ol {\n list-style: decimal;\n}\n.rendered_html * + ul {\n margin-top: 1em;\n}\n.rendered_html * + ol {\n margin-top: 1em;\n}\n.rendered_html hr {\n color: black;\n background-color: black;\n}\n.rendered_html pre {\n margin: 1em 2em;\n padding: 0px;\n background-color: #fff;\n}\n.rendered_html code {\n background-color: #eff0f1;\n}\n.rendered_html p code {\n padding: 1px 5px;\n}\n.rendered_html pre code {\n background-color: #fff;\n}\n.rendered_html pre,\n.rendered_html code {\n border: 0;\n color: #000;\n font-size: 100%;\n}\n.rendered_html blockquote {\n margin: 1em 2em;\n}\n.rendered_html table {\n margin-left: auto;\n margin-right: auto;\n border: none;\n border-collapse: collapse;\n border-spacing: 0;\n color: black;\n font-size: 12px;\n table-layout: fixed;\n}\n.rendered_html thead {\n border-bottom: 1px solid black;\n vertical-align: bottom;\n}\n.rendered_html tr,\n.rendered_html th,\n.rendered_html td {\n text-align: right;\n vertical-align: middle;\n padding: 0.5em 0.5em;\n line-height: normal;\n white-space: normal;\n max-width: none;\n border: none;\n}\n.rendered_html th {\n font-weight: bold;\n}\n.rendered_html tbody tr:nth-child(odd) {\n background: #f5f5f5;\n}\n.rendered_html tbody tr:hover {\n background: rgba(66, 165, 245, 0.2);\n}\n.rendered_html * + table {\n margin-top: 1em;\n}\n.rendered_html p {\n text-align: left;\n}\n.rendered_html * + p {\n margin-top: 1em;\n}\n.rendered_html img {\n display: block;\n margin-left: auto;\n margin-right: auto;\n}\n.rendered_html * + img {\n margin-top: 1em;\n}\n.rendered_html img,\n.rendered_html svg {\n max-width: 100%;\n height: auto;\n}\n.rendered_html img.unconfined,\n.rendered_html svg.unconfined {\n max-width: none;\n}\n.rendered_html .alert {\n margin-bottom: initial;\n}\n.rendered_html * + .alert {\n margin-top: 1em;\n}\n[dir=\"rtl\"] .rendered_html p {\n text-align: right;\n}\ndiv.text_cell {\n \/* Old browsers *\/\n display: -webkit-box;\n -webkit-box-orient: horizontal;\n -webkit-box-align: stretch;\n display: -moz-box;\n -moz-box-orient: horizontal;\n -moz-box-align: stretch;\n display: box;\n box-orient: horizontal;\n box-align: stretch;\n \/* Modern browsers *\/\n display: flex;\n flex-direction: row;\n align-items: stretch;\n}\n@media (max-width: 540px) {\n div.text_cell > div.prompt {\n display: none;\n }\n}\ndiv.text_cell_render {\n \/*font-family: \"Helvetica Neue\", Arial, Helvetica, Geneva, sans-serif;*\/\n outline: none;\n resize: none;\n width: inherit;\n border-style: none;\n padding: 0.5em 0.5em 0.5em 0.4em;\n color: #000;\n box-sizing: border-box;\n -moz-box-sizing: border-box;\n -webkit-box-sizing: border-box;\n}\na.anchor-link:link {\n text-decoration: none;\n padding: 0px 20px;\n visibility: hidden;\n}\nh1:hover .anchor-link,\nh2:hover .anchor-link,\nh3:hover .anchor-link,\nh4:hover .anchor-link,\nh5:hover .anchor-link,\nh6:hover .anchor-link {\n visibility: visible;\n}\n.text_cell.rendered .input_area {\n display: none;\n}\n.text_cell.rendered .rendered_html {\n overflow-x: auto;\n overflow-y: hidden;\n}\n.text_cell.rendered .rendered_html tr,\n.text_cell.rendered .rendered_html th,\n.text_cell.rendered .rendered_html td {\n max-width: none;\n}\n.text_cell.unrendered .text_cell_render {\n display: none;\n}\n.text_cell .dropzone .input_area {\n border: 2px dashed #bababa;\n margin: -1px;\n}\n.cm-header-1,\n.cm-header-2,\n.cm-header-3,\n.cm-header-4,\n.cm-header-5,\n.cm-header-6 {\n font-weight: bold;\n font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n}\n.cm-header-1 {\n font-size: 185.7%;\n}\n.cm-header-2 {\n font-size: 157.1%;\n}\n.cm-header-3 {\n font-size: 128.6%;\n}\n.cm-header-4 {\n font-size: 110%;\n}\n.cm-header-5 {\n font-size: 100%;\n font-style: italic;\n}\n.cm-header-6 {\n font-size: 100%;\n font-style: italic;\n}\n\/*!\n*\n* IPython notebook webapp\n*\n*\/\n@media (max-width: 767px) {\n .notebook_app {\n padding-left: 0px;\n padding-right: 0px;\n }\n}\n#ipython-main-app {\n box-sizing: border-box;\n -moz-box-sizing: border-box;\n -webkit-box-sizing: border-box;\n height: 100%;\n}\ndiv#notebook_panel {\n margin: 0px;\n padding: 0px;\n box-sizing: border-box;\n -moz-box-sizing: border-box;\n -webkit-box-sizing: border-box;\n height: 100%;\n}\ndiv#notebook {\n font-size: 14px;\n line-height: 20px;\n overflow-y: hidden;\n overflow-x: auto;\n width: 100%;\n \/* This spaces the page away from the edge of the notebook area *\/\n padding-top: 20px;\n margin: 0px;\n outline: none;\n box-sizing: border-box;\n -moz-box-sizing: border-box;\n -webkit-box-sizing: border-box;\n min-height: 100%;\n}\n@media not print {\n #notebook-container {\n padding: 15px;\n background-color: #fff;\n min-height: 0;\n -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);\n box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);\n }\n}\n@media print {\n #notebook-container {\n width: 100%;\n }\n}\ndiv.ui-widget-content {\n border: 1px solid #ababab;\n outline: none;\n}\npre.dialog {\n background-color: #f7f7f7;\n border: 1px solid #ddd;\n border-radius: 2px;\n padding: 0.4em;\n padding-left: 2em;\n}\np.dialog {\n padding: 0.2em;\n}\n\/* Word-wrap output correctly. This is the CSS3 spelling, though Firefox seems\n to not honor it correctly. Webkit browsers (Chrome, rekonq, Safari) do.\n *\/\npre,\ncode,\nkbd,\nsamp {\n white-space: pre-wrap;\n}\n#fonttest {\n font-family: monospace;\n}\np {\n margin-bottom: 0;\n}\n.end_space {\n min-height: 100px;\n transition: height .2s ease;\n}\n.notebook_app > #header {\n -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);\n box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);\n}\n@media not print {\n .notebook_app {\n background-color: #EEE;\n }\n}\nkbd {\n border-style: solid;\n border-width: 1px;\n box-shadow: none;\n margin: 2px;\n padding-left: 2px;\n padding-right: 2px;\n padding-top: 1px;\n padding-bottom: 1px;\n}\n.jupyter-keybindings {\n padding: 1px;\n line-height: 24px;\n border-bottom: 1px solid gray;\n}\n.jupyter-keybindings input {\n margin: 0;\n padding: 0;\n border: none;\n}\n.jupyter-keybindings i {\n padding: 6px;\n}\n.well code {\n background-color: #ffffff;\n border-color: #ababab;\n border-width: 1px;\n border-style: solid;\n padding: 2px;\n padding-top: 1px;\n padding-bottom: 1px;\n}\n\/* CSS for the cell toolbar *\/\n.celltoolbar {\n border: thin solid #CFCFCF;\n border-bottom: none;\n background: #EEE;\n border-radius: 2px 2px 0px 0px;\n width: 100%;\n height: 29px;\n padding-right: 4px;\n \/* Old browsers *\/\n display: -webkit-box;\n -webkit-box-orient: horizontal;\n -webkit-box-align: stretch;\n display: -moz-box;\n -moz-box-orient: horizontal;\n -moz-box-align: stretch;\n display: box;\n box-orient: horizontal;\n box-align: stretch;\n \/* Modern browsers *\/\n display: flex;\n flex-direction: row;\n align-items: stretch;\n \/* Old browsers *\/\n -webkit-box-pack: end;\n -moz-box-pack: end;\n box-pack: end;\n \/* Modern browsers *\/\n justify-content: flex-end;\n display: -webkit-flex;\n}\n@media print {\n .celltoolbar {\n display: none;\n }\n}\n.ctb_hideshow {\n display: none;\n vertical-align: bottom;\n}\n\/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.