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@velppa
Created August 6, 2014 10:12
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<html>
<head>
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<title>Notebook</title>
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legend+.control-group{margin-top:20px;-webkit-margin-top-collapse:separate}
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.form-horizontal .control-group:after{clear:both}
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.form-horizontal .form-actions{padding-left:180px}
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.table th{font-weight:bold}
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.table-bordered thead:first-child tr:first-child>th:last-child,.table-bordered tbody:first-child tr:first-child>td:last-child,.table-bordered tbody:first-child tr:first-child>th:last-child{-webkit-border-top-right-radius:4px;-moz-border-radius-topright:4px;border-top-right-radius:4px}
.table-bordered thead:last-child tr:last-child>th:first-child,.table-bordered tbody:last-child tr:last-child>td:first-child,.table-bordered tbody:last-child tr:last-child>th:first-child,.table-bordered tfoot:last-child tr:last-child>td:first-child,.table-bordered tfoot:last-child tr:last-child>th:first-child{-webkit-border-bottom-left-radius:4px;-moz-border-radius-bottomleft:4px;border-bottom-left-radius:4px}
.table-bordered thead:last-child tr:last-child>th:last-child,.table-bordered tbody:last-child tr:last-child>td:last-child,.table-bordered tbody:last-child tr:last-child>th:last-child,.table-bordered tfoot:last-child tr:last-child>td:last-child,.table-bordered tfoot:last-child tr:last-child>th:last-child{-webkit-border-bottom-right-radius:4px;-moz-border-radius-bottomright:4px;border-bottom-right-radius:4px}
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.table-striped tbody>tr:nth-child(odd)>td,.table-striped tbody>tr:nth-child(odd)>th{background-color:#f9f9f9}
.table-hover tbody tr:hover>td,.table-hover tbody tr:hover>th{background-color:#f5f5f5}
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.table td.span1,.table th.span1{float:none;width:44px;margin-left:0}
.table td.span2,.table th.span2{float:none;width:124px;margin-left:0}
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.table td.span9,.table th.span9{float:none;width:684px;margin-left:0}
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.table td.span11,.table th.span11{float:none;width:844px;margin-left:0}
.table td.span12,.table th.span12{float:none;width:924px;margin-left:0}
.table tbody tr.success>td{background-color:#dff0d8}
.table tbody tr.error>td{background-color:#f2dede}
.table tbody tr.warning>td{background-color:#fcf8e3}
.table tbody tr.info>td{background-color:#d9edf7}
.table-hover tbody tr.success:hover>td{background-color:#d0e9c6}
.table-hover tbody tr.error:hover>td{background-color:#ebcccc}
.table-hover tbody tr.warning:hover>td{background-color:#faf2cc}
.table-hover tbody tr.info:hover>td{background-color:#c4e3f3}
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.icon-music{background-position:-24px 0}
.icon-search{background-position:-48px 0}
.icon-envelope{background-position:-72px 0}
.icon-heart{background-position:-96px 0}
.icon-star{background-position:-120px 0}
.icon-star-empty{background-position:-144px 0}
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.icon-film{background-position:-192px 0}
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.icon-cog{background-position:-432px 0}
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.icon-home{background-position:0 -24px}
.icon-file{background-position:-24px -24px}
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.icon-road{background-position:-72px -24px}
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.icon-upload{background-position:-144px -24px}
.icon-inbox{background-position:-168px -24px}
.icon-play-circle{background-position:-192px -24px}
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.icon-headphones{background-position:-336px -24px}
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.icon-plane{background-position:-168px -120px}
.icon-calendar{background-position:-192px -120px}
.icon-random{background-position:-216px -120px;width:16px}
.icon-comment{background-position:-240px -120px}
.icon-magnet{background-position:-264px -120px}
.icon-chevron-up{background-position:-288px -120px}
.icon-chevron-down{background-position:-313px -119px}
.icon-retweet{background-position:-336px -120px}
.icon-shopping-cart{background-position:-360px -120px}
.icon-folder-close{background-position:-384px -120px;width:16px}
.icon-folder-open{background-position:-408px -120px;width:16px}
.icon-resize-vertical{background-position:-432px -119px}
.icon-resize-horizontal{background-position:-456px -118px}
.icon-hdd{background-position:0 -144px}
.icon-bullhorn{background-position:-24px -144px}
.icon-bell{background-position:-48px -144px}
.icon-certificate{background-position:-72px -144px}
.icon-thumbs-up{background-position:-96px -144px}
.icon-thumbs-down{background-position:-120px -144px}
.icon-hand-right{background-position:-144px -144px}
.icon-hand-left{background-position:-168px -144px}
.icon-hand-up{background-position:-192px -144px}
.icon-hand-down{background-position:-216px -144px}
.icon-circle-arrow-right{background-position:-240px -144px}
.icon-circle-arrow-left{background-position:-264px -144px}
.icon-circle-arrow-up{background-position:-288px -144px}
.icon-circle-arrow-down{background-position:-312px -144px}
.icon-globe{background-position:-336px -144px}
.icon-wrench{background-position:-360px -144px}
.icon-tasks{background-position:-384px -144px}
.icon-filter{background-position:-408px -144px}
.icon-briefcase{background-position:-432px -144px}
.icon-fullscreen{background-position:-456px -144px}
.dropup,.dropdown{position:relative}
.dropdown-toggle{*margin-bottom:-3px}
.dropdown-toggle:active,.open .dropdown-toggle{outline:0}
.caret{display:inline-block;width:0;height:0;vertical-align:top;border-top:4px solid #000;border-right:4px solid transparent;border-left:4px solid transparent;content:""}
.dropdown .caret{margin-top:8px;margin-left:2px}
.dropdown-menu{position:absolute;top:100%;left:0;z-index:1000;display:none;float:left;min-width:160px;padding:5px 0;margin:2px 0 0;list-style:none;background-color:#fff;border:1px solid #ccc;border:1px solid rgba(0,0,0,0.2);*border-right-width:2px;*border-bottom-width:2px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;-webkit-box-shadow:0 5px 10px rgba(0,0,0,0.2);-moz-box-shadow:0 5px 10px rgba(0,0,0,0.2);box-shadow:0 5px 10px rgba(0,0,0,0.2);-webkit-background-clip:padding-box;-moz-background-clip:padding;background-clip:padding-box}.dropdown-menu.pull-right{right:0;left:auto}
.dropdown-menu .divider{*width:100%;height:1px;margin:9px 1px;*margin:-5px 0 5px;overflow:hidden;background-color:#e5e5e5;border-bottom:1px solid #fff}
.dropdown-menu>li>a{display:block;padding:3px 20px;clear:both;font-weight:normal;line-height:20px;color:#333;white-space:nowrap}
.dropdown-menu>li>a:hover,.dropdown-menu>li>a:focus,.dropdown-submenu:hover>a,.dropdown-submenu:focus>a{text-decoration:none;color:#fff;background-color:#0081c2;background-image:-moz-linear-gradient(top, #08c, #0077b3);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#08c), to(#0077b3));background-image:-webkit-linear-gradient(top, #08c, #0077b3);background-image:-o-linear-gradient(top, #08c, #0077b3);background-image:linear-gradient(to bottom, #08c, #0077b3);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff0088cc', endColorstr='#ff0077b3', GradientType=0)}
.dropdown-menu>.active>a,.dropdown-menu>.active>a:hover,.dropdown-menu>.active>a:focus{color:#fff;text-decoration:none;outline:0;background-color:#0081c2;background-image:-moz-linear-gradient(top, #08c, #0077b3);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#08c), to(#0077b3));background-image:-webkit-linear-gradient(top, #08c, #0077b3);background-image:-o-linear-gradient(top, #08c, #0077b3);background-image:linear-gradient(to bottom, #08c, #0077b3);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff0088cc', endColorstr='#ff0077b3', GradientType=0)}
.dropdown-menu>.disabled>a,.dropdown-menu>.disabled>a:hover,.dropdown-menu>.disabled>a:focus{color:#999}
.dropdown-menu>.disabled>a:hover,.dropdown-menu>.disabled>a:focus{text-decoration:none;background-color:transparent;background-image:none;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false);cursor:default}
.open{*z-index:1000}.open>.dropdown-menu{display:block}
.dropdown-backdrop{position:fixed;left:0;right:0;bottom:0;top:0;z-index:990}
.pull-right>.dropdown-menu{right:0;left:auto}
.dropup .caret,.navbar-fixed-bottom .dropdown .caret{border-top:0;border-bottom:4px solid #000;content:""}
.dropup .dropdown-menu,.navbar-fixed-bottom .dropdown .dropdown-menu{top:auto;bottom:100%;margin-bottom:1px}
.dropdown-submenu{position:relative}
.dropdown-submenu>.dropdown-menu{top:0;left:100%;margin-top:-6px;margin-left:-1px;border-radius:0 6px 6px 6px;-webkit-border-radius:0 6px 6px 6px;-moz-border-radius:0 6px 6px 6px;border-radius:0 6px 6px 6px}
.dropdown-submenu:hover>.dropdown-menu{display:block}
.dropup .dropdown-submenu>.dropdown-menu{top:auto;bottom:0;margin-top:0;margin-bottom:-2px;border-radius:5px 5px 5px 0;-webkit-border-radius:5px 5px 5px 0;-moz-border-radius:5px 5px 5px 0;border-radius:5px 5px 5px 0}
.dropdown-submenu>a:after{display:block;content:" ";float:right;width:0;height:0;border-color:transparent;border-style:solid;border-width:5px 0 5px 5px;border-left-color:#ccc;margin-top:5px;margin-right:-10px}
.dropdown-submenu:hover>a:after{border-left-color:#fff}
.dropdown-submenu.pull-left{float:none}.dropdown-submenu.pull-left>.dropdown-menu{left:-100%;margin-left:10px;border-radius:6px 0 6px 6px;-webkit-border-radius:6px 0 6px 6px;-moz-border-radius:6px 0 6px 6px;border-radius:6px 0 6px 6px}
.dropdown .dropdown-menu .nav-header{padding-left:20px;padding-right:20px}
.typeahead{z-index:1051;margin-top:2px;border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}
.well{min-height:20px;padding:19px;margin-bottom:20px;background-color:#f5f5f5;border:1px solid #e3e3e3;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.05);-moz-box-shadow:inset 0 1px 1px rgba(0,0,0,0.05);box-shadow:inset 0 1px 1px rgba(0,0,0,0.05)}.well blockquote{border-color:#ddd;border-color:rgba(0,0,0,0.15)}
.well-large{padding:24px;border-radius:6px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px}
.well-small{padding:9px;border-radius:3px;-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px}
.fade{opacity:0;-webkit-transition:opacity .15s linear;-moz-transition:opacity .15s linear;-o-transition:opacity .15s linear;transition:opacity .15s linear}.fade.in{opacity:1}
.collapse{position:relative;height:0;overflow:hidden;-webkit-transition:height .35s ease;-moz-transition:height .35s ease;-o-transition:height .35s ease;transition:height .35s ease}.collapse.in{height:auto}
.close{float:right;font-size:20px;font-weight:bold;line-height:20px;color:#000;text-shadow:0 1px 0 #fff;opacity:.2;filter:alpha(opacity=20)}.close:hover,.close:focus{color:#000;text-decoration:none;cursor:pointer;opacity:.4;filter:alpha(opacity=40)}
button.close{padding:0;cursor:pointer;background:transparent;border:0;-webkit-appearance:none}
.btn{display:inline-block;*display:inline;*zoom:1;padding:4px 12px;margin-bottom:0;font-size:13px;line-height:20px;text-align:center;vertical-align:middle;cursor:pointer;color:#333;text-shadow:0 1px 1px rgba(255,255,255,0.75);background-color:#f5f5f5;background-image:-moz-linear-gradient(top, #fff, #e6e6e6);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#fff), to(#e6e6e6));background-image:-webkit-linear-gradient(top, #fff, #e6e6e6);background-image:-o-linear-gradient(top, #fff, #e6e6e6);background-image:linear-gradient(to bottom, #fff, #e6e6e6);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffffffff', endColorstr='#ffe6e6e6', GradientType=0);border-color:#e6e6e6 #e6e6e6 #bfbfbf;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#e6e6e6;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false);border:1px solid #ccc;*border:0;border-bottom-color:#b3b3b3;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;*margin-left:.3em;-webkit-box-shadow:inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);-moz-box-shadow:inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);box-shadow:inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05)}.btn:hover,.btn:focus,.btn:active,.btn.active,.btn.disabled,.btn[disabled]{color:#333;background-color:#e6e6e6;*background-color:#d9d9d9}
.btn:active,.btn.active{background-color:#ccc \9}
.btn:first-child{*margin-left:0}
.btn:hover,.btn:focus{color:#333;text-decoration:none;background-position:0 -15px;-webkit-transition:background-position .1s linear;-moz-transition:background-position .1s linear;-o-transition:background-position .1s linear;transition:background-position .1s linear}
.btn:focus{outline:thin dotted #333;outline:5px auto -webkit-focus-ring-color;outline-offset:-2px}
.btn.active,.btn:active{background-image:none;outline:0;-webkit-box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05);-moz-box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05);box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05)}
.btn.disabled,.btn[disabled]{cursor:default;background-image:none;opacity:.65;filter:alpha(opacity=65);-webkit-box-shadow:none;-moz-box-shadow:none;box-shadow:none}
.btn-large{padding:11px 19px;font-size:16.25px;border-radius:6px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px}
.btn-large [class^="icon-"],.btn-large [class*=" icon-"]{margin-top:4px}
.btn-small{padding:2px 10px;font-size:11.049999999999999px;border-radius:3px;-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px}
.btn-small [class^="icon-"],.btn-small [class*=" icon-"]{margin-top:0}
.btn-mini [class^="icon-"],.btn-mini [class*=" icon-"]{margin-top:-1px}
.btn-mini{padding:0 6px;font-size:9.75px;border-radius:3px;-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px}
.btn-block{display:block;width:100%;padding-left:0;padding-right:0;-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box}
.btn-block+.btn-block{margin-top:5px}
input[type="submit"].btn-block,input[type="reset"].btn-block,input[type="button"].btn-block{width:100%}
.btn-primary.active,.btn-warning.active,.btn-danger.active,.btn-success.active,.btn-info.active,.btn-inverse.active{color:rgba(255,255,255,0.75)}
.btn-primary{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#006dcc;background-image:-moz-linear-gradient(top, #08c, #04c);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#08c), to(#04c));background-image:-webkit-linear-gradient(top, #08c, #04c);background-image:-o-linear-gradient(top, #08c, #04c);background-image:linear-gradient(to bottom, #08c, #04c);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff0088cc', endColorstr='#ff0044cc', GradientType=0);border-color:#04c #04c #002a80;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#04c;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false)}.btn-primary:hover,.btn-primary:focus,.btn-primary:active,.btn-primary.active,.btn-primary.disabled,.btn-primary[disabled]{color:#fff;background-color:#04c;*background-color:#003bb3}
.btn-primary:active,.btn-primary.active{background-color:#039 \9}
.btn-warning{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#faa732;background-image:-moz-linear-gradient(top, #fbb450, #f89406);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#fbb450), to(#f89406));background-image:-webkit-linear-gradient(top, #fbb450, #f89406);background-image:-o-linear-gradient(top, #fbb450, #f89406);background-image:linear-gradient(to bottom, #fbb450, #f89406);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fffbb450', endColorstr='#fff89406', GradientType=0);border-color:#f89406 #f89406 #ad6704;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#f89406;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false)}.btn-warning:hover,.btn-warning:focus,.btn-warning:active,.btn-warning.active,.btn-warning.disabled,.btn-warning[disabled]{color:#fff;background-color:#f89406;*background-color:#df8505}
.btn-warning:active,.btn-warning.active{background-color:#c67605 \9}
.btn-danger{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#da4f49;background-image:-moz-linear-gradient(top, #ee5f5b, #bd362f);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#ee5f5b), to(#bd362f));background-image:-webkit-linear-gradient(top, #ee5f5b, #bd362f);background-image:-o-linear-gradient(top, #ee5f5b, #bd362f);background-image:linear-gradient(to bottom, #ee5f5b, #bd362f);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffee5f5b', endColorstr='#ffbd362f', GradientType=0);border-color:#bd362f #bd362f #802420;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#bd362f;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false)}.btn-danger:hover,.btn-danger:focus,.btn-danger:active,.btn-danger.active,.btn-danger.disabled,.btn-danger[disabled]{color:#fff;background-color:#bd362f;*background-color:#a9302a}
.btn-danger:active,.btn-danger.active{background-color:#942a25 \9}
.btn-success{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#5bb75b;background-image:-moz-linear-gradient(top, #62c462, #51a351);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#62c462), to(#51a351));background-image:-webkit-linear-gradient(top, #62c462, #51a351);background-image:-o-linear-gradient(top, #62c462, #51a351);background-image:linear-gradient(to bottom, #62c462, #51a351);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff62c462', endColorstr='#ff51a351', GradientType=0);border-color:#51a351 #51a351 #387038;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#51a351;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false)}.btn-success:hover,.btn-success:focus,.btn-success:active,.btn-success.active,.btn-success.disabled,.btn-success[disabled]{color:#fff;background-color:#51a351;*background-color:#499249}
.btn-success:active,.btn-success.active{background-color:#408140 \9}
.btn-info{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#49afcd;background-image:-moz-linear-gradient(top, #5bc0de, #2f96b4);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#5bc0de), to(#2f96b4));background-image:-webkit-linear-gradient(top, #5bc0de, #2f96b4);background-image:-o-linear-gradient(top, #5bc0de, #2f96b4);background-image:linear-gradient(to bottom, #5bc0de, #2f96b4);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff5bc0de', endColorstr='#ff2f96b4', GradientType=0);border-color:#2f96b4 #2f96b4 #1f6377;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#2f96b4;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false)}.btn-info:hover,.btn-info:focus,.btn-info:active,.btn-info.active,.btn-info.disabled,.btn-info[disabled]{color:#fff;background-color:#2f96b4;*background-color:#2a85a0}
.btn-info:active,.btn-info.active{background-color:#24748c \9}
.btn-inverse{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#363636;background-image:-moz-linear-gradient(top, #444, #222);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#444), to(#222));background-image:-webkit-linear-gradient(top, #444, #222);background-image:-o-linear-gradient(top, #444, #222);background-image:linear-gradient(to bottom, #444, #222);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff444444', endColorstr='#ff222222', GradientType=0);border-color:#222 #222 #000;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#222;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false)}.btn-inverse:hover,.btn-inverse:focus,.btn-inverse:active,.btn-inverse.active,.btn-inverse.disabled,.btn-inverse[disabled]{color:#fff;background-color:#222;*background-color:#151515}
.btn-inverse:active,.btn-inverse.active{background-color:#080808 \9}
button.btn,input[type="submit"].btn{*padding-top:3px;*padding-bottom:3px}button.btn::-moz-focus-inner,input[type="submit"].btn::-moz-focus-inner{padding:0;border:0}
button.btn.btn-large,input[type="submit"].btn.btn-large{*padding-top:7px;*padding-bottom:7px}
button.btn.btn-small,input[type="submit"].btn.btn-small{*padding-top:3px;*padding-bottom:3px}
button.btn.btn-mini,input[type="submit"].btn.btn-mini{*padding-top:1px;*padding-bottom:1px}
.btn-link,.btn-link:active,.btn-link[disabled]{background-color:transparent;background-image:none;-webkit-box-shadow:none;-moz-box-shadow:none;box-shadow:none}
.btn-link{border-color:transparent;cursor:pointer;color:#08c;border-radius:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0}
.btn-link:hover,.btn-link:focus{color:#005580;text-decoration:underline;background-color:transparent}
.btn-link[disabled]:hover,.btn-link[disabled]:focus{color:#333;text-decoration:none}
.btn-group{position:relative;display:inline-block;*display:inline;*zoom:1;font-size:0;vertical-align:middle;white-space:nowrap;*margin-left:.3em}.btn-group:first-child{*margin-left:0}
.btn-group+.btn-group{margin-left:5px}
.btn-toolbar{font-size:0;margin-top:10px;margin-bottom:10px}.btn-toolbar>.btn+.btn,.btn-toolbar>.btn-group+.btn,.btn-toolbar>.btn+.btn-group{margin-left:5px}
.btn-group>.btn{position:relative;border-radius:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0}
.btn-group>.btn+.btn{margin-left:-1px}
.btn-group>.btn,.btn-group>.dropdown-menu,.btn-group>.popover{font-size:13px}
.btn-group>.btn-mini{font-size:9.75px}
.btn-group>.btn-small{font-size:11.049999999999999px}
.btn-group>.btn-large{font-size:16.25px}
.btn-group>.btn:first-child{margin-left:0;-webkit-border-top-left-radius:4px;-moz-border-radius-topleft:4px;border-top-left-radius:4px;-webkit-border-bottom-left-radius:4px;-moz-border-radius-bottomleft:4px;border-bottom-left-radius:4px}
.btn-group>.btn:last-child,.btn-group>.dropdown-toggle{-webkit-border-top-right-radius:4px;-moz-border-radius-topright:4px;border-top-right-radius:4px;-webkit-border-bottom-right-radius:4px;-moz-border-radius-bottomright:4px;border-bottom-right-radius:4px}
.btn-group>.btn.large:first-child{margin-left:0;-webkit-border-top-left-radius:6px;-moz-border-radius-topleft:6px;border-top-left-radius:6px;-webkit-border-bottom-left-radius:6px;-moz-border-radius-bottomleft:6px;border-bottom-left-radius:6px}
.btn-group>.btn.large:last-child,.btn-group>.large.dropdown-toggle{-webkit-border-top-right-radius:6px;-moz-border-radius-topright:6px;border-top-right-radius:6px;-webkit-border-bottom-right-radius:6px;-moz-border-radius-bottomright:6px;border-bottom-right-radius:6px}
.btn-group>.btn:hover,.btn-group>.btn:focus,.btn-group>.btn:active,.btn-group>.btn.active{z-index:2}
.btn-group .dropdown-toggle:active,.btn-group.open .dropdown-toggle{outline:0}
.btn-group>.btn+.dropdown-toggle{padding-left:8px;padding-right:8px;-webkit-box-shadow:inset 1px 0 0 rgba(255,255,255,.125), inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);-moz-box-shadow:inset 1px 0 0 rgba(255,255,255,.125), inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);box-shadow:inset 1px 0 0 rgba(255,255,255,.125), inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);*padding-top:5px;*padding-bottom:5px}
.btn-group>.btn-mini+.dropdown-toggle{padding-left:5px;padding-right:5px;*padding-top:2px;*padding-bottom:2px}
.btn-group>.btn-small+.dropdown-toggle{*padding-top:5px;*padding-bottom:4px}
.btn-group>.btn-large+.dropdown-toggle{padding-left:12px;padding-right:12px;*padding-top:7px;*padding-bottom:7px}