\n Cell toolbars are only shown when the ctb_global_show class is also set.\n*\/\n.ctb_global_show .ctb_show.ctb_hideshow {\n display: block;\n}\n.ctb_global_show .ctb_show + .input_area,\n.ctb_global_show .ctb_show + div.text_cell_input,\n.ctb_global_show .ctb_show ~ div.text_cell_render {\n border-top-right-radius: 0px;\n border-top-left-radius: 0px;\n}\n.ctb_global_show .ctb_show ~ div.text_cell_render {\n border: 1px solid #cfcfcf;\n}\n.celltoolbar {\n font-size: 87%;\n padding-top: 3px;\n}\n.celltoolbar select {\n display: block;\n width: 100%;\n height: 32px;\n padding: 6px 12px;\n font-size: 13px;\n line-height: 1.42857143;\n color: #555555;\n background-color: #fff;\n background-image: none;\n border: 1px solid #ccc;\n border-radius: 2px;\n -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);\n box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);\n -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;\n -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;\n transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;\n height: 30px;\n padding: 5px 10px;\n font-size: 12px;\n line-height: 1.5;\n border-radius: 1px;\n width: inherit;\n font-size: inherit;\n height: 22px;\n padding: 0px;\n display: inline-block;\n}\n.celltoolbar select:focus {\n border-color: #66afe9;\n outline: 0;\n -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);\n box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);\n}\n.celltoolbar select::-moz-placeholder {\n color: #999;\n opacity: 1;\n}\n.celltoolbar select:-ms-input-placeholder {\n color: #999;\n}\n.celltoolbar select::-webkit-input-placeholder {\n color: #999;\n}\n.celltoolbar select::-ms-expand {\n border: 0;\n background-color: transparent;\n}\n.celltoolbar select[disabled],\n.celltoolbar select[readonly],\nfieldset[disabled] .celltoolbar select {\n background-color: #eeeeee;\n opacity: 1;\n}\n.celltoolbar select[disabled],\nfieldset[disabled] .celltoolbar select {\n cursor: not-allowed;\n}\ntextarea.celltoolbar select {\n height: auto;\n}\nselect.celltoolbar select {\n height: 30px;\n line-height: 30px;\n}\ntextarea.celltoolbar select,\nselect[multiple].celltoolbar select {\n height: auto;\n}\n.celltoolbar label {\n margin-left: 5px;\n margin-right: 5px;\n}\n.tags_button_container {\n width: 100%;\n display: flex;\n}\n.tag-container {\n display: flex;\n flex-direction: row;\n flex-grow: 1;\n overflow: hidden;\n position: relative;\n}\n.tag-container > * {\n margin: 0 4px;\n}\n.remove-tag-btn {\n margin-left: 4px;\n}\n.tags-input {\n display: flex;\n}\n.cell-tag:last-child:after {\n content: \"\";\n position: absolute;\n right: 0;\n width: 40px;\n height: 100%;\n \/* Fade to background color of cell toolbar *\/\n background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);\n}\n.tags-input > * {\n margin-left: 4px;\n}\n.cell-tag,\n.tags-input input,\n.tags-input button {\n display: block;\n width: 100%;\n height: 32px;\n padding: 6px 12px;\n font-size: 13px;\n line-height: 1.42857143;\n color: #555555;\n background-color: #fff;\n background-image: none;\n border: 1px solid #ccc;\n border-radius: 2px;\n -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);\n box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);\n -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;\n -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;\n transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;\n height: 30px;\n padding: 5px 10px;\n font-size: 12px;\n line-height: 1.5;\n border-radius: 1px;\n box-shadow: none;\n width: inherit;\n font-size: inherit;\n height: 22px;\n line-height: 22px;\n padding: 0px 4px;\n display: inline-block;\n}\n.cell-tag:focus,\n.tags-input input:focus,\n.tags-input button:focus {\n border-color: #66afe9;\n outline: 0;\n -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);\n box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);\n}\n.cell-tag::-moz-placeholder,\n.tags-input input::-moz-placeholder,\n.tags-input button::-moz-placeholder {\n color: #999;\n opacity: 1;\n}\n.cell-tag:-ms-input-placeholder,\n.tags-input input:-ms-input-placeholder,\n.tags-input button:-ms-input-placeholder {\n color: #999;\n}\n.cell-tag::-webkit-input-placeholder,\n.tags-input input::-webkit-input-placeholder,\n.tags-input button::-webkit-input-placeholder {\n color: #999;\n}\n.cell-tag::-ms-expand,\n.tags-input input::-ms-expand,\n.tags-input button::-ms-expand {\n border: 0;\n background-color: transparent;\n}\n.cell-tag[disabled],\n.tags-input input[disabled],\n.tags-input button[disabled],\n.cell-tag[readonly],\n.tags-input input[readonly],\n.tags-input button[readonly],\nfieldset[disabled] .cell-tag,\nfieldset[disabled] .tags-input input,\nfieldset[disabled] .tags-input button {\n background-color: #eeeeee;\n opacity: 1;\n}\n.cell-tag[disabled],\n.tags-input input[disabled],\n.tags-input button[disabled],\nfieldset[disabled] .cell-tag,\nfieldset[disabled] .tags-input input,\nfieldset[disabled] .tags-input button {\n cursor: not-allowed;\n}\ntextarea.cell-tag,\ntextarea.tags-input input,\ntextarea.tags-input button {\n height: auto;\n}\nselect.cell-tag,\nselect.tags-input input,\nselect.tags-input button {\n height: 30px;\n line-height: 30px;\n}\ntextarea.cell-tag,\ntextarea.tags-input input,\ntextarea.tags-input button,\nselect[multiple].cell-tag,\nselect[multiple].tags-input input,\nselect[multiple].tags-input button {\n height: auto;\n}\n.cell-tag,\n.tags-input button {\n padding: 0px 4px;\n}\n.cell-tag {\n background-color: #fff;\n white-space: nowrap;\n}\n.tags-input input[type=text]:focus {\n outline: none;\n box-shadow: none;\n border-color: #ccc;\n}\n.completions {\n position: absolute;\n z-index: 110;\n overflow: hidden;\n border: 1px solid #ababab;\n border-radius: 2px;\n -webkit-box-shadow: 0px 6px 10px -1px #adadad;\n box-shadow: 0px 6px 10px -1px #adadad;\n line-height: 1;\n}\n.completions select {\n background: white;\n outline: none;\n border: none;\n padding: 0px;\n margin: 0px;\n overflow: auto;\n font-family: monospace;\n font-size: 110%;\n color: #000;\n width: auto;\n}\n.completions select option.context {\n color: #286090;\n}\n#kernel_logo_widget .current_kernel_logo {\n display: none;\n margin-top: -1px;\n margin-bottom: -1px;\n width: 32px;\n height: 32px;\n}\n[dir=\"rtl\"] #kernel_logo_widget {\n float: left !important;\n float: left;\n}\n.modal .modal-body .move-path {\n display: flex;\n flex-direction: row;\n justify-content: space;\n align-items: center;\n}\n.modal .modal-body .move-path .server-root {\n padding-right: 20px;\n}\n.modal .modal-body .move-path .path-input {\n flex: 1;\n}\n#menubar {\n box-sizing: border-box;\n -moz-box-sizing: border-box;\n -webkit-box-sizing: border-box;\n margin-top: 1px;\n}\n#menubar .navbar {\n border-top: 1px;\n border-radius: 0px 0px 2px 2px;\n margin-bottom: 0px;\n}\n#menubar .navbar-toggle {\n float: left;\n padding-top: 7px;\n padding-bottom: 7px;\n border: none;\n}\n#menubar .navbar-collapse {\n clear: left;\n}\n[dir=\"rtl\"] #menubar .navbar-toggle {\n float: right;\n}\n[dir=\"rtl\"] #menubar .navbar-collapse {\n clear: right;\n}\n[dir=\"rtl\"] #menubar .navbar-nav {\n float: right;\n}\n[dir=\"rtl\"] #menubar .nav {\n padding-right: 0px;\n}\n[dir=\"rtl\"] #menubar .navbar-nav > li {\n float: right;\n}\n[dir=\"rtl\"] #menubar .navbar-right {\n float: left !important;\n}\n[dir=\"rtl\"] ul.dropdown-menu {\n text-align: right;\n left: auto;\n}\n[dir=\"rtl\"] ul#new-menu.dropdown-menu {\n right: auto;\n left: 0;\n}\n.nav-wrapper {\n border-bottom: 1px solid #e7e7e7;\n}\ni.menu-icon {\n padding-top: 4px;\n}\n[dir=\"rtl\"] i.menu-icon.pull-right {\n float: left !important;\n float: left;\n}\nul#help_menu li a {\n overflow: hidden;\n padding-right: 2.2em;\n}\nul#help_menu li a i {\n margin-right: -1.2em;\n}\n[dir=\"rtl\"] ul#help_menu li a {\n padding-left: 2.2em;\n}\n[dir=\"rtl\"] ul#help_menu li a i {\n margin-right: 0;\n margin-left: -1.2em;\n}\n[dir=\"rtl\"] ul#help_menu li a i.pull-right {\n float: left !important;\n float: left;\n}\n.dropdown-submenu {\n position: relative;\n}\n.dropdown-submenu > .dropdown-menu {\n top: 0;\n left: 100%;\n margin-top: -6px;\n margin-left: -1px;\n}\n[dir=\"rtl\"] .dropdown-submenu > .dropdown-menu {\n right: 100%;\n margin-right: -1px;\n}\n.dropdown-submenu:hover > .dropdown-menu {\n display: block;\n}\n.dropdown-submenu > a:after {\n display: inline-block;\n font: normal normal normal 14px\/1 FontAwesome;\n font-size: inherit;\n text-rendering: auto;\n -webkit-font-smoothing: antialiased;\n -moz-osx-font-smoothing: grayscale;\n display: block;\n content: \"\\f0da\";\n float: right;\n color: #333333;\n margin-top: 2px;\n margin-right: -10px;\n}\n.dropdown-submenu > a:after.fa-pull-left {\n margin-right: .3em;\n}\n.dropdown-submenu > a:after.fa-pull-right {\n margin-left: .3em;\n}\n.dropdown-submenu > a:after.pull-left {\n margin-right: .3em;\n}\n.dropdown-submenu > a:after.pull-right {\n margin-left: .3em;\n}\n[dir=\"rtl\"] .dropdown-submenu > a:after {\n float: left;\n content: \"\\f0d9\";\n margin-right: 0;\n margin-left: -10px;\n}\n.dropdown-submenu:hover > a:after {\n color: #262626;\n}\n.dropdown-submenu.pull-left {\n float: none;\n}\n.dropdown-submenu.pull-left > .dropdown-menu {\n left: -100%;\n margin-left: 10px;\n}\n#notification_area {\n float: right !important;\n float: right;\n z-index: 10;\n}\n[dir=\"rtl\"] #notification_area {\n float: left !important;\n float: left;\n}\n.indicator_area {\n float: right !important;\n float: right;\n color: #777;\n margin-left: 5px;\n margin-right: 5px;\n width: 11px;\n z-index: 10;\n text-align: center;\n width: auto;\n}\n[dir=\"rtl\"] .indicator_area {\n float: left !important;\n float: left;\n}\n#kernel_indicator {\n float: right !important;\n float: right;\n color: #777;\n margin-left: 5px;\n margin-right: 5px;\n width: 11px;\n z-index: 10;\n text-align: center;\n width: auto;\n border-left: 1px solid;\n}\n#kernel_indicator .kernel_indicator_name {\n padding-left: 5px;\n padding-right: 5px;\n}\n[dir=\"rtl\"] #kernel_indicator {\n float: left !important;\n float: left;\n border-left: 0;\n border-right: 1px solid;\n}\n#modal_indicator {\n float: right !important;\n float: right;\n color: #777;\n margin-left: 5px;\n margin-right: 5px;\n width: 11px;\n z-index: 10;\n text-align: center;\n width: auto;\n}\n[dir=\"rtl\"] #modal_indicator {\n float: left !important;\n float: left;\n}\n#readonly-indicator {\n float: right !important;\n float: right;\n color: #777;\n margin-left: 5px;\n margin-right: 5px;\n width: 11px;\n z-index: 10;\n text-align: center;\n width: auto;\n margin-top: 2px;\n margin-bottom: 0px;\n margin-left: 0px;\n margin-right: 0px;\n display: none;\n}\n.modal_indicator:before {\n width: 1.28571429em;\n text-align: center;\n}\n.edit_mode .modal_indicator:before {\n display: inline-block;\n font: normal normal normal 14px\/1 FontAwesome;\n font-size: inherit;\n text-rendering: auto;\n -webkit-font-smoothing: antialiased;\n -moz-osx-font-smoothing: grayscale;\n content: \"\\f040\";\n}\n.edit_mode .modal_indicator:before.fa-pull-left {\n margin-right: .3em;\n}\n.edit_mode .modal_indicator:before.fa-pull-right {\n margin-left: .3em;\n}\n.edit_mode .modal_indicator:before.pull-left {\n margin-right: .3em;\n}\n.edit_mode .modal_indicator:before.pull-right {\n margin-left: .3em;\n}\n.command_mode .modal_indicator:before {\n display: inline-block;\n font: normal normal normal 14px\/1 FontAwesome;\n font-size: inherit;\n text-rendering: auto;\n -webkit-font-smoothing: antialiased;\n -moz-osx-font-smoothing: grayscale;\n content: ' ';\n}\n.command_mode .modal_indicator:before.fa-pull-left {\n margin-right: .3em;\n}\n.command_mode .modal_indicator:before.fa-pull-right {\n margin-left: .3em;\n}\n.command_mode .modal_indicator:before.pull-left {\n margin-right: .3em;\n}\n.command_mode .modal_indicator:before.pull-right {\n margin-left: .3em;\n}\n.kernel_idle_icon:before {\n display: inline-block;\n font: normal normal normal 14px\/1 FontAwesome;\n font-size: inherit;\n text-rendering: auto;\n -webkit-font-smoothing: antialiased;\n -moz-osx-font-smoothing: grayscale;\n content: \"\\f10c\";\n}\n.kernel_idle_icon:before.fa-pull-left {\n margin-right: .3em;\n}\n.kernel_idle_icon:before.fa-pull-right {\n margin-left: .3em;\n}\n.kernel_idle_icon:before.pull-left {\n margin-right: .3em;\n}\n.kernel_idle_icon:before.pull-right {\n margin-left: .3em;\n}\n.kernel_busy_icon:before {\n display: inline-block;\n font: normal normal normal 14px\/1 FontAwesome;\n font-size: inherit;\n text-rendering: auto;\n -webkit-font-smoothing: antialiased;\n -moz-osx-font-smoothing: grayscale;\n content: \"\\f111\";\n}\n.kernel_busy_icon:before.fa-pull-left {\n margin-right: .3em;\n}\n.kernel_busy_icon:before.fa-pull-right {\n margin-left: .3em;\n}\n.kernel_busy_icon:before.pull-left {\n margin-right: .3em;\n}\n.kernel_busy_icon:before.pull-right {\n margin-left: .3em;\n}\n.kernel_dead_icon:before {\n display: inline-block;\n font: normal normal normal 14px\/1 FontAwesome;\n font-size: inherit;\n text-rendering: auto;\n -webkit-font-smoothing: antialiased;\n -moz-osx-font-smoothing: grayscale;\n content: \"\\f1e2\";\n}\n.kernel_dead_icon:before.fa-pull-left {\n margin-right: .3em;\n}\n.kernel_dead_icon:before.fa-pull-right {\n margin-left: .3em;\n}\n.kernel_dead_icon:before.pull-left {\n margin-right: .3em;\n}\n.kernel_dead_icon:before.pull-right {\n margin-left: .3em;\n}\n.kernel_disconnected_icon:before {\n display: inline-block;\n font: normal normal normal 14px\/1 FontAwesome;\n font-size: inherit;\n text-rendering: auto;\n -webkit-font-smoothing: antialiased;\n -moz-osx-font-smoothing: grayscale;\n content: \"\\f127\";\n}\n.kernel_disconnected_icon:before.fa-pull-left {\n margin-right: .3em;\n}\n.kernel_disconnected_icon:before.fa-pull-right {\n margin-left: .3em;\n}\n.kernel_disconnected_icon:before.pull-left {\n margin-right: .3em;\n}\n.kernel_disconnected_icon:before.pull-right {\n margin-left: .3em;\n}\n.notification_widget {\n color: #777;\n z-index: 10;\n background: rgba(240, 240, 240, 0.5);\n margin-right: 4px;\n color: #333;\n background-color: #fff;\n border-color: #ccc;\n}\n.notification_widget:focus,\n.notification_widget.focus {\n color: #333;\n background-color: #e6e6e6;\n border-color: #8c8c8c;\n}\n.notification_widget:hover {\n color: #333;\n background-color: #e6e6e6;\n border-color: #adadad;\n}\n.notification_widget:active,\n.notification_widget.active,\n.open > .dropdown-toggle.notification_widget {\n color: #333;\n background-color: #e6e6e6;\n border-color: #adadad;\n}\n.notification_widget:active:hover,\n.notification_widget.active:hover,\n.open > .dropdown-toggle.notification_widget:hover,\n.notification_widget:active:focus,\n.notification_widget.active:focus,\n.open > .dropdown-toggle.notification_widget:focus,\n.notification_widget:active.focus,\n.notification_widget.active.focus,\n.open > .dropdown-toggle.notification_widget.focus {\n color: #333;\n background-color: #d4d4d4;\n border-color: #8c8c8c;\n}\n.notification_widget:active,\n.notification_widget.active,\n.open > .dropdown-toggle.notification_widget {\n background-image: none;\n}\n.notification_widget.disabled:hover,\n.notification_widget[disabled]:hover,\nfieldset[disabled] .notification_widget:hover,\n.notification_widget.disabled:focus,\n.notification_widget[disabled]:focus,\nfieldset[disabled] .notification_widget:focus,\n.notification_widget.disabled.focus,\n.notification_widget[disabled].focus,\nfieldset[disabled] .notification_widget.focus {\n background-color: #fff;\n border-color: #ccc;\n}\n.notification_widget .badge {\n color: #fff;\n background-color: #333;\n}\n.notification_widget.warning {\n color: #fff;\n background-color: #f0ad4e;\n border-color: #eea236;\n}\n.notification_widget.warning:focus,\n.notification_widget.warning.focus {\n color: #fff;\n background-color: #ec971f;\n border-color: #985f0d;\n}\n.notification_widget.warning:hover {\n color: #fff;\n background-color: #ec971f;\n border-color: #d58512;\n}\n.notification_widget.warning:active,\n.notification_widget.warning.active,\n.open > .dropdown-toggle.notification_widget.warning {\n color: #fff;\n background-color: #ec971f;\n border-color: #d58512;\n}\n.notification_widget.warning:active:hover,\n.notification_widget.warning.active:hover,\n.open > .dropdown-toggle.notification_widget.warning:hover,\n.notification_widget.warning:active:focus,\n.notification_widget.warning.active:focus,\n.open > .dropdown-toggle.notification_widget.warning:focus,\n.notification_widget.warning:active.focus,\n.notification_widget.warning.active.focus,\n.open > .dropdown-toggle.notification_widget.warning.focus {\n color: #fff;\n background-color: #d58512;\n border-color: #985f0d;\n}\n.notification_widget.warning:active,\n.notification_widget.warning.active,\n.open > .dropdown-toggle.notification_widget.warning {\n background-image: none;\n}\n.notification_widget.warning.disabled:hover,\n.notification_widget.warning[disabled]:hover,\nfieldset[disabled] .notification_widget.warning:hover,\n.notification_widget.warning.disabled:focus,\n.notification_widget.warning[disabled]:focus,\nfieldset[disabled] .notification_widget.warning:focus,\n.notification_widget.warning.disabled.focus,\n.notification_widget.warning[disabled].focus,\nfieldset[disabled] .notification_widget.warning.focus {\n background-color: #f0ad4e;\n border-color: #eea236;\n}\n.notification_widget.warning .badge {\n color: #f0ad4e;\n background-color: #fff;\n}\n.notification_widget.success {\n color: #fff;\n background-color: #5cb85c;\n border-color: #4cae4c;\n}\n.notification_widget.success:focus,\n.notification_widget.success.focus {\n color: #fff;\n background-color: #449d44;\n border-color: #255625;\n}\n.notification_widget.success:hover {\n color: #fff;\n background-color: #449d44;\n border-color: #398439;\n}\n.notification_widget.success:active,\n.notification_widget.success.active,\n.open > .dropdown-toggle.notification_widget.success {\n color: #fff;\n background-color: #449d44;\n border-color: #398439;\n}\n.notification_widget.success:active:hover,\n.notification_widget.success.active:hover,\n.open > .dropdown-toggle.notification_widget.success:hover,\n.notification_widget.success:active:focus,\n.notification_widget.success.active:focus,\n.open > .dropdown-toggle.notification_widget.success:focus,\n.notification_widget.success:active.focus,\n.notification_widget.success.active.focus,\n.open > .dropdown-toggle.notification_widget.success.focus {\n color: #fff;\n background-color: #398439;\n border-color: #255625;\n}\n.notification_widget.success:active,\n.notification_widget.success.active,\n.open > .dropdown-toggle.notification_widget.success {\n background-image: none;\n}\n.notification_widget.success.disabled:hover,\n.notification_widget.success[disabled]:hover,\nfieldset[disabled] .notification_widget.success:hover,\n.notification_widget.success.disabled:focus,\n.notification_widget.success[disabled]:focus,\nfieldset[disabled] .notification_widget.success:focus,\n.notification_widget.success.disabled.focus,\n.notification_widget.success[disabled].focus,\nfieldset[disabled] .notification_widget.success.focus {\n background-color: #5cb85c;\n border-color: #4cae4c;\n}\n.notification_widget.success .badge {\n color: #5cb85c;\n background-color: #fff;\n}\n.notification_widget.info {\n color: #fff;\n background-color: #5bc0de;\n border-color: #46b8da;\n}\n.notification_widget.info:focus,\n.notification_widget.info.focus {\n color: #fff;\n background-color: #31b0d5;\n border-color: #1b6d85;\n}\n.notification_widget.info:hover {\n color: #fff;\n background-color: #31b0d5;\n border-color: #269abc;\n}\n.notification_widget.info:active,\n.notification_widget.info.active,\n.open > .dropdown-toggle.notification_widget.info {\n color: #fff;\n background-color: #31b0d5;\n border-color: #269abc;\n}\n.notification_widget.info:active:hover,\n.notification_widget.info.active:hover,\n.open > .dropdown-toggle.notification_widget.info:hover,\n.notification_widget.info:active:focus,\n.notification_widget.info.active:focus,\n.open > .dropdown-toggle.notification_widget.info:focus,\n.notification_widget.info:active.focus,\n.notification_widget.info.active.focus,\n.open > .dropdown-toggle.notification_widget.info.focus {\n color: #fff;\n background-color: #269abc;\n border-color: #1b6d85;\n}\n.notification_widget.info:active,\n.notification_widget.info.active,\n.open > .dropdown-toggle.notification_widget.info {\n background-image: 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\/* Name.Variable.Instance *\/\n.highlight .vm { color: #19177C } \/* Name.Variable.Magic *\/\n.highlight .il { color: #666666 } \/* Literal.Number.Integer.Long *\/\n <\/style>\n\n\n<style type=\"text\/css\">\n\/* Overrides of notebook CSS for static HTML export *\/\nbody {\n overflow: visible;\n padding: 8px;\n}\n\ndiv#notebook {\n overflow: visible;\n border-top: none;\n}@media print {\n div.cell {\n display: block;\n page-break-inside: avoid;\n } \n div.output_wrapper { \n display: block;\n page-break-inside: avoid; \n }\n div.output { \n display: block;\n page-break-inside: avoid; \n }\n}\n<\/style>\n\n<!-- Custom stylesheet, it must be in the same directory as the html file -->\n<link rel=\"stylesheet\" href=\"custom.css\">\n\n<!-- Loading mathjax macro -->\n<!-- Load mathjax -->\n <script src=\"https:\/\/cdnjs.cloudflare.com\/ajax\/libs\/mathjax\/2.7.5\/latest.js?config=TeX-AMS_HTML\"><\/script>\n <!-- MathJax configuration -->\n <script type=\"text\/x-mathjax-config\">\n MathJax.Hub.Config({\n tex2jax: {\n inlineMath: [ ['$','$'], [\"\\\\(\",\"\\\\)\"] ],\n displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ],\n processEscapes: true,\n processEnvironments: true\n },\n \/\/ Center justify equations in code and markdown cells. Elsewhere\n \/\/ we use CSS to left justify single line equations in code cells.\n displayAlign: 'center',\n \"HTML-CSS\": {\n styles: {'.MathJax_Display': {\"margin\": 0}},\n linebreaks: { automatic: true }\n }\n });\n <\/script>\n <!-- End of mathjax configuration --><\/head>\n<body>\n <div tabindex=\"-1\" id=\"notebook\" class=\"border-box-sizing\">\n <div class=\"container\" id=\"notebook-container\">\n\n<div class=\"cell border-box-sizing text_cell rendered\"><div class=\"prompt input_prompt\">\n<\/div><div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>This introduction is assuming you have a basic understanding of Neural Networks, activation functions, and the likes. To begin let us go over the general idea behind activation functions, batch normalization, padding, stride, pooling, upsampling and downsampling.<\/p>\n<h2 id=\"Activation-Functions:\">Activation Functions:<a class=\"anchor-link\" href=\"#Activation-Functions:\">¶<\/a><\/h2><p>Activations are functions that takes in\u00a0a real number as input (knows as the Domain) and outputs a number within the range of the function. These activation functions (should be) nonlinear differential equations. These functions are usually set for a given layer within a network it is usually computed as<\/p>\n$$z_i^L = \\sum_{i=0}W_i^L a_i^{L-1} + b^L$$<p>where i is the node, L is the layer, W is the weights, b is the bias of the current layer and a is the output of the pervious layer. Since $a$ is the output of the grevious later is can be written as<\/p>\n$$a_i^L = g^L(z_i^L)$$<p>where g is the activation function we assigned. Thus putting it all together we get the output of a given layer is<\/p>\n$$z_i^L = \\sum_{i=0}W_i^L g^{L-1}(z_i^{L-1}) + b^L$$<p>Since the activation function g is differential, we can find the gradient and implement backpropigation; furthermore since it is non-linear we can find more complex features. Some common activation functions are:<\/p>\n<h3 id=\"ReLU:-(Rectified-Linear-Unit)-$$g^L(Z^L)-=-max(0,Z^L)$$\">ReLU: (Rectified Linear Unit) $$g^L(Z^L) = max(0,Z^L)$$<a class=\"anchor-link\" href=\"#ReLU:-(Rectified-Linear-Unit)-$$g^L(Z^L)-=-max(0,Z^L)$$\">¶<\/a><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"prompt input_prompt\">In [1]:<\/div>\n<div class=\"inner_cell\">\n <div class=\"input_area\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"kn\">import<\/span> <span