.btn-group.open .dropdown-toggle{background-image:none;-webkit-box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05);-moz-box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05);box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05)}
.btn-group.open .btn.dropdown-toggle{background-color:#e6e6e6}
.btn-group.open .btn-primary.dropdown-toggle{background-color:#04c}
.btn-group.open .btn-warning.dropdown-toggle{background-color:#f89406}
.btn-group.open .btn-danger.dropdown-toggle{background-color:#bd362f}
.btn-group.open .btn-success.dropdown-toggle{background-color:#51a351}
.btn-group.open .btn-info.dropdown-toggle{background-color:#2f96b4}
.btn-group.open .btn-inverse.dropdown-toggle{background-color:#222}
.btn .caret{margin-top:8px;margin-left:0}
.btn-large .caret{margin-top:6px}
.btn-large .caret{border-left-width:5px;border-right-width:5px;border-top-width:5px}
.btn-mini .caret,.btn-small .caret{margin-top:8px}
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.btn-group-vertical>.btn+.btn{margin-left:0;margin-top:-1px}
.btn-group-vertical>.btn:first-child{border-radius:4px 4px 0 0;-webkit-border-radius:4px 4px 0 0;-moz-border-radius:4px 4px 0 0;border-radius:4px 4px 0 0}
.btn-group-vertical>.btn:last-child{border-radius:0 0 4px 4px;-webkit-border-radius:0 0 4px 4px;-moz-border-radius:0 0 4px 4px;border-radius:0 0 4px 4px}
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.btn-group-vertical>.btn-large:last-child{border-radius:0 0 6px 6px;-webkit-border-radius:0 0 6px 6px;-moz-border-radius:0 0 6px 6px;border-radius:0 0 6px 6px}
.alert{padding:8px 35px 8px 14px;margin-bottom:20px;text-shadow:0 1px 0 rgba(255,255,255,0.5);background-color:#fcf8e3;border:1px solid #fbeed5;border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}
.alert,.alert h4{color:#c09853}
.alert h4{margin:0}
.alert .close{position:relative;top:-2px;right:-21px;line-height:20px}
.alert-success{background-color:#dff0d8;border-color:#d6e9c6;color:#468847}
.alert-success h4{color:#468847}
.alert-danger,.alert-error{background-color:#f2dede;border-color:#eed3d7;color:#b94a48}
.alert-danger h4,.alert-error h4{color:#b94a48}
.alert-info{background-color:#d9edf7;border-color:#bce8f1;color:#3a87ad}
.alert-info h4{color:#3a87ad}
.alert-block{padding-top:14px;padding-bottom:14px}
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.alert-block p+p{margin-top:5px}
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.nav-header{display:block;padding:3px 15px;font-size:11px;font-weight:bold;line-height:20px;color:#999;text-shadow:0 1px 0 rgba(255,255,255,0.5);text-transform:uppercase}
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.nav-tabs{border-bottom:1px solid #ddd}
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.nav-pills.nav-stacked>li>a{margin-bottom:3px}
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.nav-tabs .dropdown-toggle .caret{margin-top:8px}
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.tabbable:after{clear:both}
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.tabs-below>.nav-tabs>li>a{border-radius:0 0 4px 4px;-webkit-border-radius:0 0 4px 4px;-moz-border-radius:0 0 4px 4px;border-radius:0 0 4px 4px}.tabs-below>.nav-tabs>li>a:hover,.tabs-below>.nav-tabs>li>a:focus{border-bottom-color:transparent;border-top-color:#ddd}
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.navbar .brand{float:left;display:block;padding:8px 20px 8px;margin-left:-20px;font-size:20px;font-weight:200;color:#777;text-shadow:0 1px 0 #fff}.navbar .brand:hover,.navbar .brand:focus{text-decoration:none}
.navbar-text{margin-bottom:0;line-height:36px;color:#777}
.navbar-link{color:#777}.navbar-link:hover,.navbar-link:focus{color:#333}
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.navbar-form{margin-bottom:0;*zoom:1}.navbar-form:before,.navbar-form:after{display:table;content:"";line-height:0}
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.navbar-form input,.navbar-form select,.navbar-form .radio,.navbar-form .checkbox{margin-top:3px}
.navbar-form input,.navbar-form select,.navbar-form .btn{display:inline-block;margin-bottom:0}
.navbar-form input[type="image"],.navbar-form input[type="checkbox"],.navbar-form input[type="radio"]{margin-top:3px}
.navbar-form .input-append,.navbar-form .input-prepend{margin-top:5px;white-space:nowrap}.navbar-form .input-append input,.navbar-form .input-prepend input{margin-top:0}
.navbar-search{position:relative;float:left;margin-top:3px;margin-bottom:0}.navbar-search .search-query{margin-bottom:0;padding:4px 14px;font-family:"Helvetica Neue",Helvetica,Arial,sans-serif;font-size:13px;font-weight:normal;line-height:1;border-radius:15px;-webkit-border-radius:15px;-moz-border-radius:15px;border-radius:15px}
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.navbar .nav>li{float:left}
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.navbar .nav .dropdown-toggle .caret{margin-top:8px}
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.navbar .nav>.active>a,.navbar .nav>.active>a:hover,.navbar .nav>.active>a:focus{color:#555;text-decoration:none;background-color:#e5e5e5;-webkit-box-shadow:inset 0 3px 8px rgba(0,0,0,0.125);-moz-box-shadow:inset 0 3px 8px rgba(0,0,0,0.125);box-shadow:inset 0 3px 8px rgba(0,0,0,0.125)}
.navbar .btn-navbar{display:none;float:right;padding:7px 10px;margin-left:5px;margin-right:5px;color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#ededed;background-image:-moz-linear-gradient(top, #f2f2f2, #e5e5e5);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#f2f2f2), to(#e5e5e5));background-image:-webkit-linear-gradient(top, #f2f2f2, #e5e5e5);background-image:-o-linear-gradient(top, #f2f2f2, #e5e5e5);background-image:linear-gradient(to bottom, #f2f2f2, #e5e5e5);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff2f2f2', endColorstr='#ffe5e5e5', GradientType=0);border-color:#e5e5e5 #e5e5e5 #bfbfbf;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#e5e5e5;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false);-webkit-box-shadow:inset 0 1px 0 rgba(255,255,255,.1), 0 1px 0 rgba(255,255,255,.075);-moz-box-shadow:inset 0 1px 0 rgba(255,255,255,.1), 0 1px 0 rgba(255,255,255,.075);box-shadow:inset 0 1px 0 rgba(255,255,255,.1), 0 1px 0 rgba(255,255,255,.075)}.navbar .btn-navbar:hover,.navbar .btn-navbar:focus,.navbar .btn-navbar:active,.navbar .btn-navbar.active,.navbar .btn-navbar.disabled,.navbar .btn-navbar[disabled]{color:#fff;background-color:#e5e5e5;*background-color:#d9d9d9}
.navbar .btn-navbar:active,.navbar .btn-navbar.active{background-color:#ccc \9}
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.btn-navbar .icon-bar+.icon-bar{margin-top:3px}
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.navbar-inverse .nav li.dropdown.open>.dropdown-toggle .caret,.navbar-inverse .nav li.dropdown.active>.dropdown-toggle .caret,.navbar-inverse .nav li.dropdown.open.active>.dropdown-toggle .caret{border-top-color:#fff;border-bottom-color:#fff}
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.navbar-inverse .btn-navbar{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#0e0e0e;background-image:-moz-linear-gradient(top, #151515, #040404);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#151515), to(#040404));background-image:-webkit-linear-gradient(top, #151515, #040404);background-image:-o-linear-gradient(top, #151515, #040404);background-image:linear-gradient(to bottom, #151515, #040404);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff151515', endColorstr='#ff040404', GradientType=0);border-color:#040404 #040404 #000;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#040404;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false)}.navbar-inverse .btn-navbar:hover,.navbar-inverse .btn-navbar:focus,.navbar-inverse .btn-navbar:active,.navbar-inverse .btn-navbar.active,.navbar-inverse .btn-navbar.disabled,.navbar-inverse .btn-navbar[disabled]{color:#fff;background-color:#040404;*background-color:#000}
.navbar-inverse .btn-navbar:active,.navbar-inverse .btn-navbar.active{background-color:#000 \9}
.breadcrumb{padding:8px 15px;margin:0 0 20px;list-style:none;background-color:#f5f5f5;border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}.breadcrumb>li{display:inline-block;*display:inline;*zoom:1;text-shadow:0 1px 0 #fff}.breadcrumb>li>.divider{padding:0 5px;color:#ccc}
.breadcrumb>.active{color:#999}
.pagination{margin:20px 0}
.pagination ul{display:inline-block;*display:inline;*zoom:1;margin-left:0;margin-bottom:0;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;-webkit-box-shadow:0 1px 2px rgba(0,0,0,0.05);-moz-box-shadow:0 1px 2px rgba(0,0,0,0.05);box-shadow:0 1px 2px rgba(0,0,0,0.05)}
.pagination ul>li{display:inline}
.pagination ul>li>a,.pagination ul>li>span{float:left;padding:4px 12px;line-height:20px;text-decoration:none;background-color:#fff;border:1px solid #ddd;border-left-width:0}
.pagination ul>li>a:hover,.pagination ul>li>a:focus,.pagination ul>.active>a,.pagination ul>.active>span{background-color:#f5f5f5}
.pagination ul>.active>a,.pagination ul>.active>span{color:#999;cursor:default}
.pagination ul>.disabled>span,.pagination ul>.disabled>a,.pagination ul>.disabled>a:hover,.pagination ul>.disabled>a:focus{color:#999;background-color:transparent;cursor:default}
.pagination ul>li:first-child>a,.pagination ul>li:first-child>span{border-left-width:1px;-webkit-border-top-left-radius:4px;-moz-border-radius-topleft:4px;border-top-left-radius:4px;-webkit-border-bottom-left-radius:4px;-moz-border-radius-bottomleft:4px;border-bottom-left-radius:4px}
.pagination ul>li:last-child>a,.pagination ul>li:last-child>span{-webkit-border-top-right-radius:4px;-moz-border-radius-topright:4px;border-top-right-radius:4px;-webkit-border-bottom-right-radius:4px;-moz-border-radius-bottomright:4px;border-bottom-right-radius:4px}
.pagination-centered{text-align:center}
.pagination-right{text-align:right}
.pagination-large ul>li>a,.pagination-large ul>li>span{padding:11px 19px;font-size:16.25px}
.pagination-large ul>li:first-child>a,.pagination-large ul>li:first-child>span{-webkit-border-top-left-radius:6px;-moz-border-radius-topleft:6px;border-top-left-radius:6px;-webkit-border-bottom-left-radius:6px;-moz-border-radius-bottomleft:6px;border-bottom-left-radius:6px}
.pagination-large ul>li:last-child>a,.pagination-large ul>li:last-child>span{-webkit-border-top-right-radius:6px;-moz-border-radius-topright:6px;border-top-right-radius:6px;-webkit-border-bottom-right-radius:6px;-moz-border-radius-bottomright:6px;border-bottom-right-radius:6px}
.pagination-mini ul>li:first-child>a,.pagination-small ul>li:first-child>a,.pagination-mini ul>li:first-child>span,.pagination-small ul>li:first-child>span{-webkit-border-top-left-radius:3px;-moz-border-radius-topleft:3px;border-top-left-radius:3px;-webkit-border-bottom-left-radius:3px;-moz-border-radius-bottomleft:3px;border-bottom-left-radius:3px}
.pagination-mini ul>li:last-child>a,.pagination-small ul>li:last-child>a,.pagination-mini ul>li:last-child>span,.pagination-small ul>li:last-child>span{-webkit-border-top-right-radius:3px;-moz-border-radius-topright:3px;border-top-right-radius:3px;-webkit-border-bottom-right-radius:3px;-moz-border-radius-bottomright:3px;border-bottom-right-radius:3px}
.pagination-small ul>li>a,.pagination-small ul>li>span{padding:2px 10px;font-size:11.049999999999999px}
.pagination-mini ul>li>a,.pagination-mini ul>li>span{padding:0 6px;font-size:9.75px}
.pager{margin:20px 0;list-style:none;text-align:center;*zoom:1}.pager:before,.pager:after{display:table;content:"";line-height:0}
.pager:after{clear:both}
.pager li{display:inline}
.pager li>a,.pager li>span{display:inline-block;padding:5px 14px;background-color:#fff;border:1px solid #ddd;border-radius:15px;-webkit-border-radius:15px;-moz-border-radius:15px;border-radius:15px}
.pager li>a:hover,.pager li>a:focus{text-decoration:none;background-color:#f5f5f5}
.pager .next>a,.pager .next>span{float:right}
.pager .previous>a,.pager .previous>span{float:left}
.pager .disabled>a,.pager .disabled>a:hover,.pager .disabled>a:focus,.pager .disabled>span{color:#999;background-color:#fff;cursor:default}
.modal-backdrop{position:fixed;top:0;right:0;bottom:0;left:0;z-index:1040;background-color:#000}.modal-backdrop.fade{opacity:0}
.modal-backdrop,.modal-backdrop.fade.in{opacity:.8;filter:alpha(opacity=80)}
.modal{position:fixed;top:10%;left:50%;z-index:1050;width:560px;margin-left:-280px;background-color:#fff;border:1px solid #999;border:1px solid rgba(0,0,0,0.3);*border:1px solid #999;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;-webkit-box-shadow:0 3px 7px rgba(0,0,0,0.3);-moz-box-shadow:0 3px 7px rgba(0,0,0,0.3);box-shadow:0 3px 7px rgba(0,0,0,0.3);-webkit-background-clip:padding-box;-moz-background-clip:padding-box;background-clip:padding-box;outline:none}.modal.fade{-webkit-transition:opacity .3s linear, top .3s ease-out;-moz-transition:opacity .3s linear, top .3s ease-out;-o-transition:opacity .3s linear, top .3s ease-out;transition:opacity .3s linear, top .3s ease-out;top:-25%}
.modal.fade.in{top:10%}
.modal-header{padding:9px 15px;border-bottom:1px solid #eee}.modal-header .close{margin-top:2px}
.modal-header h3{margin:0;line-height:30px}
.modal-body{position:relative;overflow-y:auto;max-height:400px;padding:15px}
.modal-form{margin-bottom:0}
.modal-footer{padding:14px 15px 15px;margin-bottom:0;text-align:right;background-color:#f5f5f5;border-top:1px solid #ddd;-webkit-border-radius:0 0 6px 6px;-moz-border-radius:0 0 6px 6px;border-radius:0 0 6px 6px;-webkit-box-shadow:inset 0 1px 0 #fff;-moz-box-shadow:inset 0 1px 0 #fff;box-shadow:inset 0 1px 0 #fff;*zoom:1}.modal-footer:before,.modal-footer:after{display:table;content:"";line-height:0}
.modal-footer:after{clear:both}
.modal-footer .btn+.btn{margin-left:5px;margin-bottom:0}
.modal-footer .btn-group .btn+.btn{margin-left:-1px}
.modal-footer .btn-block+.btn-block{margin-left:0}
.tooltip{position:absolute;z-index:1030;display:block;visibility:visible;font-size:11px;line-height:1.4;opacity:0;filter:alpha(opacity=0)}.tooltip.in{opacity:.8;filter:alpha(opacity=80)}
.tooltip.top{margin-top:-3px;padding:5px 0}
.tooltip.right{margin-left:3px;padding:0 5px}
.tooltip.bottom{margin-top:3px;padding:5px 0}
.tooltip.left{margin-left:-3px;padding:0 5px}
.tooltip-inner{max-width:200px;padding:8px;color:#fff;text-align:center;text-decoration:none;background-color:#000;border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}
.tooltip-arrow{position:absolute;width:0;height:0;border-color:transparent;border-style:solid}
.tooltip.top .tooltip-arrow{bottom:0;left:50%;margin-left:-5px;border-width:5px 5px 0;border-top-color:#000}
.tooltip.right .tooltip-arrow{top:50%;left:0;margin-top:-5px;border-width:5px 5px 5px 0;border-right-color:#000}
.tooltip.left .tooltip-arrow{top:50%;right:0;margin-top:-5px;border-width:5px 0 5px 5px;border-left-color:#000}
.tooltip.bottom .tooltip-arrow{top:0;left:50%;margin-left:-5px;border-width:0 5px 5px;border-bottom-color:#000}
.popover{position:absolute;top:0;left:0;z-index:1010;display:none;max-width:276px;padding:1px;text-align:left;background-color:#fff;-webkit-background-clip:padding-box;-moz-background-clip:padding;background-clip:padding-box;border:1px solid #ccc;border:1px solid rgba(0,0,0,0.2);-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;-webkit-box-shadow:0 5px 10px rgba(0,0,0,0.2);-moz-box-shadow:0 5px 10px rgba(0,0,0,0.2);box-shadow:0 5px 10px rgba(0,0,0,0.2);white-space:normal}.popover.top{margin-top:-10px}
.popover.right{margin-left:10px}
.popover.bottom{margin-top:10px}
.popover.left{margin-left:-10px}
.popover-title{margin:0;padding:8px 14px;font-size:14px;font-weight:normal;line-height:18px;background-color:#f7f7f7;border-bottom:1px solid #ebebeb;border-radius:5px 5px 0 0;-webkit-border-radius:5px 5px 0 0;-moz-border-radius:5px 5px 0 0;border-radius:5px 5px 0 0}.popover-title:empty{display:none}
.popover-content{padding:9px 14px}
.popover .arrow,.popover .arrow:after{position:absolute;display:block;width:0;height:0;border-color:transparent;border-style:solid}
.popover .arrow{border-width:11px}
.popover .arrow:after{border-width:10px;content:""}
.popover.top .arrow{left:50%;margin-left:-11px;border-bottom-width:0;border-top-color:#999;border-top-color:rgba(0,0,0,0.25);bottom:-11px}.popover.top .arrow:after{bottom:1px;margin-left:-10px;border-bottom-width:0;border-top-color:#fff}
.popover.right .arrow{top:50%;left:-11px;margin-top:-11px;border-left-width:0;border-right-color:#999;border-right-color:rgba(0,0,0,0.25)}.popover.right .arrow:after{left:1px;bottom:-10px;border-left-width:0;border-right-color:#fff}
.popover.bottom .arrow{left:50%;margin-left:-11px;border-top-width:0;border-bottom-color:#999;border-bottom-color:rgba(0,0,0,0.25);top:-11px}.popover.bottom .arrow:after{top:1px;margin-left:-10px;border-top-width:0;border-bottom-color:#fff}
.popover.left .arrow{top:50%;right:-11px;margin-top:-11px;border-right-width:0;border-left-color:#999;border-left-color:rgba(0,0,0,0.25)}.popover.left .arrow:after{right:1px;border-right-width:0;border-left-color:#fff;bottom:-10px}
.thumbnails{margin-left:-20px;list-style:none;*zoom:1}.thumbnails:before,.thumbnails:after{display:table;content:"";line-height:0}
.thumbnails:after{clear:both}
.row-fluid .thumbnails{margin-left:0}
.thumbnails>li{float:left;margin-bottom:20px;margin-left:20px}
.thumbnail{display:block;padding:4px;line-height:20px;border:1px solid #ddd;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;-webkit-box-shadow:0 1px 3px rgba(0,0,0,0.055);-moz-box-shadow:0 1px 3px rgba(0,0,0,0.055);box-shadow:0 1px 3px rgba(0,0,0,0.055);-webkit-transition:all .2s ease-in-out;-moz-transition:all .2s ease-in-out;-o-transition:all .2s ease-in-out;transition:all .2s ease-in-out}
a.thumbnail:hover,a.thumbnail:focus{border-color:#08c;-webkit-box-shadow:0 1px 4px rgba(0,105,214,0.25);-moz-box-shadow:0 1px 4px rgba(0,105,214,0.25);box-shadow:0 1px 4px rgba(0,105,214,0.25)}
.thumbnail>img{display:block;max-width:100%;margin-left:auto;margin-right:auto}
.thumbnail .caption{padding:9px;color:#555}
.media,.media-body{overflow:hidden;*overflow:visible;zoom:1}
.media,.media .media{margin-top:15px}
.media:first-child{margin-top:0}
.media-object{display:block}
.media-heading{margin:0 0 5px}
.media>.pull-left{margin-right:10px}
.media>.pull-right{margin-left:10px}
.media-list{margin-left:0;list-style:none}
.label,.badge{display:inline-block;padding:2px 4px;font-size:10.998px;font-weight:bold;line-height:14px;color:#fff;vertical-align:baseline;white-space:nowrap;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#999}
.label{border-radius:3px;-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px}
.badge{padding-left:9px;padding-right:9px;border-radius:9px;-webkit-border-radius:9px;-moz-border-radius:9px;border-radius:9px}
.label:empty,.badge:empty{display:none}
a.label:hover,a.label:focus,a.badge:hover,a.badge:focus{color:#fff;text-decoration:none;cursor:pointer}
.label-important,.badge-important{background-color:#b94a48}
.label-important[href],.badge-important[href]{background-color:#953b39}
.label-warning,.badge-warning{background-color:#f89406}
.label-warning[href],.badge-warning[href]{background-color:#c67605}
.label-success,.badge-success{background-color:#468847}
.label-success[href],.badge-success[href]{background-color:#356635}
.label-info,.badge-info{background-color:#3a87ad}
.label-info[href],.badge-info[href]{background-color:#2d6987}
.label-inverse,.badge-inverse{background-color:#333}
.label-inverse[href],.badge-inverse[href]{background-color:#1a1a1a}
.btn .label,.btn .badge{position:relative;top:-1px}
.btn-mini .label,.btn-mini .badge{top:0}
@-webkit-keyframes progress-bar-stripes{from{background-position:40px 0} to{background-position:0 0}}@-moz-keyframes progress-bar-stripes{from{background-position:40px 0} to{background-position:0 0}}@-ms-keyframes progress-bar-stripes{from{background-position:40px 0} to{background-position:0 0}}@-o-keyframes progress-bar-stripes{from{background-position:0 0} to{background-position:40px 0}}@keyframes progress-bar-stripes{from{background-position:40px 0} to{background-position:0 0}}.progress{overflow:hidden;height:20px;margin-bottom:20px;background-color:#f7f7f7;background-image:-moz-linear-gradient(top, #f5f5f5, #f9f9f9);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#f5f5f5), to(#f9f9f9));background-image:-webkit-linear-gradient(top, #f5f5f5, #f9f9f9);background-image:-o-linear-gradient(top, #f5f5f5, #f9f9f9);background-image:linear-gradient(to bottom, #f5f5f5, #f9f9f9);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff5f5f5', endColorstr='#fff9f9f9', GradientType=0);-webkit-box-shadow:inset 0 1px 2px rgba(0,0,0,0.1);-moz-box-shadow:inset 0 1px 2px rgba(0,0,0,0.1);box-shadow:inset 0 1px 2px rgba(0,0,0,0.1);border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}
.progress .bar{width:0;height:100%;color:#fff;float:left;font-size:12px;text-align:center;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#0e90d2;background-image:-moz-linear-gradient(top, #149bdf, #0480be);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#149bdf), to(#0480be));background-image:-webkit-linear-gradient(top, #149bdf, #0480be);background-image:-o-linear-gradient(top, #149bdf, #0480be);background-image:linear-gradient(to bottom, #149bdf, #0480be);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff149bdf', endColorstr='#ff0480be', GradientType=0);-webkit-box-shadow:inset 0 -1px 0 rgba(0,0,0,0.15);-moz-box-shadow:inset 0 -1px 0 rgba(0,0,0,0.15);box-shadow:inset 0 -1px 0 rgba(0,0,0,0.15);-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box;-webkit-transition:width .6s ease;-moz-transition:width .6s ease;-o-transition:width .6s ease;transition:width .6s ease}
.progress .bar+.bar{-webkit-box-shadow:inset 1px 0 0 rgba(0,0,0,.15), inset 0 -1px 0 rgba(0,0,0,.15);-moz-box-shadow:inset 1px 0 0 rgba(0,0,0,.15), inset 0 -1px 0 rgba(0,0,0,.15);box-shadow:inset 1px 0 0 rgba(0,0,0,.15), inset 0 -1px 0 rgba(0,0,0,.15)}
.progress-striped .bar{background-color:#149bdf;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(.25, rgba(255,255,255,0.15)), color-stop(.25, transparent), color-stop(.5, transparent), color-stop(.5, rgba(255,255,255,0.15)), color-stop(.75, rgba(255,255,255,0.15)), color-stop(.75, transparent), to(transparent));background-image:-webkit-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-moz-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);-webkit-background-size:40px 40px;-moz-background-size:40px 40px;-o-background-size:40px 40px;background-size:40px 40px}
.progress.active .bar{-webkit-animation:progress-bar-stripes 2s linear infinite;-moz-animation:progress-bar-stripes 2s linear infinite;-ms-animation:progress-bar-stripes 2s linear infinite;-o-animation:progress-bar-stripes 2s linear infinite;animation:progress-bar-stripes 2s linear infinite}
.progress-danger .bar,.progress .bar-danger{background-color:#dd514c;background-image:-moz-linear-gradient(top, #ee5f5b, #c43c35);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#ee5f5b), to(#c43c35));background-image:-webkit-linear-gradient(top, #ee5f5b, #c43c35);background-image:-o-linear-gradient(top, #ee5f5b, #c43c35);background-image:linear-gradient(to bottom, #ee5f5b, #c43c35);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffee5f5b', endColorstr='#ffc43c35', GradientType=0)}
.progress-danger.progress-striped .bar,.progress-striped .bar-danger{background-color:#ee5f5b;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(.25, rgba(255,255,255,0.15)), color-stop(.25, transparent), color-stop(.5, transparent), color-stop(.5, rgba(255,255,255,0.15)), color-stop(.75, rgba(255,255,255,0.15)), color-stop(.75, transparent), to(transparent));background-image:-webkit-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-moz-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent)}