class=\"nn\">matplotlib.pyplot<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">plt<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">numpy<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">np<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"prompt input_prompt\">In [2]:<\/div>\n<div class=\"inner_cell\">\n <div class=\"input_area\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">x<\/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\">uniform<\/span><span class=\"p\">(<\/span><span class=\"o\">-<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span><span class=\"mi\">10000<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">y<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"nb\">max<\/span><span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span><span class=\"n\">i<\/span><span class=\"p\">)<\/span> <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">x<\/span><span class=\"p\">]<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">title<\/span><span class=\"p\">(<\/span><span class=\"s2\">"RELU"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">axhline<\/span><span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"s1\">'black'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">axvline<\/span><span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"s1\">'black'<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">scatter<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">,<\/span><span class=\"n\">y<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n\n<div class=\"output_wrapper\">\n<div class=\"output\">\n\n\n<div class=\"output_area\">\n\n <div class=\"prompt output_prompt\">Out[2]:<\/div>\n\n\n\n\n<div class=\"output_text output_subarea output_execute_result\">\n<pre><matplotlib.collections.PathCollection at 0x7fcebc2e3790><\/pre>\n<\/div>\n\n<\/div>\n\n<div class=\"output_area\">\n\n <div class=\"prompt\"><\/div>\n\n\n\n\n<div class=\"output_png output_subarea \">\n<img decoding=\"async\" src=\"data:image\/png;base64,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\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n<\/div>\n\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\"><div class=\"prompt input_prompt\">\n<\/div><div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>One problem that occurs is with the dying ReLU problem, this is because ReLU has a derivative equal to zero when the output is zero; this will force the weights to stop learning and never be optimized. Which in turn will propigate down the network to other layers.<\/p>\n<h3 id=\"Leaky-ReLU:-$$g^L(Z^L)-=-max(a-z^L,Z^L)-\\text{-s.t-}-0-<-a-<-1$$\">Leaky ReLU: $$g^L(Z^L) = max(a z^L,Z^L) \\text{ s.t } 0 < a < 1$$<a class=\"anchor-link\" href=\"#Leaky-ReLU:-$$g^L(Z^L)-=-max(a-z^L,Z^L)-\\text{-s.t-}-0-<-a-<-1$$\">¶<\/a><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"prompt input_prompt\">In [3]:<\/div>\n<div class=\"inner_cell\">\n <div class=\"input_area\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">x<\/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\">uniform<\/span><span class=\"p\">(<\/span><span class=\"o\">-<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span><span class=\"mi\">10000<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">y<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"nb\">max<\/span><span class=\"p\">(<\/span><span class=\"o\">.<\/span><span class=\"mi\">1<\/span><span class=\"o\">*<\/span><span class=\"n\">i<\/span><span class=\"p\">,<\/span><span class=\"n\">i<\/span><span class=\"p\">)<\/span> <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">x<\/span><span class=\"p\">]<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">title<\/span><span class=\"p\">(<\/span><span class=\"s2\">"Leaky RELU"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">axhline<\/span><span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"s1\">'black'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">axvline<\/span><span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"s1\">'black'<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">scatter<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">,<\/span><span class=\"n\">y<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n\n<div class=\"output_wrapper\">\n<div class=\"output\">\n\n\n<div class=\"output_area\">\n\n <div class=\"prompt output_prompt\">Out[3]:<\/div>\n\n\n\n\n<div class=\"output_text output_subarea output_execute_result\">\n<pre><matplotlib.collections.PathCollection at 0x7fce9bd88390><\/pre>\n<\/div>\n\n<\/div>\n\n<div class=\"output_area\">\n\n <div class=\"prompt\"><\/div>\n\n\n\n\n<div class=\"output_png output_subarea \">\n<img decoding=\"async\" src=\"data:image\/png;base64,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\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n<\/div>\n\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\"><div class=\"prompt input_prompt\">\n<\/div><div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>This solves the dying ReLU problem by adding a small slope (a) where a is a hyperparameter<\/p>\n<h3 id=\"Sigmoid-$$g^L(Z^L)-=-\\frac{1}{1+e^{-z^L}}$$\">Sigmoid $$g^L(Z^L) = \\frac{1}{1+e^{-z^L}}$$<a class=\"anchor-link\" href=\"#Sigmoid-$$g^L(Z^L)-=-\\frac{1}{1+e^{-z^L}}$$\">¶<\/a><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"prompt input_prompt\">In [4]:<\/div>\n<div class=\"inner_cell\">\n <div class=\"input_area\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">x<\/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\">uniform<\/span><span class=\"p\">(<\/span><span class=\"o\">-<\/span><span class=\"mi\">5<\/span><span class=\"p\">,<\/span><span class=\"mi\">5<\/span><span class=\"p\">,<\/span><span class=\"mi\">10000<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">y<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">1<\/span><span class=\"o\">\/<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span> <span class=\"o\">+<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">exp<\/span><span class=\"p\">(<\/span><span class=\"o\">-<\/span><span class=\"n\">x<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">title<\/span><span class=\"p\">(<\/span><span