.progress-success .bar,.progress .bar-success{background-color:#5eb95e;background-image:-moz-linear-gradient(top, #62c462, #57a957);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#62c462), to(#57a957));background-image:-webkit-linear-gradient(top, #62c462, #57a957);background-image:-o-linear-gradient(top, #62c462, #57a957);background-image:linear-gradient(to bottom, #62c462, #57a957);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff62c462', endColorstr='#ff57a957', GradientType=0)}
.progress-success.progress-striped .bar,.progress-striped .bar-success{background-color:#62c462;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(.25, rgba(255,255,255,0.15)), color-stop(.25, transparent), color-stop(.5, transparent), color-stop(.5, rgba(255,255,255,0.15)), color-stop(.75, rgba(255,255,255,0.15)), color-stop(.75, transparent), to(transparent));background-image:-webkit-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-moz-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent)}
.progress-info .bar,.progress .bar-info{background-color:#4bb1cf;background-image:-moz-linear-gradient(top, #5bc0de, #339bb9);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#5bc0de), to(#339bb9));background-image:-webkit-linear-gradient(top, #5bc0de, #339bb9);background-image:-o-linear-gradient(top, #5bc0de, #339bb9);background-image:linear-gradient(to bottom, #5bc0de, #339bb9);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff5bc0de', endColorstr='#ff339bb9', GradientType=0)}
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.accordion{margin-bottom:20px}
.accordion-group{margin-bottom:2px;border:1px solid #e5e5e5;border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}
.accordion-heading{border-bottom:0}
.accordion-heading .accordion-toggle{display:block;padding:8px 15px}
.accordion-toggle{cursor:pointer}
.accordion-inner{padding:9px 15px;border-top:1px solid #e5e5e5}
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.carousel-inner{overflow:hidden;width:100%;position:relative}
.carousel-inner>.item{display:none;position:relative;-webkit-transition:.6s ease-in-out left;-moz-transition:.6s ease-in-out left;-o-transition:.6s ease-in-out left;transition:.6s ease-in-out left}.carousel-inner>.item>img,.carousel-inner>.item>a>img{display:block;line-height:1}
.carousel-inner>.active,.carousel-inner>.next,.carousel-inner>.prev{display:block}
.carousel-inner>.active{left:0}
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.carousel-inner>.active.left{left:-100%}
.carousel-inner>.active.right{left:100%}
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.carousel-indicators .active{background-color:#fff}
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.carousel-caption h4,.carousel-caption p{color:#fff;line-height:20px}
.carousel-caption h4{margin:0 0 5px}
.carousel-caption p{margin-bottom:0}
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.hero-unit li{line-height:30px}
.pull-right{float:right}
.pull-left{float:left}
.hide{display:none}
.show{display:block}
.invisible{visibility:hidden}
.affix{position:fixed}
@-ms-viewport{width:device-width}.hidden{display:none;visibility:hidden}
.visible-phone{display:none !important}
.visible-tablet{display:none !important}
.hidden-desktop{display:none !important}
.visible-desktop{display:inherit !important}
@media (min-width:768px) and (max-width:979px){.hidden-desktop{display:inherit !important} .visible-desktop{display:none !important} .visible-tablet{display:inherit !important} .hidden-tablet{display:none !important}}@media (max-width:767px){.hidden-desktop{display:inherit !important} .visible-desktop{display:none !important} .visible-phone{display:inherit !important} .hidden-phone{display:none !important}}.visible-print{display:none !important}
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span.raw_input_prompt{}
input.raw_input{font-family:inherit;font-size:inherit;color:inherit;width:auto;vertical-align:baseline;padding:0 .25em;margin:0 .25em}
input.raw_input:focus{box-shadow:none}
p.p-space{margin-bottom:10px}
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.rendered_html strong{font-weight:bold}
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.rendered_html ol ol ol ol ol{list-style:decimal;margin:0 2em}
.rendered_html *+ul{margin-top:1em}
.rendered_html *+ol{margin-top:1em}
.rendered_html hr{color:#000;background-color:#000}
.rendered_html pre{margin:1em 2em}
.rendered_html pre,.rendered_html code{border:0;background-color:#fff;color:#000;font-size:100%;padding:0}
.rendered_html blockquote{margin:1em 2em}
.rendered_html table{margin-left:auto;margin-right:auto;border:1px solid #000;border-collapse:collapse}
.rendered_html tr,.rendered_html th,.rendered_html td{border:1px solid #000;border-collapse:collapse;margin:1em 2em}
.rendered_html td,.rendered_html th{text-align:left;vertical-align:middle;padding:4px}
.rendered_html th{font-weight:bold}
.rendered_html *+table{margin-top:1em}
.rendered_html p{text-align:justify}
.rendered_html *+p{margin-top:1em}
.rendered_html img{display:block;margin-left:auto;margin-right:auto}
.rendered_html *+img{margin-top:1em}
div.text_cell{padding:5px 5px 5px 0;display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}
@media (max-width:480px){div.text_cell>div.prompt{display:none}}div.text_cell_render{outline:none;resize:none;width:inherit;border-style:none;padding:.5em .5em .5em .4em;color:#000}
a.anchor-link:link{text-decoration:none;padding:0 20px;visibility:hidden}
h1:hover .anchor-link,h2:hover .anchor-link,h3:hover .anchor-link,h4:hover .anchor-link,h5:hover .anchor-link,h6:hover .anchor-link{visibility:visible}
div.cell.text_cell.rendered{padding:0}
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.widget-hlabel{min-width:10ex;padding-right:8px;padding-top:3px;text-align:right;vertical-align:text-top}
.widget-vlabel{padding-bottom:5px;text-align:center;vertical-align:text-bottom}
.widget-hreadout{padding-left:8px;padding-top:3px;text-align:left;vertical-align:text-top}
.widget-vreadout{padding-top:5px;text-align:center;vertical-align:text-top}
.slide-track{border:1px solid #ccc;background:#fff;border-radius:4px;}
.widget-hslider{padding-left:8px;padding-right:5px;overflow:visible;width:348px;height:5px;max-height:5px;margin-top:11px;margin-bottom:10px;border:1px solid #ccc;background:#fff;border-radius:4px;display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}.widget-hslider .ui-slider{border:0 !important;background:none !important;display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch;-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}.widget-hslider .ui-slider .ui-slider-handle{width:14px !important;height:28px !important;margin-top:-8px !important}
.widget-vslider{padding-bottom:8px;overflow:visible;width:5px;max-width:5px;height:250px;margin-left:12px;border:1px solid #ccc;background:#fff;border-radius:4px;display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch}.widget-vslider .ui-slider{border:0 !important;background:none !important;margin-left:-4px;margin-top:5px;display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch;-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}.widget-vslider .ui-slider .ui-slider-handle{width:28px !important;height:14px !important;margin-left:-9px}
.widget-text{width:350px;margin:0 !important}
.widget-listbox{width:364px;margin-bottom:0}
.widget-numeric-text{width:150px;margin:0 !important}
.widget-progress{width:363px}.widget-progress .bar{-webkit-transition:none;-moz-transition:none;-ms-transition:none;-o-transition:none;transition:none}
.widget-combo-btn{min-width:138px;}
.widget-box{margin:5px;-webkit-box-pack:start;-moz-box-pack:start;box-pack:start;justify-content:flex-start;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;-webkit-box-align:start;-moz-box-align:start;box-align:start;align-items:flex-start}
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.docked-widget-modal{overflow:hidden;position:relative !important;top:0 !important;left:0 !important;margin-left:0 !important}
body{background-color:#fff}
body.notebook_app{overflow:hidden}
@media (max-width:767px){body.notebook_app{padding-left:0;padding-right:0}}span#notebook_name{height:1em;line-height:1em;padding:3px;border:none;font-size:146.5%}
div#notebook_panel{margin:0 0 0 0;padding:0;-webkit-box-shadow:0 -1px 10px rgba(0,0,0,0.1);-moz-box-shadow:0 -1px 10px rgba(0,0,0,0.1);box-shadow:0 -1px 10px rgba(0,0,0,0.1)}
div#notebook{font-size:14px;line-height:20px;overflow-y:scroll;overflow-x:auto;width:100%;padding:1em 0 1em 0;margin:0;border-top:1px solid #ababab;outline:none;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box}
div.ui-widget-content{border:1px solid #ababab;outline:none}
pre.dialog{background-color:#f7f7f7;border:1px solid #ddd;border-radius:4px;padding:.4em;padding-left:2em}
p.dialog{padding:.2em}
pre,code,kbd,samp{white-space:pre-wrap}
#fonttest{font-family:monospace}
p{margin-bottom:0}
.end_space{height:200px}
.celltoolbar{border:thin solid #cfcfcf;border-bottom:none;background:#eee;border-radius:3px 3px 0 0;width:100%;-webkit-box-pack:end;height:22px;display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch;-webkit-box-direction:reverse;-moz-box-direction:reverse;box-direction:reverse;flex-direction:row-reverse}
.ctb_hideshow{display:none;vertical-align:bottom;padding-right:2px}
.celltoolbar>div{padding-top:0}
.ctb_global_show .ctb_show.ctb_hideshow{display:block}
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.celltoolbar .button_container select{margin:10px;margin-top:1px;margin-bottom:0;padding:0;font-size:87%;width:auto;display:inline-block;height:18px;line-height:18px;vertical-align:top}
.celltoolbar label{display:inline-block;height:15px;line-height:15px;vertical-align:top}
.celltoolbar label span{font-size:85%}
.celltoolbar input[type=checkbox]{margin:0;margin-left:4px;margin-right:4px}
.celltoolbar .ui-button{border:none;vertical-align:top;height:20px;min-width:30px}
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.completions select{background:#fff;outline:none;border:none;padding:0;margin:0;overflow:auto;font-family:monospace;font-size:110%;color:#000;width:auto}
.completions select option.context{color:#0064cd}
#menubar .navbar-inner{min-height:28px;border-top:1px;border-radius:0 0 4px 4px}
#menubar .navbar{margin-bottom:8px}
.nav-wrapper{border-bottom:1px solid #d4d4d4}
#menubar li.dropdown{line-height:12px}
i.menu-icon{padding-top:4px}
ul#help_menu li a{overflow:hidden;padding-right:2.2em}ul#help_menu li a i{margin-right:-1.2em}
#notification_area{z-index:10}
.indicator_area{color:#777;padding:4px 3px;margin:0;width:11px;z-index:10;text-align:center}
#kernel_indicator{margin-right:-16px}
.edit_mode_icon:before{font-family:FontAwesome;font-weight:normal;font-style:normal;text-decoration:inherit;-webkit-font-smoothing:antialiased;*margin-right:.3em;content:"\f040"}
.command_mode_icon:before{font-family:FontAwesome;font-weight:normal;font-style:normal;text-decoration:inherit;-webkit-font-smoothing:antialiased;*margin-right:.3em;content:' '}
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div#pager_splitter{height:8px}
#pager-container{position:relative;padding:15px 0}
div#pager{font-size:14px;line-height:20px;overflow:auto;display:none}div#pager pre{line-height:1.21429em;color:#000;background-color:#f7f7f7;padding:.4em}
.quickhelp{display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}
.shortcut_key{display:inline-block;width:20ex;text-align:right;font-family:monospace}
.shortcut_descr{display:inline-block;-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}
span#save_widget{padding:0 5px;margin-top:12px}
span#checkpoint_status,span#autosave_status{font-size:small}
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.toolbar .btn{padding:2px 8px}
.toolbar .btn-group{margin-top:0}
.toolbar-inner{border:none !important;-webkit-box-shadow:none !important;-moz-box-shadow:none !important;box-shadow:none !important}
#maintoolbar{margin-bottom:0}
@-moz-keyframes fadeOut{from{opacity:1} to{opacity:0}}@-webkit-keyframes fadeOut{from{opacity:1} to{opacity:0}}@-moz-keyframes fadeIn{from{opacity:0} to{opacity:1}}@-webkit-keyframes fadeIn{from{opacity:0} to{opacity:1}}.bigtooltip{overflow:auto;height:200px;-webkit-transition-property:height;-webkit-transition-duration:500ms;-moz-transition-property:height;-moz-transition-duration:500ms;transition-property:height;transition-duration:500ms}
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.tooltipbuttons{position:absolute;padding-right:15px;top:0;right:0}
.tooltiptext{padding-right:30px}
.ipython_tooltip{max-width:700px;-webkit-animation:fadeOut 400ms;-moz-animation:fadeOut 400ms;animation:fadeOut 400ms;-webkit-animation:fadeIn 400ms;-moz-animation:fadeIn 400ms;animation:fadeIn 400ms;vertical-align:middle;background-color:#f7f7f7;overflow:visible;border:#ababab 1px solid;outline:none;padding:3px;margin:0;padding-left:7px;font-family:monospace;min-height:50px;-moz-box-shadow:0 6px 10px -1px #adadad;-webkit-box-shadow:0 6px 10px -1px #adadad;box-shadow:0 6px 10px -1px #adadad;border-radius:4px;position:absolute;z-index:2}.ipython_tooltip a{float:right}
.ipython_tooltip .tooltiptext pre{border:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0;font-size:100%;background-color:#f7f7f7}
.pretooltiparrow{left:0;margin:0;top:-16px;width:40px;height:16px;overflow:hidden;position:absolute}
.pretooltiparrow:before{background-color:#f7f7f7;border:1px #ababab solid;z-index:11;content:"";position:absolute;left:15px;top:10px;width:25px;height:25px;-webkit-transform:rotate(45deg);-moz-transform:rotate(45deg);-ms-transform:rotate(45deg);-o-transform:rotate(45deg)}
</style>
<style type="text/css">
.highlight .hll { background-color: #ffffcc }
.highlight { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
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.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
</style>
<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
overflow: visible;
padding: 8px;
}
div#notebook {
overflow: visible;
border-top: none;
}
@media print {
div.cell {
display: block;
page-break-inside: avoid;
}
div.output_wrapper {
display: block;
page-break-inside: avoid;
}
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<h1 id="анализ-базы-данных-cian.ru">Анализ базы данных cian.ru</h1>
<p>Данные по продаже квартир были собраны и сохранены в MongoDB.</p>
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<div class="highlight"><pre><span class="o">%</span><span class="k">pylab</span> <span class="n">inline</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="kn">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pymongo</span>
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Populating the interactive namespace from numpy and matplotlib
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<div class="highlight"><pre><span class="c"># pandas options</span>
<span class="n">pd</span><span class="o">.</span><span class="n">options</span><span class="o">.</span><span class="n">display</span><span class="o">.</span><span class="n">mpl_style</span> <span class="o">=</span> <span class="s">&#39;default&#39;</span>
<span class="n">pd</span><span class="o">.</span><span class="n">options</span><span class="o">.</span><span class="n">display</span><span class="o">.</span><span class="n">width</span> <span class="o">=</span> <span class="mi">200</span>
<span class="n">pd</span><span class="o">.</span><span class="n">options</span><span class="o">.</span><span class="n">display</span><span class="o">.</span><span class="n">precision</span> <span class="o">=</span> <span class="mi">2</span>
<span class="c">#pd.describe_option(&#39;display&#39;)</span>
<span class="n">pylab</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s">&#39;figure.figsize&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mf">10.0</span><span class="p">,</span> <span class="mf">6.0</span><span class="p">)</span> <span class="c"># figure size in inches</span>
<span class="n">pylab</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s">&#39;axes.labelcolor&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s">&#39;k&#39;</span>
<span class="n">pylab</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s">&#39;axes.edgecolor&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s">&#39;k&#39;</span>
<span class="c">#pylab.rcParams[&#39;hist.bins&#39;] = 20</span>
<span class="c"># plot options</span>
<span class="c">#plt.rc(&#39;axes&#39;, edgecolor=&#39;k&#39;)</span>
<span class="c">#plt.rc((&#39;xtick&#39;, &#39;ytick&#39;), color=&#39;k&#39;)</span>
<span class="n">font</span> <span class="o">=</span> <span class="p">{</span><span class="s">&#39;family&#39;</span> <span class="p">:</span> <span class="s">&#39;monospace&#39;</span><span class="p">,</span>
<span class="s">&#39;weight&#39;</span> <span class="p">:</span> <span class="s">&#39;bold&#39;</span><span class="p">,</span>
<span class="s">&#39;size&#39;</span> <span class="p">:</span> <span class="s">&#39;14&#39;</span><span class="p">}</span>
<span class="n">plt</span><span class="o">.</span><span class="n">rc</span><span class="p">(</span><span class="s">&#39;font&#39;</span><span class="p">,</span> <span class="o">**</span><span class="n">font</span><span class="p">)</span>
<span class="c"># parameters</span>
<span class="n">BINS</span> <span class="o">=</span> <span class="mi">20</span> <span class="c"># number of bins in histograms</span>
<span class="n">ROW_LIMIT</span> <span class="o">=</span> <span class="mi">25000</span> <span class="c"># limit of rows fetched from database</span>
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<div class="highlight"><pre><span class="c">#print(pylab.rcParams.find_all(&#39;color&#39;))</span>
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<div class="highlight"><pre><span class="c">#pd.describe_option()</span>
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<h2 id="загрузка-данных">Загрузка данных</h2>
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<div class="highlight"><pre><span class="n">mongoclient</span> <span
class="o">=</span> <span class="n">pymongo</span><span class="o">.</span><span
class="n">MongoClient</span><span class="p">(</span><span class="s">&#39;mongodb://address&#39;</span><span class="p">)</span>
<span class="n">db</span> <span class="o">=</span> <span class="n">mongoclient</span><span class="o">.</span><span class="n">realty</span>
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<div class="highlight"><pre><span class="n">excluded_columns</span> <span class="o">=</span> <span class="p">[</span><span class="s">&#39;_id&#39;</span><span class="p">,</span> <span class="s">&#39;job&#39;</span><span class="p">,</span> <span class="s">&#39;updated_at&#39;</span><span class="p">,</span> <span class="s">u&#39;Описание&#39;</span><span class="p">,</span> <span class="s">u&#39;Телефон&#39;</span><span class="p">,</span> <span class="s">u&#39;Вид из окна&#39;</span><span class="p">,</span> <span class="s">u&#39;Лифт&#39;</span><span class="p">]</span>
<span class="n">original</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">db</span><span class="o">.</span><span class="n">sale</span><span class="o">.</span><span class="n">find</span><span class="p">({},{</span><span class="n">k</span><span class="p">:</span><span class="mi">0</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">excluded_columns</span><span class="p">})</span><span class="o">.</span><span class="n">limit</span><span class="p">(</span><span class="n">ROW_LIMIT</span><span class="p">)))</span>
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<div class="highlight"><pre><span class="kn">from</span> <span class="nn">copy</span> <span class="kn">import</span> <span class="n">deepcopy</span>
<span class="n">sale</span> <span class="o">=</span> <span class="n">deepcopy</span><span class="p">(</span><span class="n">original</span><span class="p">)</span>
<span class="n">sale</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s">&#39;id&#39;</span><span class="p">,</span> <span class="n">drop</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
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<h2 id="&#1054;&#1095;&#1080;&#1089;&#1090;&#1082;&#1072;-&#1076;&#1072;&#1085;&#1085;&#1099;&#1093;">&#1054;&#1095;&#1080;&#1089;&#1090;&#1082;&#1072; &#1076;&#1072;&#1085;&#1085;&#1099;&#1093;<a class="anchor-link" href="#&#1054;&#1095;&#1080;&#1089;&#1090;&#1082;&#1072;-&#1076;&#1072;&#1085;&#1085;&#1099;&#1093;">&#182;</a></h2>
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<div class="highlight"><pre><span class="c"># delete outliers</span>
<span class="k">def</span> <span class="nf">outliers</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">column</span><span class="p">,</span> <span class="n">quantiles</span><span class="o">=</span><span class="p">(</span><span class="mf">0.15</span><span class="p">,</span><span class="mf">0.85</span><span class="p">)):</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Removes outliers from dataframe</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="n">min_val</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">column</span><span class="p">]</span><span class="o">.</span><span class="n">quantile</span><span class="p">(</span><span class="n">quantiles</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="n">max_val</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">column</span><span class="p">]</span><span class="o">.</span><span class="n">quantile</span><span class="p">(</span><span class="n">quantiles</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
<span class="n">f</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">min_val</span> <span class="o">&lt;=</span> <span class="n">x</span> <span class="o">&lt;=</span> <span class="n">max_val</span>
<span class="c">#return df[np.abs(df[column]-df[column].mean())&lt;=(3*df[column].std())]</span>
<span class="k">return</span> <span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="n">column</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">f</span><span class="p">)]</span>
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<div class="highlight"><pre><span class="n">sale</span> <span class="o">=</span> <span class="n">outliers</span><span class="p">(</span><span class="n">sale</span><span class="p">,</span> <span class="s">u&#39;Цена&#39;</span><span class="p">)</span>
<span class="n">sale</span> <span class="o">=</span> <span class="n">outliers</span><span class="p">(</span><span class="n">sale</span><span class="p">,</span> <span class="s">u&#39;Общая площадь&#39;</span><span class="p">,</span> <span class="p">(</span><span class="mf">0.01</span><span class="p">,</span> <span class="mf">0.99</span><span class="p">))</span>
<span class="c">#sale = outliers(sale, u&#39;Жилая площадь&#39;, (0.05, 0.05))</span>
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<div class="highlight"><pre><span class="c"># additional columns and dataframes</span>
<span class="n">sale</span><span class="p">[</span><span class="s">u&#39;Цена 1 кв.м&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">sale</span><span class="p">[</span><span class="s">u&#39;Цена&#39;</span><span class="p">]</span><span class="o">/</span><span class="n">sale</span><span class="p">[</span><span class="s">u&#39;Общая площадь&#39;</span><span class="p">]</span>