class=\"s2\">"Sigmoid"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">axhline<\/span><span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"s1\">'black'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">axvline<\/span><span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"s1\">'black'<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">scatter<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">,<\/span><span class=\"n\">y<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n\n<div class=\"output_wrapper\">\n<div class=\"output\">\n\n\n<div class=\"output_area\">\n\n <div class=\"prompt output_prompt\">Out[4]:<\/div>\n\n\n\n\n<div class=\"output_text output_subarea output_execute_result\">\n<pre><matplotlib.collections.PathCollection at 0x7fce9bdb0dd0><\/pre>\n<\/div>\n\n<\/div>\n\n<div class=\"output_area\">\n\n <div class=\"prompt\"><\/div>\n\n\n\n\n<div class=\"output_png output_subarea \">\n<img decoding=\"async\" src=\"data:image\/png;base64,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\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n<\/div>\n\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\"><div class=\"prompt input_prompt\">\n<\/div><div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>where the range is between zero and one, and the inflection point is at .5; this kind of activation function isnt usually used in hidden layers, but rather the output layer. This is because the range can be used in binary classification where the output is the probablitity of success (1 for yes, 0 for no). Also as you approach out outer limit of the function the derivative gets super small. This is commonly know as the vanishing gradient problem where, similar to the dying ReLU problem it can stop the node from learning.<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\"><div class=\"prompt input_prompt\">\n<\/div><div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h2 id=\"Batch-Normalization:\">Batch Normalization:<a class=\"anchor-link\" href=\"#Batch-Normalization:\">¶<\/a><\/h2><p>It should be common knowledge that the more different the data, the easier it is to classify. However sometimes data can have a very close distribution. For example if you have two parameters $x_1, x_2$ and $x_1$ is normally distributed, but $x_2$ is has a tight distribution, then we can see a graph of something like such<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"prompt input_prompt\">In [15]:<\/div>\n<div class=\"inner_cell\">\n <div class=\"input_area\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">fig<\/span> <span class=\"o\">=<\/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\">6<\/span><span class=\"p\">,<\/span><span class=\"mi\">5<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">left<\/span><span class=\"p\">,<\/span> <span class=\"n\">bottom<\/span><span class=\"p\">,<\/span> <span class=\"n\">width<\/span><span class=\"p\">,<\/span> <span class=\"n\">height<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">0.1<\/span><span class=\"p\">,<\/span> <span class=\"mf\">0.1<\/span><span class=\"p\">,<\/span> <span class=\"mf\">0.8<\/span><span class=\"p\">,<\/span> <span class=\"mf\">0.8<\/span>\n<span class=\"n\">ax<\/span> <span class=\"o\">=<\/span> <span class=\"n\">fig<\/span><span class=\"o\">.<\/span><span class=\"n\">add_axes<\/span><span class=\"p\">([<\/span><span class=\"n\">left<\/span><span class=\"p\">,<\/span> <span class=\"n\">bottom<\/span><span class=\"p\">,<\/span> <span class=\"n\">width<\/span><span class=\"p\">,<\/span> <span class=\"n\">height<\/span><span class=\"p\">])<\/span> \n\n<span class=\"n\">start<\/span><span class=\"p\">,<\/span> <span class=\"n\">stop<\/span><span class=\"p\">,<\/span> <span class=\"n\">n_values<\/span> <span class=\"o\">=<\/span> <span class=\"o\">-<\/span><span class=\"mi\">20<\/span><span class=\"p\">,<\/span> <span class=\"mi\">20<\/span><span class=\"p\">,<\/span> <span class=\"mi\">800<\/span>\n\n<span class=\"n\">x_vals<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">linspace<\/span><span class=\"p\">(<\/span><span class=\"n\">start<\/span><span class=\"p\">,<\/span> <span class=\"n\">stop<\/span><span class=\"p\">,<\/span> <span class=\"n\">n_values<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">y_vals<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">linspace<\/span><span class=\"p\">(<\/span><span class=\"n\">start<\/span><span class=\"p\">,<\/span> <span class=\"n\">stop<\/span><span class=\"p\">,<\/span> <span class=\"n\">n_values<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">Y<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">meshgrid<\/span><span class=\"p\">(<\/span><span class=\"n\">x_vals<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_vals<\/span><span class=\"p\">)<\/span>\n\n\n<span class=\"n\">Z<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">sqrt<\/span><span class=\"p\">(<\/span><span class=\"mi\">2<\/span><span class=\"o\">*<\/span><span class=\"n\">X<\/span><span class=\"o\">**<\/span><span class=\"mi\">2<\/span> <span class=\"o\">+<\/span> <span class=\"mi\">10<\/span><span class=\"o\">*<\/span><span class=\"n\">Y<\/span><span class=\"o\">**<\/span><span class=\"mi\">2<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">cp<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">contourf<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">Y<\/span><span class=\"p\">,<\/span> <span class=\"n\">Z<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">colorbar<\/span><span class=\"p\">(<\/span><span class=\"n\">cp<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_title<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Contour Plot where x_2 is highly corralated'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'x_1'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_ylabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'x_2'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n\n<div class=\"output_wrapper\">\n<div class=\"output\">\n\n\n<div class=\"output_area\">\n\n <div class=\"prompt\"><\/div>\n\n\n\n\n<div class=\"output_png output_subarea \">\n<img decoding=\"async\" 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\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n<\/div>\n\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\"><div class=\"prompt input_prompt\">\n<\/div><div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>where