<span class="n">sale</span><span class="p">[</span><span class="s">u&#39;Цена&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">sale</span><span class="p">[</span><span class="s">u&#39;Цена&#39;</span><span class="p">]</span><span class="o">/</span><span class="mi">1000</span>
<span class="n">grouped</span> <span class="o">=</span> <span class="n">sale</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s">u&#39;Тип&#39;</span><span class="p">)</span>
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<h2 id="первичный-анализ-данных">Первичный анализ данных</h2>
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<div class="highlight"><pre><span class="c">#sale.head()</span>
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<h3 id="статистика-по-всем-квартирам">Статистика по всем квартирам</h3>
<p><code>50%</code> – это медианное значение (50%-процентиль)</p>
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<div class="highlight"><pre><span class="n">sale</span><span class="o">.</span><span class="n">describe</span><span class="p">(</span><span class="n">percentiles</span><span class="o">=</span><span class="p">[</span><span class="mf">0.15</span><span class="p">,</span> <span class="mf">0.85</span><span class="p">])</span>
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Out[83]:</div>
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<div style="max-height:1000px;max-width:1500px;overflow:auto;">
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>Жилая площадь</th>
<th>Общая площадь</th>
<th>Площадь кухни</th>
<th>Цена</th>
<th>Этаж</th>
<th>Этажность</th>
<th>Цена 1 кв.м</th>
</tr>
</thead>
<tbody>
<tr>
<th>count</th>
<td> 16647.0</td>
<td> 17200.0</td>
<td> 16739.0</td>
<td> 17200.0</td>
<td> 17200.0</td>
<td> 17200</td>
<td> 17200.0</td>
</tr>
<tr>
<th>mean</th>
<td> 27.9</td>
<td> 46.8</td>
<td> 8.5</td>
<td> 7979.1</td>
<td> 6.2</td>
<td> 12</td>
<td> 173431.7</td>
</tr>
<tr>
<th>std</th>
<td> 34.3</td>
<td> 12.9</td>
<td> 15.8</td>
<td> 2579.4</td>
<td> 4.9</td>
<td> 6</td>
<td> 38478.0</td>
</tr>
<tr>
<th>min</th>
<td> 1.0</td>
<td> 30.0</td>
<td> 0.0</td>
<td> 5250.0</td>
<td> 0.0</td>
<td> 0</td>
<td> 54687.5</td>
</tr>
<tr>
<th>15%</th>
<td> 19.0</td>
<td> 35.0</td>
<td> 6.0</td>
<td> 6000.0</td>
<td> 2.0</td>
<td> 5</td>
<td> 139161.2</td>
</tr>
<tr>
<th>50%</th>
<td> 27.0</td>
<td> 44.0</td>
<td> 8.0</td>
<td> 7390.0</td>
<td> 5.0</td>
<td> 12</td>
<td> 168734.0</td>
</tr>
<tr>
<th>85%</th>
<td> 38.0</td>
<td> 60.0</td>
<td> 10.0</td>
<td> 8900.0</td>
<td> 11.0</td>
<td> 17</td>
<td> 206976.7</td>
</tr>
<tr>
<th>max</th>
<td> 4255.0</td>
<td> 97.0</td>
<td> 1790.0</td>
<td> 19500.0</td>
<td> 161.0</td>
<td> 147</td>
<td> 546057.3</td>
</tr>
</tbody>
</table>
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<h3 id="медианные-значения">Медианные значения</h3>
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<h4 id="с-разбивкой-по-типу-квартиры">С разбивкой по типу квартиры</h4>
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<div class="highlight"><pre><span class="n">grouped</span><span class="o">.</span><span class="n">median</span><span class="p">()</span>
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<div style="max-height:1000px;max-width:1500px;overflow:auto;">
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>Жилая площадь</th>
<th>Общая площадь</th>
<th>Площадь кухни</th>
<th>Цена</th>
<th>Этаж</th>
<th>Этажность</th>
<th>Цена 1 кв.м</th>
</tr>
<tr>
<th>Тип</th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
</tr>
</thead>
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<th>1-комн. кв.</th>
<td> 19</td>
<td> 37.0</td>
<td> 8</td>
<td> 6500.0</td>
<td> 5.0</td>
<td> 12.0</td>
<td> 180000.0</td>
</tr>
<tr>
<th>2-комн. кв.</th>
<td> 30</td>
<td> 46.0</td>
<td> 7</td>
<td> 7800.0</td>
<td> 5.0</td>
<td> 9.0</td>
<td> 162500.0</td>
</tr>
<tr>
<th>3-комн. кв.</th>
<td> 44</td>
<td> 63.0</td>
<td> 7</td>
<td> 8750.0</td>
<td> 5.0</td>
<td> 9.0</td>
<td> 147457.6</td>
</tr>
<tr>
<th>4-комн. кв.</th>
<td> 51</td>
<td> 73.5</td>
<td> 7</td>
<td> 10150.0</td>
<td> 4.0</td>
<td> 9.0</td>
<td> 141990.5</td>
</tr>
<tr>
<th>5-комн. кв.</th>
<td> 70</td>
<td> 90.5</td>
<td> 9</td>
<td> 11000.0</td>
<td> 1.5</td>
<td> 7.0</td>
<td> 114583.3</td>
</tr>
<tr>
<th>6-комн. кв.</th>
<td> 19</td>
<td> 36.0</td>
<td>NaN</td>
<td> 5900.0</td>
<td> 1.0</td>
<td> 12.0</td>
<td> 163888.9</td>
</tr>
<tr>
<th>доля</th>
<td> 42</td>
<td> 67.5</td>
<td> 9</td>
<td> 6475.0</td>
<td> 5.0</td>
<td> 10.5</td>
<td> 89464.4</td>
</tr>
<tr>
<th>комната</th>
<td> 32</td>
<td> 71.5</td>
<td> 8</td>
<td> 6100.0</td>
<td> 4.0</td>
<td> 7.5</td>
<td> 88970.2</td>
</tr>
<tr>
<th>своб. план.</th>
<td> 36</td>
<td> 48.0</td>
<td> 10</td>
<td> 8462.2</td>
<td> 5.0</td>
<td> 8.0</td>
<td> 202500.3</td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
</div>
</div>
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In&nbsp;[85]:
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<div class="highlight"><pre><span class="n">p</span> <span class="o">=</span> <span class="n">grouped</span><span class="p">[</span><span class="s">u&#39;Цена 1 кв.м&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">median</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s">&#39;bar&#39;</span><span class="p">)</span>
<span class="n">p</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s">u&#39;Медианная цена 1 кв.м&#39;</span><span class="p">)</span>
</pre></div>
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Out[85]:</div>
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&lt;matplotlib.text.Text at 0x10783fa50&gt;
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<h3 id="гистограммы">Гистограммы</h3>
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In&nbsp;[86]:
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<div class="highlight"><pre><span class="c">#h = sale[u&#39;Цена&#39;].map(lambda x: x/1000).hist(bins=BINS)</span>
<span class="c">#h = sale[u&#39;Цена&#39;].hist(bins=1000)</span>
<span class="n">h</span> <span class="o">=</span> <span class="n">sale</span><span class="p">[</span><span class="s">u&#39;Цена&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">bins</span><span class="o">=</span><span class="mi">80</span><span class="p">)</span>
<span class="n">h</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s">u&#39;Распределение по цене&#39;</span><span class="p">)</span>
<span class="n">h</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s">u&#39;Цена, тыс. рублей&#39;</span><span class="p">)</span>
<span class="n">h</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s">u&#39;Количество&#39;</span><span class="p">)</span>
<span class="n">h</span><span class="o">.</span><span class="n">set_adjustable</span><span class="p">(</span><span class="s">&#39;box&#39;</span><span class="p">)</span>
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In&nbsp;[87]:
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<div class="highlight"><pre><span class="n">h</span> <span class="o">=</span> <span class="n">sale</span><span class="p">[</span><span class="s">u&#39;Общая площадь&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">bins</span><span class="o">=</span><span class="n">BINS</span><span class="p">)</span>
<span class="n">h</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s">u&#39;Распределение по площади&#39;</span><span class="p">)</span>
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Out[87]:</div>
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<pre>
&lt;matplotlib.text.Text at 0x10f0fc3d0&gt;
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5uYGm812u6dG/6H5oi0uLg5z5szBr3/9a1y4cAG5ubnw8fFBZWWlwwfJbDa3+AfmncnOnTvh5uaG
oqIi/OMf/wAAfPLJJ/K4t7c382sD+53KADB48GAA1+4I4uevZX5+fgCARx99FAEBAZgwYYJ8eYrZ
td3nn3+OESNGOLzG792W7d+/H5GRkVi2bBnmzp2LOXPm4Ouvv0ZZWRmza6OnnnoKCxYswIwZM5CS
koKGhgYEBwczv1vQWlb2Kzlms1ket1gsbcpSs0XbjWeIgoKC4OrqipqaGoSFhcFms+Gzzz4DcO1O
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yHFIghq0paEpCFobGxqkoua2/oLGqDVoaIqiIYgGN7My0FAsI5KWCmoQydLsGaLuxxtKueGBW57r
tZ2zHM7F9wMX5/sVDeVXQSaTKRu4TCYDQFtbm9ZfBZ8F93PbJJ/PUywWMZvNyq5K19fXPD09lW2N
gma3kkKhQHt7+9d1Z2fn131lVz2/38/Y2Bjb29s0NjYSCATweDzKr0qV1prVaqWvr49wOAx89J1I
JFJVln/lmbZSqUQwGMTpdNLf308+nycWi/H+/s7Q0BA9PT0YhsH6+jqxWIzT01PsdnvZgd3/s62t
LeBjoRwcHHB4eEggEMBsNgMfhyKV3/dKpRJLS0v09vZiGAavr68cHx/T3d2NYRg0NDQovx94vV4c
Dgerq6v4/X4uLy95e3tjcHAQh8Oh7KoQjUaxWCwMDAyU3dfs/mx4eJidnR0KhQLNzc0cHR3R0dGB
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/PzX1p/y+57JZMLn85FKpTg7O8NisTAzM4PX6wWUXTWSySStra1lvy77pPy+ZxgGz8/PnJyckE6n
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RU5ErkJggg==
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In&nbsp;[73]:
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<h2 id="группировка-по-типу-квартиры-1-комн-2-комн-доля-и-т.д">Группировка по типу квартиры (1-комн, 2-комн, доля и т.д)</h2>
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In&nbsp;[79]:
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<div class="highlight"><pre><span class="n">grouped</span><span class="o">.</span><span class="n">describe</span><span class="p">(</span><span class="n">percentiles</span><span class="o">=</span><span class="p">[</span><span class="mf">0.01</span><span class="p">,</span> <span class="mf">0.99</span><span class="p">])</span>
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Out[79]:</div>
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<div style="max-height:1000px;max-width:1500px;overflow:auto;">
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th></th>
<th>Жилая площадь</th>
<th>Общая площадь</th>
<th>Площадь кухни</th>
<th>Цена</th>
<th>Цена 1 кв.м</th>
<th>Этаж</th>
<th>Этажность</th>
</tr>
<tr>
<th>Тип</th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
</tr>
</thead>
<tbody>
<tr>
<th rowspan="8" valign="top">1-комн. кв.</th>
<th>count</th>
<td> 7555.0</td>
<td> 7797.0</td>
<td> 7633.0</td>
<td> 7797.0</td>
<td> 7797.0</td>
<td> 7797.0</td>
<td> 7797.0</td>
</tr>
<tr>
<th>mean</th>
<td> 20.1</td>
<td> 37.9</td>
<td> 8.6</td>
<td> 6931.1</td>
<td> 184759.7</td>
<td> 6.7</td>
<td> 13.1</td>
</tr>
<tr>
<th>std</th>
<td> 5.5</td>
<td> 6.6</td>
<td> 3.0</td>
<td> 1729.0</td>
<td> 37159.8</td>
<td> 5.2</td>
<td> 6.0</td>
</tr>
<tr>
<th>min</th>
<td> 1.0</td>
<td> 18.0</td>
<td> 0.0</td>
<td> 5250.0</td>
<td> 84772.3</td>
<td> 1.0</td>
<td> 3.0</td>
</tr>
<tr>
<th>1%</th>
<td> 14.0</td>
<td> 28.0</td>
<td> 5.0</td>
<td> 5300.0</td>
<td> 119148.9</td>
<td> 1.0</td>
<td> 5.0</td>
</tr>
<tr>
<th>50%</th>
<td> 19.0</td>
<td> 37.0</td>
<td> 8.0</td>
<td> 6500.0</td>
<td> 180487.8</td>
<td> 5.0</td>
<td> 12.0</td>
</tr>
<tr>
<th>99%</th>
<td> 40.5</td>
<td> 62.0</td>
<td> 17.0</td>
<td> 15877.7</td>
<td> 315123.5</td>
<td> 22.0</td>
<td> 32.0</td>
</tr>
<tr>
<th>max</th>
<td> 210.0</td>
<td> 88.0</td>
<td> 113.0</td>
<td> 19350.0</td>
<td> 546057.3</td>
<td> 161.0</td>
<td> 121.0</td>
</tr>
<tr>
<th rowspan="8" valign="top">2-комн. кв.</th>
<th>count</th>
<td> 6840.0</td>
<td> 7078.0</td>
<td> 6884.0</td>
<td> 7079.0</td>
<td> 7078.0</td>
<td> 7079.0</td>
<td> 7079.0</td>
</tr>
<tr>
<th>mean</th>
<td> 31.0</td>
<td> 49.6</td>
<td> 8.4</td>
<td> 8337.4</td>
<td> 169959.2</td>
<td> 5.8</td>
<td> 11.1</td>
</tr>
<tr>
<th>std</th>
<td> 51.4</td>
<td> 9.5</td>
<td> 24.4</td>
<td> 2464.8</td>
<td> 63818.4</td>
<td> 4.6</td>
<td> 6.1</td>
</tr>
<tr>
<th>min</th>
<td> 1.0</td>
<td> 2.0</td>
<td> 1.0</td>
<td> 5250.0</td>
<td> 74513.9</td>
<td> 0.0</td>
<td> 2.0</td>
</tr>
<tr>
<th>1%</th>
<td> 21.0</td>
<td> 36.0</td>
<td> 5.0</td>
<td> 5600.0</td>
<td> 104487.2</td>
<td> 1.0</td>
<td> 4.0</td>
</tr>
<tr>
<th>50%</th>
<td> 30.0</td>
<td> 46.0</td>
<td> 7.0</td>
<td> 7800.0</td>
<td> 162500.0</td>
<td> 5.0</td>
<td> 9.0</td>
</tr>
<tr>
<th>99%</th>
<td> 50.0</td>
<td> 80.0</td>
<td> 18.0</td>
<td> 18500.0</td>
<td> 307839.7</td>
<td> 21.0</td>
<td> 29.0</td>
</tr>
<tr>
<th>max</th>
<td> 4255.0</td>
<td> 105.0</td>
<td> 1790.0</td>
<td> 19500.0</td>
<td> 3750000.0</td>
<td> 45.0</td>
<td> 147.0</td>
</tr>
<tr>
<th rowspan="8" valign="top">3-комн. кв.</th>
<th>count</th>
<td> 2154.0</td>
<td> 2226.0</td>
<td> 2147.0</td>
<td> 2226.0</td>
<td> 2226.0</td>
<td> 2226.0</td>
<td> 2226.0</td>
</tr>
<tr>
<th>mean</th>
<td> 44.2</td>
<td> 67.6</td>
<td> 8.3</td>
<td> 10531.7</td>
<td> 155675.6</td>
<td> 5.9</td>
<td> 11.2</td>
</tr>
<tr>
<th>std</th>
<td> 8.3</td>
<td> 16.7</td>
<td> 3.0</td>
<td> 3398.5</td>
<td> 35532.1</td>
<td> 4.5</td>
<td> 5.6</td>
</tr>
<tr>
<th>min</th>
<td> 21.0</td>
<td> 35.0</td>
<td> 1.0</td>
<td> 5260.0</td>
<td> 12909.1</td>
<td> 0.0</td>
<td> 0.0</td>
</tr>
<tr>
<th>1%</th>
<td> 32.0</td>
<td> 49.0</td>
<td> 5.0</td>
<td> 6200.0</td>
<td> 87123.0</td>
<td> 1.0</td>
<td> 4.0</td>
</tr>
<tr>
<th>50%</th>
<td> 44.0</td>
<td> 64.0</td>
<td> 7.0</td>
<td> 8800.0</td>
<td> 147776.7</td>
<td> 5.0</td>
<td> 9.0</td>
</tr>
<tr>
<th>99%</th>
<td> 72.9</td>
<td> 110.8</td>
<td> 18.0</td>
<td> 19150.0</td>
<td> 264053.8</td>
<td> 20.0</td>
<td> 29.0</td>
</tr>
<tr>
<th>max</th>
<td> 125.0</td>
<td> 550.0</td>
<td> 55.0</td>
<td> 19500.0</td>
<td> 316666.7</td>
<td> 35.0</td>
<td> 49.0</td>
</tr>
<tr>
<th rowspan="6" valign="top">4-комн. кв.</th>
<th>count</th>
<td> 160.0</td>
<td> 165.0</td>
<td> 156.0</td>
<td> 165.0</td>
<td> 165.0</td>
<td> 165.0</td>
<td> 165.0</td>
</tr>
<tr>
<th>mean</th>
<td> 59.0</td>
<td> 86.0</td>
<td> 9.5</td>
<td> 13278.3</td>
<td> 153636.7</td>
<td> 5.3</td>
<td> 11.6</td>
</tr>
<tr>
<th>std</th>
<td> 11.6</td>
<td> 19.5</td>
<td> 3.8</td>
<td> 4184.0</td>
<td> 33221.9</td>
<td> 4.5</td>
<td> 5.8</td>
</tr>
<tr>
<th>min</th>
<td> 37.0</td>
<td> 48.0</td>
<td> 5.0</td>
<td> 6350.0</td>
<td> 54109.6</td>
<td> 1.0</td>
<td> 1.0</td>
</tr>
<tr>
<th>1%</th>
<td> 43.0</td>
<td> 53.2</td>
<td> 5.0</td>
<td> 6792.0</td>
<td> 81458.0</td>
<td> 1.0</td>
<td> 1.6</td>
</tr>
<tr>
<th>50%</th>
<td> 60.0</td>
<td> 85.0</td>
<td> 9.0</td>
<td> 13900.0</td>
<td> 149000.0</td>
<td> 4.0</td>
<td> 9.0</td>
</tr>
<tr>
<th>...</th>
<th>...</th>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
</tr>
<tr>
<th rowspan="6" valign="top">6-комн. кв.</th>
<th>std</th>
<td> 5.7</td>
<td> 7.8</td>
<td> NaN</td>
<td> 0.0</td>
<td> 50990.3</td>
<td> 3.5</td>
<td> 2.8</td>
</tr>
<tr>
<th>min</th>
<td> 19.0</td>
<td> 25.0</td>
<td> 8.0</td>
<td> 5900.0</td>
<td> 163888.9</td>
<td> 1.0</td>
<td> 8.0</td>
</tr>
<tr>
<th>1%</th>
<td> 19.1</td>
<td> 25.1</td>
<td> 8.0</td>
<td> 5900.0</td>
<td> 164610.0</td>
<td> 1.1</td>
<td> 8.0</td>
</tr>
<tr>
<th>50%</th>
<td> 23.0</td>
<td> 30.5</td>
<td> 8.0</td>
<td> 5900.0</td>
<td> 199944.4</td>
<td> 3.5</td>
<td> 10.0</td>
</tr>
<tr>
<th>99%</th>
<td> 26.9</td>
<td> 35.9</td>
<td> 8.0</td>
<td> 5900.0</td>
<td> 235278.9</td>
<td> 5.9</td>
<td> 12.0</td>
</tr>
<tr>
<th>max</th>
<td> 27.0</td>
<td> 36.0</td>
<td> 8.0</td>
<td> 5900.0</td>
<td> 236000.0</td>
<td> 6.0</td>
<td> 12.0</td>
</tr>
<tr>
<th rowspan="8" valign="top">доля</th>
<th>count</th>
<td> 35.0</td>
<td> 36.0</td>
<td> 33.0</td>
<td> 36.0</td>
<td> 36.0</td>
<td> 36.0</td>
<td> 36.0</td>
</tr>
<tr>
<th>mean</th>
<td> 40.7</td>
<td> 69.5</td>
<td> 9.2</td>
<td> 6958.3</td>
<td> 106294.0</td>
<td> 5.8</td>
<td> 11.4</td>
</tr>
<tr>
<th>std</th>
<td> 13.4</td>
<td> 21.1</td>
<td> 2.3</td>
<td> 2184.1</td>
<td> 36267.6</td>
<td> 4.8</td>
<td> 5.2</td>
</tr>
<tr>
<th>min</th>
<td> 11.0</td>
<td> 29.0</td>
<td> 6.0</td>
<td> 5500.0</td>
<td> 57718.1</td>
<td> 1.0</td>
<td> 4.0</td>
</tr>
<tr>
<th>1%</th>
<td> 14.1</td>
<td> 29.7</td>
<td> 6.0</td>
<td> 5500.0</td>
<td> 61279.9</td>
<td> 1.0</td>
<td> 4.3</td>
</tr>
<tr>
<th>50%</th>
<td> 42.0</td>
<td> 67.5</td>
<td> 9.0</td>
<td> 6475.0</td>
<td> 89464.4</td>
<td> 5.0</td>
<td> 10.5</td>
</tr>
<tr>
<th>99%</th>
<td> 70.6</td>
<td> 130.8</td>
<td> 15.0</td>
<td> 15275.0</td>
<td> 212294.2</td>
<td> 21.0</td>
<td> 22.0</td>
</tr>
<tr>
<th>max</th>
<td> 75.0</td>
<td> 149.0</td>
<td> 15.0</td>
<td> 16500.0</td>
<td> 216129.0</td>
<td> 21.0</td>
<td> 22.0</td>
</tr>
<tr>
<th rowspan="8" valign="top">комната</th>
<th>count</th>
<td> 144.0</td>
<td> 146.0</td>
<td> 135.0</td>
<td> 146.0</td>
<td> 146.0</td>
<td> 146.0</td>
<td> 146.0</td>
</tr>
<tr>
<th>mean</th>
<td> 35.4</td>
<td> 78.0</td>
<td> 9.3</td>
<td> 6389.9</td>
<td> 101355.3</td>
<td> 4.0</td>
<td> 7.3</td>
</tr>
<tr>
<th>std</th>
<td> 18.5</td>
<td> 34.1</td>
<td> 3.8</td>
<td> 921.8</td>
<td> 61525.3</td>
<td> 2.9</td>
<td> 3.8</td>
</tr>
<tr>
<th>min</th>
<td> 8.0</td>
<td> 16.0</td>
<td> 5.0</td>
<td> 5250.0</td>
<td> 18596.5</td>
<td> 1.0</td>
<td> 3.0</td>
</tr>
<tr>
<th>1%</th>
<td> 10.3</td>
<td> 16.4</td>
<td> 5.0</td>
<td> 5300.0</td>
<td> 40670.1</td>
<td> 1.0</td>
<td> 3.0</td>
</tr>
<tr>
<th>50%</th>
<td> 32.0</td>
<td> 75.0</td>
<td> 9.0</td>
<td> 6000.0</td>
<td> 82277.0</td>
<td> 4.0</td>
<td> 5.0</td>
</tr>
<tr>
<th>99%</th>
<td> 102.0</td>
<td> 167.8</td>
<td> 25.0</td>
<td> 9500.0</td>
<td> 334650.7</td>
<td> 14.2</td>
<td> 17.0</td>
</tr>
<tr>
<th>max</th>
<td> 150.0</td>
<td> 285.0</td>
<td> 31.0</td>
<td> 10500.0</td>
<td> 356250.0</td>
<td> 16.0</td>
<td> 25.0</td>
</tr>
<tr>
<th rowspan="8" valign="top">своб. план.</th>
<th>count</th>
<td> 46.0</td>
<td> 57.0</td>
<td> 22.0</td>
<td> 57.0</td>
<td> 57.0</td>
<td> 57.0</td>
<td> 57.0</td>
</tr>
<tr>
<th>mean</th>
<td> 40.3</td>
<td> 50.6</td>
<td> 13.2</td>
<td> 10014.0</td>
<td> 201266.3</td>
<td> 5.9</td>
<td> 10.4</td>
</tr>
<tr>
<th>std</th>
<td> 16.3</td>
<td> 19.5</td>
<td> 7.7</td>
<td> 3855.2</td>
<td> 43251.3</td>
<td> 5.3</td>
<td> 8.0</td>
</tr>
<tr>
<th>min</th>
<td> 16.0</td>
<td> 27.0</td>
<td> 5.0</td>
<td> 5485.1</td>
<td> 120000.0</td>
<td> 0.0</td>
<td> 3.0</td>
</tr>
<tr>
<th>1%</th>
<td> 17.4</td>
<td> 28.7</td>
<td> 5.0</td>
<td> 5598.2</td>
<td> 131200.0</td>
<td> 0.6</td>
<td> 3.6</td>
</tr>
<tr>
<th>50%</th>
<td> 36.0</td>
<td> 48.0</td>
<td> 10.0</td>
<td> 8496.9</td>
<td> 200513.5</td>
<td> 5.0</td>
<td> 8.0</td>
</tr>
<tr>
<th>99%</th>
<td> 80.0</td>
<td> 116.0</td>
<td> 32.4</td>
<td> 19197.9</td>
<td> 310237.0</td>
<td> 21.9</td>
<td> 31.6</td>
</tr>
<tr>
<th>max</th>
<td> 80.0</td>
<td> 116.0</td>
<td> 33.0</td>
<td> 19449.8</td>
<td> 316666.7</td>
<td> 23.0</td>
<td> 35.0</td>
</tr>
</tbody>
</table>
<p>72 rows × 7 columns</p>
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In&nbsp;[88]:
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<div class="highlight"><pre><span class="n">grouped</span><span class="o">.</span><span class="n">get_group</span><span class="p">(</span><span class="s">u&#39;1-комн. кв.&#39;</span><span class="p">)[</span><span class="s">u&#39;Цена&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">bins</span><span class="o">=</span><span class="n">BINS</span><span class="p">)</span>
<span class="n">grouped</span><span class="o">.</span><span class="n">get_group</span><span class="p">(</span><span class="s">u&#39;2-комн. кв.&#39;</span><span class="p">)[</span><span class="s">u&#39;Цена&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">bins</span><span class="o">=</span><span class="n">BINS</span><span class="p">)</span>
<span class="n">grouped</span><span class="o">.</span><span class="n">get_group</span><span class="p">(</span><span class="s">u&#39;3-комн. кв.&#39;</span><span class="p">)[</span><span class="s">u&#39;Цена&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">bins</span><span class="o">=</span><span class="n">BINS</span><span class="p">)</span>
</pre></div>
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Out[88]:</div>
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&lt;matplotlib.axes.AxesSubplot at 0x10b4dcc10&gt;
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In&nbsp;[89]:
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<div class="highlight"><pre><span class="n">grouped</span><span class="o">.</span><span class="n">get_group</span><span class="p">(</span><span class="s">u&#39;1-комн. кв.&#39;</span><span class="p">)[</span><span class="s">u&#39;Общая площадь&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">bins</span><span class="o">=</span><span class="n">BINS</span><span class="p">)</span>
<span class="n">grouped</span><span class="o">.</span><span class="n">get_group</span><span class="p">(</span><span class="s">u&#39;2-комн. кв.&#39;</span><span class="p">)[</span><span class="s">u&#39;Общая площадь&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">bins</span><span class="o">=</span><span class="n">BINS</span><span class="p">)</span>
<span class="n">grouped</span><span class="o">.</span><span class="n">get_group</span><span class="p">(</span><span class="s">u&#39;3-комн. кв.&#39;</span><span class="p">)[</span><span class="s">u&#39;Общая площадь&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">bins</span><span class="o">=</span><span class="n">BINS</span><span class="p">)</span>
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Out[89]:</div>
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&lt;matplotlib.axes.AxesSubplot at 0x11195c490&gt;
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In&nbsp;[90]:
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<div class="highlight"><pre><span class="n">grouped</span><span class="o">.</span><span class="n">get_group</span><span class="p">(</span><span class="s">u&#39;1-комн. кв.&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s">u&#39;Общая площадь&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s">u&#39;Цена&#39;</span><span class="p">,</span> <span class="n">style</span><span class="o">=</span><span class="s">&#39;ro&#39;</span><span class="p">)</span>
<span class="n">grouped</span><span class="o">.</span><span class="n">get_group</span><span class="p">(</span><span class="s">u&#39;2-комн. кв.&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s">u&#39;Общая площадь&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s">u&#39;Цена&#39;</span><span class="p">,</span> <span class="n">style</span><span class="o">=</span><span class="s">&#39;bs&#39;</span><span class="p">)</span>
<span class="n">grouped</span><span class="o">.</span><span class="n">get_group</span><span class="p">(</span><span class="s">u&#39;3-комн. кв.&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s">u&#39;Общая площадь&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s">u&#39;Цена&#39;</span><span class="p">,</span> <span class="n">style</span><span class="o">=</span><span class="s">&#39;g^&#39;</span><span class="p">)</span>
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Out[90]:</div>
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&lt;matplotlib.axes.AxesSubplot at 0x10d48ab50&gt;
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<div class="highlight"><pre><span class="n">p</span> <span class="o">=</span> <span class="n">sale</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">column</span><span class="o">=</span><span class="p">[</span><span class="s">u&#39;Цена&#39;</span><span class="p">],</span> <span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s">u&#39;Тип&#39;</span><span class="p">],</span> <span class="n">rot</span><span class="o">=-</span><span class="mi">15</span><span class="p">)</span>
</pre></div>
</div>
</div>
</div>
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