is might be more difficult to find an optimal value, but if the input $x_1, and x_2$ is normalized, then training might be more easier and much faster<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"prompt input_prompt\">In [17]:<\/div>\n<div class=\"inner_cell\">\n <div class=\"input_area\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">fig<\/span> <span class=\"o\">=<\/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\">6<\/span><span class=\"p\">,<\/span><span class=\"mi\">5<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">left<\/span><span class=\"p\">,<\/span> <span class=\"n\">bottom<\/span><span class=\"p\">,<\/span> <span class=\"n\">width<\/span><span class=\"p\">,<\/span> <span class=\"n\">height<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">0.1<\/span><span class=\"p\">,<\/span> <span class=\"mf\">0.1<\/span><span class=\"p\">,<\/span> <span class=\"mf\">0.8<\/span><span class=\"p\">,<\/span> <span class=\"mf\">0.8<\/span>\n<span class=\"n\">ax<\/span> <span class=\"o\">=<\/span> <span class=\"n\">fig<\/span><span class=\"o\">.<\/span><span class=\"n\">add_axes<\/span><span class=\"p\">([<\/span><span class=\"n\">left<\/span><span class=\"p\">,<\/span> <span class=\"n\">bottom<\/span><span class=\"p\">,<\/span> <span class=\"n\">width<\/span><span class=\"p\">,<\/span> <span class=\"n\">height<\/span><span class=\"p\">])<\/span> \n\n<span class=\"n\">start<\/span><span class=\"p\">,<\/span> <span class=\"n\">stop<\/span><span class=\"p\">,<\/span> <span class=\"n\">n_values<\/span> <span class=\"o\">=<\/span> <span class=\"o\">-<\/span><span class=\"mi\">20<\/span><span class=\"p\">,<\/span> <span class=\"mi\">20<\/span><span class=\"p\">,<\/span> <span class=\"mi\">800<\/span>\n\n<span class=\"n\">x_vals<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">linspace<\/span><span class=\"p\">(<\/span><span class=\"n\">start<\/span><span class=\"p\">,<\/span> <span class=\"n\">stop<\/span><span class=\"p\">,<\/span> <span class=\"n\">n_values<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">y_vals<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">linspace<\/span><span class=\"p\">(<\/span><span class=\"n\">start<\/span><span class=\"p\">,<\/span> <span class=\"n\">stop<\/span><span class=\"p\">,<\/span> <span class=\"n\">n_values<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">Y<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">meshgrid<\/span><span class=\"p\">(<\/span><span class=\"n\">x_vals<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_vals<\/span><span class=\"p\">)<\/span>\n\n\n<span class=\"n\">Z<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">sqrt<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"o\">**<\/span><span class=\"mi\">2<\/span> <span class=\"o\">+<\/span> <span class=\"n\">Y<\/span><span class=\"o\">**<\/span><span class=\"mi\">2<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">cp<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">contourf<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">Y<\/span><span class=\"p\">,<\/span> <span class=\"n\">Z<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">colorbar<\/span><span class=\"p\">(<\/span><span class=\"n\">cp<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_title<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Contour Plot with similar corallations'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'x_1'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_ylabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'x_2'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n\n<div class=\"output_wrapper\">\n<div class=\"output\">\n\n\n<div class=\"output_area\">\n\n <div class=\"prompt\"><\/div>\n\n\n\n\n<div class=\"output_png output_subarea \">\n<img decoding=\"async\" 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class=\"cell border-box-sizing text_cell rendered\"><div class=\"prompt input_prompt\">\n<\/div><div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h2 id=\"Padding-and-stride:\">Padding and stride:<a class=\"anchor-link\" href=\"#Padding-and-stride:\">¶<\/a><\/h2><p>for a given NxM matrix, the stride would be how you move in order to do the convolution of a given area, while the padding is adding extra spaces on the edges of the matrix. A good look at learning more about these can be found <a href=\"https:\/\/d2l.ai\/chapter_convolutional-neural-networks\/padding-and-strides.html\">here<\/a><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/miro.medium.com\/max\/2000\/1*WpOcRWlofm0Z0EDUTKefzg.gif\" width=\"750\" align=\"center\"><\/p>\n<h2 id=\"Pooling\">Pooling<a class=\"anchor-link\" href=\"#Pooling\">¶<\/a><\/h2><p>Pooling is used to reduce the size of the input and is commonly used in Neural Network. Pooling essentially reduces the size of a neural network this can be by taking a region of the input (in this case lets assume an image) and then applying some equation to reduce the size, one example would be max pooling, where we would only save the largest number in the \"pool\" (see below for an example)<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nico-curti.github.io\/NumPyNet\/NumPyNet\/images\/maxpool.gif\" width=\"750\" align=\"center\"><\/p>\n<h2 id=\"Upsampling:\">Upsampling:<a class=\"anchor-link\" href=\"#Upsampling:\">¶<\/a><\/h2><p>increasing the size of a image, but keeping the proportion of the pixels in the same format.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.machinecurve.com\/wp-content\/uploads\/2019\/12\/simple_upsampling.png\" width=\"750\" align=\"center\"><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n <\/div>\n <\/div>\n<\/body>\n\n \n\n\n<\/html>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Untitled This introduction is assuming you have a basic understanding of Neural Networks, activation functions, and the likes.<\/p>\n<p><a class=\"more-link\" href=\"http:\/\/localhost\/wordpress\/introduction-to-gans-part-1\/\">Read More<\/a><\/p>\n","protected":false},"author":1,"featured_media":672,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","footnotes":""},"categories":[15,16],"tags":[28,29],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.5 - 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